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novelty functions
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>novelty_functions</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">IPython.display</span> <span class="k">as</span> <span class="nn">ipd</span>
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<span class="kn">import</span> <span class="nn">librosa</span><span class="o">,</span> <span class="nn">librosa.display</span>
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<span class="kn">import</span> <span class="nn">stanford_mir</span><span class="p">;</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">init</span><span class="p">()</span>
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<h1 id="Novelty-Functions">Novelty Functions<a class="anchor-link" href="#Novelty-Functions">&#182;</a></h1>
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<p>To detect note onsets, we want to locate sudden changes in the audio signal that mark the beginning of transient regions. Often, an increase in the signal's amplitude envelope will denote an onset candidate. However, that is not always the case, for notes can change from one pitch to another without changing amplitude, e.g. a violin playing slurred notes.</p>
<p><strong>Novelty functions</strong> are functions which denote local changes in signal properties such as energy or spectral content. We will look at two novelty functions:</p>
<ol>
<li>Energy-based novelty functions (FMP, p. 306)</li>
<li>Spectral-based novelty functions (FMP, p. 309)</li>
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<h2 id="Energy-based-Novelty-Functions">Energy-based Novelty Functions<a class="anchor-link" href="#Energy-based-Novelty-Functions">&#182;</a></h2>
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<p>Playing a note often coincides with a sudden increase in signal energy. To detect this sudden increase, we will compute an <strong>energy novelty function</strong> (FMP, p. 307):</p>
<ol>
<li>Compute the short-time energy in the signal.</li>
<li>Compute the first-order difference in the energy.</li>
<li>Half-wave rectify the first-order difference.</li>
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<p>First, load an audio file into the NumPy array <code>x</code> and sampling rate <code>sr</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/simple_loop.wav&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">sr</span><span class="p">)</span>
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<pre>(49613,) 22050
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<p>Plot the signal:</p>

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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span><span class="p">)</span>
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<pre>&lt;matplotlib.collections.PolyCollection at 0x10fdc4d68&gt;</pre>
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<img 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novelty functions
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<p>Listen:</p>

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<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
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cleaned novelty functions; onset; peak picking
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ipd</span><span class="o">.</span><span class="n">Audio</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">rate</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
Steve Tjoa's avatar
novelty functions
6f814122
 
Steve Tjoa committed
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</pre></div>

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<div class="prompt output_prompt">Out[4]:</div>



<div class="output_html rendered_html output_subarea output_execute_result">

                <audio controls="controls" >
                    <source 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<h3 id="RMS-Energy">RMS Energy<a class="anchor-link" href="#RMS-Energy">&#182;</a></h3>
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<p><a href="http://librosa.github.io/librosa/generated/librosa.feature.rmse.html#librosa.feature.rmse"><code>librosa.feature.rmse</code></a> returns the root-mean-square (RMS) energy for each frame of audio. We will compute the RMS energy as well as its first-order difference.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hop_length</span> <span class="o">=</span> <span class="mi">512</span>
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<span class="n">frame_length</span> <span class="o">=</span> <span class="mi">1024</span>
<span class="n">rmse</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">rmse</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">frame_length</span><span class="o">=</span><span class="n">frame_length</span><span class="p">,</span> <span class="n">hop_length</span><span class="o">=</span><span class="n">hop_length</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
<span class="n">rmse_diff</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">rmse</span><span class="p">)</span>
<span class="n">rmse_diff</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">rmse</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">rmse</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">rmse_diff</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(97,)
(97,)
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<p>To obtain an energy novelty function, we perform <strong>half-wave rectification</strong> (FMP, p. 307) on <code>rmse_diff</code>, i.e. any negative values are set to zero. Equivalently, we can apply the function $\max(0, x)$:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">energy_novelty</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">rmse_diff</span><span class="p">),</span> <span class="n">rmse_diff</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<p>Plot all three functions together:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frames</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">rmse</span><span class="p">))</span>
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<span class="n">t</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_time</span><span class="p">(</span><span class="n">frames</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="s1">&#39;b--&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">rmse_diff</span><span class="p">,</span> <span class="s1">&#39;g--^&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">energy_novelty</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (sec)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s1">&#39;RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;delta RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;energy novelty&#39;</span><span class="p">))</span> 
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<pre>&lt;matplotlib.legend.Legend at 0x10fe6c358&gt;</pre>
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<h3 id="Log-Energy">Log Energy<a class="anchor-link" href="#Log-Energy">&#182;</a></h3>
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<p>The human perception of sound intensity is logarithmic in nature. To account for this property, we can apply a logarithm function to the energy before taking the first-order difference.</p>
<p>Because $\log(x)$ diverges as $x$ approaches zero, a common alternative is to use $\log(1 + \lambda x)$. This function equals zero when $x$ is zero, but it behaves like $\log(\lambda x)$ when $\lambda x$ is large. This operation is sometimes called <strong>logarithmic compression</strong> (FMP, p. 310).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">log_rmse</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">log1p</span><span class="p">(</span><span class="mi">10</span><span class="o">*</span><span class="n">rmse</span><span class="p">)</span>
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<span class="n">log_rmse_diff</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">log_rmse</span><span class="p">)</span>
<span class="n">log_rmse_diff</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">log_rmse</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">log_energy_novelty</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">log_rmse_diff</span><span class="p">),</span> <span class="n">log_rmse_diff</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">log_rmse</span><span class="p">,</span> <span class="s1">&#39;b--&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">log_rmse_diff</span><span class="p">,</span> <span class="s1">&#39;g--^&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">log_energy_novelty</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (sec)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s1">&#39;log RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;delta log RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;log energy novelty&#39;</span><span class="p">))</span> 
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<pre>&lt;matplotlib.legend.Legend at 0x1106fc3c8&gt;</pre>
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<h2 id="Spectral-based-Novelty-Functions">Spectral-based Novelty Functions<a class="anchor-link" href="#Spectral-based-Novelty-Functions">&#182;</a></h2>
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<p>There are two problems with the energy novelty function:</p>
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<li>It is sensitive to energy fluctuations belonging to the same note.</li>
<li>It is not sensitive to spectral fluctuations between notes where amplitude remains the same.</li>
</ol>

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<p>For example, consider the following audio signal composed of pure tones of equal magnitude:</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sr</span> <span class="o">=</span> <span class="mi">22050</span>
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<span class="k">def</span> <span class="nf">generate_tone</span><span class="p">(</span><span class="n">midi</span><span class="p">):</span>
    <span class="n">T</span> <span class="o">=</span> <span class="mf">0.5</span>
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    <span class="n">t</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">T</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">T</span><span class="o">*</span><span class="n">sr</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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    <span class="n">f</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">midi_to_hz</span><span class="p">(</span><span class="n">midi</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">numpy</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">numpy</span><span class="o">.</span><span class="n">pi</span><span class="o">*</span><span class="n">f</span><span class="o">*</span><span class="n">t</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">generate_tone</span><span class="p">(</span><span class="n">midi</span><span class="p">)</span> <span class="k">for</span> <span class="n">midi</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">48</span><span class="p">,</span> <span class="mi">52</span><span class="p">,</span> <span class="mi">55</span><span class="p">,</span> <span class="mi">60</span><span class="p">,</span> <span class="mi">64</span><span class="p">,</span> <span class="mi">67</span><span class="p">,</span> <span class="mi">72</span><span class="p">,</span> <span class="mi">76</span><span class="p">,</span> <span class="mi">79</span><span class="p">,</span> <span class="mi">84</span><span class="p">]])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ipd</span><span class="o">.</span><span class="n">Audio</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">rate</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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zXMm9AR1ZjZK97L4nXnKOzi8KH1ZPop/+0DsQhyDS4S4xaQGzQgzCRXKdMtPzKaNuA6Ej8tQzFHG0vrTp5SNFarWQNdOWBNYz5mCmmxazJujHC9csZ0pXZaeOR5Q3t2fH19V34Ef4R/13/8f/R/vn9bf8p+DX4ifQt8yHpZeb93+3UMdPRxtG9Mbb1qCGguZTFiEF/NW2pY51RGUYlNr0m8Ra9BjD1SOQQ1ozAxLK8nHyODHtsZKxVzELUL8wYuAmr9pfjk8ybvb+q/5Rjhfdzu123T/c6dylHGGcL3ve25/LUlsmmuy6pLp+qjq6CNnZKau5cJlX6SGZDcjciL3YkciIaGG4Xbg8iC4oEogZuAPIAKgAWALoCFgAmBuoGYgqKD2YQ8hsmHgolli3GNpo8DkoeUMZcBmvWcDKBFo5+mGaqyrWixObUmuSu9ScF8xcXJIM6O0gvXmNsx4NXkg+k67vbyt/d7/D8BBAbHCoYPPxTxGJsdOSLMJlErxi8qNHw4ujziQPNE7EjKTI1QNFS9VyZbb16XYZxkfWc5as9sP2+HcadznXVqdwx5hHrPe+984n2pfkJ/rn/tf/5/4n+YfyF/fX6rfa18g3sseqt4/nYndSZz/XCrbjJskmnNZuNj1mCmXVVa5FZUU6ZP3Ev3R/hD4T+0O3E3GzOyLjkqsSUbIXkczhcaE18OnwncBBcAUvuP9s/xFO1f6LTjEt972vPVedEQzbjIdcRGwC+8L7hJtH6wz6w+qcyleaJInzqcT5mIlueTbJEZj+6M7IoTiWWH4YWJhF2DXoKLgeSAbIAggAKAEoBPgLmAUYEVggeDJYRvheWGhYhRikaMZI6qkBmTrpVomEibS55yobmkIqipq0+vEbPvtua69r4ew1vHrMsP0ITUCNma3Tni4uaT603wC/XO+ZP+VwMbCNwMmRFPFv4aox88JMkoRy21MRI2WzqPPq1CtEahSnROK1LFVUBZm1zWX+5i42W0aGBr5W1EcHpyiHRtdid4tnkae1N8X30/fvF+d3/Pf/p/93/Hf2l/3n4mfkF9MHzyeol59Hc1dkt0OXL9b5ptEGtgaIplkWJ0XzZc1lhYVbpRAE4qSjpGMEIPPtg5jTUuMb4sPiivIxQfbhq/FQgRSgyJB8QCAP47+Xn0u+8D61LmquEN3X3Y+tOIzybL18adwni+a7p2tpyy3a47q7enU6QPoe2d7poTmFyVzJJikCGOB4wXilGItoZFhQCE6IL7gTyBqoBFgA2AA4AngHiA9oChgXqCf4OwhA6GlodKiSeLLo1ej7aRNpTblqaZlpypn96iNKaqqT+t8bDAtKm4q7zGwPfEPcmWzQLSfdYI25/fQ+Tw6KXtYfIh9+X7qQBuBTEK8Q6rE14YCB2oIT0mwyo6L6Ez9Tc1PGBAdERwSFJMGFDDU09XvVoKXjVhPmQkZ+VpgGz0bkFxZnNidTR323hYeql7znzHfZN+Mn+jf+h//n/of6R/Mn+Tfsd9z3yqe1l63Hg1d2N1aHNDcfZugmznaSZnQWQ4YQxev1pSV8VTG1BVTHNId0RjQDk8+DekMz4vxypAJqwhDB1hGK4T9A41CnIFrQDp+yX3ZPKo7fPoRuSj3wvbgdYF0prNQMn6xMnArrysuMO09LBCra2pN6bgoqufmJypmd6WOJS4kWCPMI0pi0uJl4cPhrGEgIN7gqKB9oB4gCeAA4ANgEWAqYA8gfuB54L/g0SFtIZQiBaKBowfjmGQypJalRCY7JrrnQ2hUKS1pzir2q6ZsnO2aLp1vprC1MYjy4TP99N52Ardp+FO5v/qt+929Dj5/P3BAoUHRwwEEbsVaxoRH6wjOii6LCsxiTXVOQw+LUI2RidK/U23UVVV1FgzXHJfjmKIZV1oDmuYbftvN3JKdDN283eHefF6L3xBfSZ+3n5pf8d/93/6f9B/d3/yfj9+YH1UfBt7t3koeG52inR8ckZw521ia7Zo5WXwYthfnlxCWcdVLlJ3TqRKt0axQpI+XjoVNrkxSi3MKEAkph8BG1MWnBHgDB8IWwOW/tH5D/VQ8Jfr5eY84p7dDNmI1BPQr8texyHD+b7puvK2FLNSr6yrJKi8pHShTp5Km2uYsJUbk6yQZo5HjFKKh4jmhnCFJoQIgxaCUYG5gE+AEoACgCCAa4DkgIqBXYJcg4iE4IVkhxKJ6orsjBePa5Hlk4aWTZk4nEafd6LJpTupzax7sEa0LLgsvEPAcsS1yAzNddHv1XjaDt+w41zoEO3L8Yv2T/sTANgEmwlbDhYTyhd2HBchrSU1Kq8uFzNuN7E73j/1Q/RH2UujT1FT4VZSWqNd02DhY8tmkGkwbKlu+3AlcyV1/XapeCt6gnusfKt9fH4hf5h/4n/+f+1/rn9Cf6l+433wfNB7hXoOeWt3n3Woc4lxQW/RbDtqf2eeZJlhcl4pW79XN1SQUM1M70j2ROVAvTx/OC40yS9UK88mPSKeHfUYQxSJD8sKCAZDAX/8u/f68j3uh+nZ5DTgm9sP15HSJM7IyX/FTMEuvSm5PLVrsbWtHKqipkijDqD3nAOaNJeJlAWSqI9zjWaLg4nLhz2G2oSjg5iCuoEJgYWALoAFgAqAO4CbgCeB4YHHgtuDGoWFhhuI3InHi9uNF5B8kgeVuZeQmoqdqKDoo0inyKpmriKy+bXqufS9FsJOxprK+c5q0+rXedwV4bvla+oi7+Dzovhm/SoC7waxC28QJxXYGX8eHCOsJy4soDABNU85iD2sQblFrEmGTURR5VRnWMtbDV8uYixlBmi7akptsm/zcQt0+XW+d1h5x3oKfCF9DH7Kflp/vn/0f/x/13+FfwV/WH5+fXd8RHvmeVt4p3bHdL9yjXA0brNrDGlAZk9jO2AFXa5ZN1ahUu1OHks0RzFDFT/kOp02QzLXLVsp0CQ4IJQb5xYxEnUNtQjxAyz/aPql9eXwK+x5587iL96b2RXVntA4zOXHpcN7v2i7bbeMs8avHaySqCal2qGvnqebw5gElmqT95CrjoiMjYq9iBeHnIVMhCmDMYJngcqAWoAXgAKAGoBggNOAc4FAgjuDYYS0hTKH2oiuiquM0Y4fkZWTMZbzmNqb5J4Rol+lzahbrAawzbOwt6y7wb/twy7Igszq0GHV6Nl93h3jyOd87Dbx9fW5+n7/QgQGCcYNghI3F+MbhiAdJacpIy6NMuY2LDtcP3ZDd0dgSy1P31JyVuhZPV1xYIJjcWY7ad9rXW60cONy6XTFdnd4/nlae4p8jn1lfg9/jH/bf/1/8n+5f1J/vn7+fRB99nuwej55oXfadehzznGLbyBtjmrXZ/pk+mHXXpJbLVioVAVRRU1qSXVFZkFBPQY5tzRVMOErXifNIjAeiBnXFB8QYAueBtkBFf1R+I/z0u4b6mzlxuAr3J3XHtOuzlDKBcbPwa+9prm2teGxKK6Mqg6nr6NyoFedXpqKl9uUUpLwj7aNpYu9if+Ha4YDhceDt4LTgRyBk4A3gAiAB4AzgIyAE4HIgamCtoPwhFaG54eiiYiLl43Pjy6StZRilzSaK51EoICj3KZYqvOtq7F+tWy5dL2TwcjFEspvzt3SXNfp24PgKOXX6Y7uSvMM+ND8lAFZBhsL2g+TFEQZ7R2LIh0noCsVMHg0yDgEPStBOkUxSQ5Nz1B0VPpXYluoXs5h0GSuZ2hq/Gxpb65xy3O/dYh3KHmceuV7AX3xfbV+S3+0f/B//n/ef5F/F39vfpt9mnxsexN6jnjfdgV1AXPVcIBuBGxiaZpmrmOeYGxdGVqlVhNTY0+YS7FHsEOYP2k7JTfNMmMu6SlfJckgJxx6F8YSCw5KCYcEw//++jr2e/HA7AzoYePA3irao9Uq0cLMbMgqxP2/57vptwW0PLCPrACpkKVAohGfBZwcmViWupNCkfGOyYzJivSISIfIhXOESoNNgn6B24BlgB2AAoAUgFWAwoBdgSWCGYM7hIiFAIekiHKKaoyLjtSQRZPdlZqYfJuCnquh9aRfqOmrka9VszS3Lrs/v2jDp8f5y17Q1NRZ2ezdi+I15+frofBg9SL65/6sA3AIMQ3tEaMWURv1H40kGSmWLQMyXjamOtk+9kL7RuZKt05sUgNWfFnWXA5gJGMWZuVojmsRbmxwoHKrdI12RHjQeTJ7Z3xwfU1+/H5/f9R/+3/1f8J/YX/Tfhh+MH0bfNp6bnnWdxR2KHQSctRvbm3hai5oVmVbYjxf+1uZWBhVeVG9TeVJ80XnQcU9jDlANeAwbiztJ14jwh4bGmsVtBD2CzQHcAKr/ef4JfRn76/q/+VY4bzcLNir0znP2cqLxlLCL74kujG2WbKcrvyqeqcYpNagt526muGXLZWgkjmQ+o3ki/aJM4ibhi2F64PWgu2BMYGhgECAC4AEgCuAf4AAga+Bi4KTg8eEJ4azh2mJSotUjYeP4pFklAyX2ZnLnOGfGKNxpumpgK00sQS177jzvBDBQsWJyeTNUdLO1lnb8d+V5EPp+e218nb3Ovz+AMMFhgpFD/4TsRhbHfohjSYTK4kv7zNBOIA8qkC8RLZIlkxbUANUjVf4WkNebGFzZFZnFGqtbB5vaXGLc4N1Unf3eHF6v3vhfNZ9n347f6p/63/+f+V/nX8of4d+uH28fJR7QHrAeBZ3QXVDcxtxzG5VbLdp9GYMZABh012DWhRXhVPZTxFMLUgwRBpA7jusN1cz7y53Ku8lWiG5HA4YWhOgDuAJHQVYAJT70PYQ8lTtoOjz41Hfutox1rbRTM3zyK/Ef8BmvGW4frSxsAGtbqn6paaic59jnHaZrZYKlI2ROI8LjQaLK4l7h/WFm4Rsg2qClYHsgHGAI4ADgBCASoCygEeBCoL5ghWEXIXQhm6IN4oqjEaOipD2komVQpggmyGeRqGMpPKneKscr92yubavur6+5MIgx3DL089H1MrYW9354aHmU+sM8Mr0jPlR/hUD2gebDFgRDxa+GmMf/SOLKAoteTHWNSE6Vj52Qn1GbEpATvlRlFURWW5cql/EYrxljmg8a8RtJHBdcm10VHYQeKJ5CXtDfFJ9NH7pfnF/zH/5f/l/y39wf+d+MX5PfUB8BHudeQt4TnZndFZyHXC8bTRrhWiyZbpioF9jXAVZiFXtUTROX0pwRmhCSD4TOsg1ajH7LHwo7iNUH64a/xVIEYsMygcGA0H+ffm69PzvQ+uS5urhTN272DjUxM9iyxLH1sKwvqK6rLbQshCvbKvnp4GkO6EXnhabOZiBle6Sg5A/jiOMMYpoiMuGWIURhPaCB4JFgbGASYAPgAOAJIBygO6Al4FtgnCDn4T6hYCHMYkNixKNP4+VkROUtpZ/mW2cfp+xogWmeqkNrb6wi7RyuHS8jcC9xALJWs3E0T/Wydpg3wPkr+hk7R/y4Pak+2gALQXwCbAOahMeGMkcaSH+JYUq/i5lM7o3/DsoQD1EOkgdTOVPkVMfV45a3V0LYRZk/WbAaV1s024jcUpzSHUcd8Z4RXqYe798u32Jfip/nn/lf/5/6n+ofzl/nX7Tfd18u3tsevJ4TXd9dYRzYXEXb6RsC2pNZ2lkYmE4Xu1aglf3U05QiUypSK9EnEByPDM44DN7LwQrfibrIUwdohjvEzUPdgqzBe4AKvxm96Xy6e006Ybk4t9K27/WQtLWzXvJNMUCwea84rj4tCixdK3dqWWmDaPWn8Kc0JkDl1uU2pF/j02NQ4tjia6HI4bDhI+Dh4Ktgf6AfoAqgASADIBBgKOAM4HvgdmC74MyhaCGOYj8ieqLAY5BkKiSNpXql8OawZ3hoCOkhacHq6iuZbI+tjG6Pb5gwpnG58pIz7nTO9jL3GfhDua/6nfvNPT2+Lv9fwJEBwYMwxB7FSsa0R5tI/wnfSzuME41mjnTPfVBAEbySclNhVEkVaVYBlxGX2ViYGU3aOpqdm3cbxlyLnQadtx3c3nfeh98M30bftV+Y3/Df/Z/+3/Tf31/+n5Kfm19Y3wte8x5P3iHdqV0mXJlcAluhWvcaA1mGmMDYMtccVn4VWBSq07ZSu1G6ELLPpg6UDb1MYgtCil+JOUfQRuTFt0RIQ1gCJwD2P4T+lD1kfDY6yXnfOLd3UrZxdRP0OvLmcdawzK/ILsnt0izhK/dq1So6qSgoXiec5uRmNSVPZPNkISOY4xsip6I+4aDhTeEFoMigluBwIBTgBSAAoAdgGaA3ICAgVCCToN3hM2FTof6iNCK0Iz5jkqRwpNhliaZD5wbn0qim6ULqZusSLAStPa39LsLwDjEesjQzDjRsdU52s/ecOMc6M/sivFK9g370v+XBFoJGg7VEooXNhzYIG4l+ClyLtsyMzd3O6Y/vkO+R6RLcE8fU7FWJFp3XahguGOkZmtpDWyIbtxwCHMLdeR2lHgYenF7nXyefXJ+GX+Tf99//n/vf7N/SX+zfu99/nzhe5h6I3mDd7h1xHOncWFv82xfaqVnxmTDYZ5eV1vvV2hUw1ABTSRJLUUeQfc8ujhpNAYwkisOJ3wi3h01GYMUyg8MC0kGhAHA/Pz3O/N+7sfpGeV04NrbTdfO0mDOA8q6xYXBZr1fuXG1nrHnrU2q0aZ1ozqgIZ0rmlmXrZQmksePkI2Bi5yJ4YdRhuyEs4OmgsWBEYGLgDKABoAIgDiAlIAfgdaBuoLLgwiFcIYEiMOJq4u9jfiPWpLklJOXaJphnX2guqMZp5eqNK7uscO1s7m8vd3BE8Zeyr3OLdOs1zrc1eB75Srq4u6f82D4Jf3pAa4GcAsuEOcUmBk/Ht0ibSfwK2MwxTQUOU89dEGCRXdJUk0RUbRUOFidW+FeBGIEZeBnl2oobZJv1XHvc+B1p3dDebR6+nsTfQB+wX5Uf7p/8n/9f9p/in8Nf2J+i32GfFZ7+XlyeL924nTccq1wVW7XazJpZ2Z5Y2ZgMl3cWWdW01IhT1NLakdoQ04/HjvYNn8yFC6ZKQ4ldyDUGycXchK2DfYIMgRu/6n65vUm8WzsuecO427e2dlT1dvQdMwgyN/DtL+fu6O3wbP6r0+swqhUpQai2p7Qm+qYKJaNkxeRyo6kjKeK1Ygsh6+FXYQ3gz6CcYHRgF6AGYACgBeAW4DLgGmBNIIsg1CEoIUch8OIlIqOjLKO/5BykwyWzJixm7me5KExpZ2oKazTr5mzerd1u4m/s8Pzx0fMrdAk1arZPt7e4ojnO+z18LT1d/o8/wAExAiFDUES9hajG0cg3yRpKeYtUTKrNvI6Iz8+Q0FHK0v6Tq1SQla5WRBdRmBZY0lmFWm8azxulXDGcs50rHZheOp5SXt7fIF9Wn4Hf4Z/2H/8f/N/vX9Zf8h+CX4efQZ8wnpTebh383UEdOxxq29CbbJq/WcjZSRiA1/AW1xY2VQ3UXlNn0mrRZ9Bez1BOfI0kTAfLJ0nDCNwHsgZGBVfEKEL3wYbAlb9kvjQ8xPvW+qs5QXhatzc11vT686MykDGCMLnvd257LUVslquvKo9p92jnqCAnYaasJf/lHSSEJDUjcCL1okViICGFYXXg8SC3oElgZmAOoAJgAWAL4CHgAuBvYGbgqeD3oRBhtCHiYlti3qNr48NkpKUPZcNmgGdGaBSo62mKKrBrXexSbU2uTy9WcGNxdbJMs6g0h7XqttE4OjklulN7gnzyveO/FMBGAbaCpkPUhQEGa0dTCLeJmMr2C88NI44yzzzQANF+0jaTJ1QQ1TLVzRbfF6jYahkiGdDatlsSG+Qca9zpXVxdxN5iXrUe/N85n2rfkR/sH/uf/5/4X+Xfx9/en6ofal8fnsneqR493YfdR5z9HChbidsh2nBZtdjyWCZXUda1VZFU5dPzEvnR+hD0T+jO2A3CTOgLicqniUIIWccuxcHE0wOjAnIBAMAP/t89rzxAe1M6KHj/95p2uDVZ9H+zKfIZMQ2wB68H7g6tG+wwawwqb6lbKI8ny6cQ5l9lt2TY5EQj+WM5IoMiV6H3IWEhFmDWoKIgeKAaoAfgAKAEoBQgLuAU4EZgguDKoR1heuGjIhYik6MbY60kCOTuJV0mFSbWJ5/ocekMKi4q16vILP+tva6B78vw2zHvcsh0JbUG9mt3Uzi9ean62DwHvXh+ab+agMuCO8MrBFiFhEbtR9PJNsoWS3HMSM2bDqgPr5CxEaxSoNOOlLTVU5ZqFziX/pi72W/aGpr721NcINykHR0di14vHkge1h8Y31CfvR+eX/Qf/p/93/Gf2h/3H4jfj19K3zteoN57XctdkN0MHL0b5BtBWtUaH5lhGJnXyhcyFhJVatR8U0aSilGIEL+Pcc5ezUcMawsKyidIwIfWxqsFfQQNwx1B7EC7f0o+Wb0qO/w6j/ml+H73GrY6NN2zxTLxsaMwmi+W7pnto2yzq4tq6mnRaQCoeGd4poHmFKVwpJZkBiO/4sQikqIr4ZAhfyD5IL4gTmBqIBEgA2AA4AogHmA+IClgX6Cg4O2hBOGnYdRiS+LN41oj8CRQJTmlrKZopy1n+uiQqa4qU6tALHPtLm4vLzXwAjFTsmozRTSkNYa27LfVeQD6bjtdPI09/j7vACBBUQKBA++E3EYGx27IU8m1SpML7MzBzhHPHFAhUSASGFMKFDRU11XyloXXkJhSmQvZ+9pimz+bkpxbnNpdTt34nheeq570nzKfZZ+NH+lf+h//n/nf6J/MH+QfsR9y3yle1N61ngud1t1X3M6cexud2zcaRtnNWQrYf9dsVpEV7dTDFBFTGNIZ0RTQCg85zeTMywvtCouJpkh+RxOGJsT4Q4hCl4FmQDV+xH3UfKV7eDoM+SQ3/nabtbz0YjNL8npxLjAnrycuLO05bAzrZ+pKabTop6fjJydmdKWLZSvkVePJ40hi0SJkYcJhqyEe4N3gp+B9IB2gCaAA4AOgEaAq4A+gf6B64IEhEqFu4ZXiB2KDowojmqQ1JJllRyY95r3nRqhXqTDp0er6a6psoO2eLqGvqvC5cY0y5bPCdSM2BzdueFh5hLry++J9Ev5EP7UApgHWgwXEc4VfhokH78jTSjNLDwxmzXmOR0+PkJHRjdKDE7GUWNV4lhBXH9fm2KUZWloGGuibQVwQHJSdDt2+XeOefZ6NHxFfSl+4H5rf8h/+H/6f85/dn/vfjx+XH1PfBZ7sXkheGd2gnRzcjxw3W1Xa6to2mXkYstfkFw0WblVH1JoTpRKp0agQoI+TToDNqcxOC26KC0kkx/uGkAWiRHNDAsIRwOD/r75/PQ98ITr0uYp4ovd+dh11AHQnctMxxDD6b7ZuuK2BLNDr52rFqiupGehQZ4+m1+YpZUQk6OQXY4/jEqKgIjghmuFIYQEgxOCToG3gE6AEYACgCGAbYDmgI2BYYJhg46E5oVqhxmJ8or1jCCPdJHvk5GWWJlEnFOfhKLXpUqp26yKsFa0PLg8vFTAg8THyB7Nh9EC1ovaId/D42/oI+3e8Z/2YvsmAOsErwlvDikT3ReJHCohwCVIKsEuKTN/N8I77z8GRARI6UuyT2BT71ZgWrFd4GDtY9Zmm2k6bLNuBHEtcy11BHeweDF6h3uxfK59f34jf5l/43/+f+x/rX9Af6Z+333sfMt7f3oHeWR3l3Wgc4BxN2/HbDBqc2eSZI1hZV4bW7FXKFSBUL5M30jmRNRArDxuOBw0ty9CK70mKiKLHeIYMBR2D7cK9QUwAWv8p/fm8irudOnG5CLgidv91n/SEs62yW7FO8EevRm5LbVbsaatDqqUpjqjAqDrnPeZKJd/lPuRn49qjV6LfInEhzeG1YSeg5SCt4EHgYOALYAFgAqAPYCdgCqB5IHLgt+DH4WLhiKI44nPi+ONIZCGkhKVxJebmpedtaD1o1an16p1rjGyCLb6uQW+J8JfxqzKC8980/3XjNwo4c7lfuo27/Pztfh5/T4CAgfEC4IQOhXrGZIeLiO+J0AssjASNWA5mT29QclFvEmVTVNR81R1WNhbGl87YjhlEWjGalRtvG/8cRN0AXbFd155zHoPfCV9D37Mflx/v3/0f/x/1n+DfwJ/VX56fXN8P3vgeVV4n3bAdLZyhHAqbqlrAWk0ZkNjL2D4XKBZKFaSUt5ODkskRyBDBD/SOos2MTLFLUgpvSQlIIEb1BYeEmINoQjdAxn/VPqR9dLwGOxm57ziHN6J2QPVjNAnzNPHlMNqv1i7Xbd9s7evD6yEqBilzaGjnpubuJj5lWCT7ZCijn+Mhoq2iBCHloVHhCSDLoJkgciAWIAWgAKAG4BhgNWAdoFEgj+DZoS5hTiH4oi2irOM2o4pkZ+TPJb/mOab8Z4eom2l26hprBWw3bPAt7270r/+wz/IlMz80HTV+9mQ3jDj2+eP7EnxCfbM+pH/VQQZCdkNlRJKF/YbmSAwJbopNS6fMvg2PTttP4ZDh0dvSzxP7VKBVvVZSl19YI9jfGZGaeprZ269cOty8XTMdn54BHpfe458kX1ofhF/jX/cf/1/8X+3f1B/vH76fQx98Xuqejh5mnfSdeBzxXGBbxZthGrLZ+5k7mHKXoVbH1iZVPZQNk1aSWRFVkEwPfU4pTRDMM8rTCe7Ih0edRnEFAsQTQuLBsYBAv09+Hzzv+4I6lnls+AZ3IvXDNOczj/K9MW+wZ69lrmntdKxGa59qgCnoqNloEqdUpp/l9CUSJLnj62NnYu1ifiHZYb+hMKDs4LQgRqBkYA2gAeAB4A0gI6AFoHLga2Cu4P1hFyG7YeqiZCLoI3YjziSwJRtl0CaN51RoI2j6qZnqgKuurGOtX25hL2jwdnFI8qAzu/Sbtf825bgO+Xq6aHuXvMf+OP8qAFsBi8L7Q+mFFcZAB6eIi8nsysnMIk02jgWPTxBS0VBSR1N3lCCVAlYb1u2Xtph3GS6Z3NqBm1yb7dx03PGdY93Lnmieup7BX31fbh+TX+1f/B//n/df5B/FX9sfpd9lXxnew16iHjXdv10+XLMcHZu+mtXaY9momORYF9dC1qXVgRTVE+IS6FHoEOHP1g7Eze7MlEu1ilNJbYgFBxnF7MS9w03CXQEr//q+if2Z/Gt7PnnTuOt3hjakNUY0bDMWsgZxOy/17vZt/WzLbCArPKogqUyogSf+ZsRmU2Wr5M4keiOwIzCiu2IQofChW6ERoNKgnuB2IBjgByAAoAVgFaAxIBggSiCHoM/hI2FB4eriHqKcoyUjt6QUJPolaaYiJuPnrihA6VuqPiroK9ks0S3PrtQv3nDuMcLzHDQ5tRs2f/dnuJI5/rrtPBz9Tb6+/6/A4MIRA0AErYWYxsHIKAkLCmoLRUycDa3Ouo+BkMLR/ZKxk57UhJWilnjXBtgMGMiZvBomGsbbnZwqXKzdJR2S3jWeTd7bHx0fVB+/36Af9V//H/1f8F/X3/QfhV+LH0WfNV6aHnPdwx2IHQJcstvZG3XaiNoS2VOYi9f7VuLWApValGtTdVJ4kXXQbQ9ezkuNc4wXCzbJ0sjrx4IGlgVoBDjCyEHXAKY/dP4EfRU75zq7OVF4ancGtiZ0yfPx8p6xkHCH74UuiG2SbKNru2qbKcKpMmgqp2umtaXI5WWkjCQ8Y3bi++JLIiUhiiF54PSgumBLoGfgD6AC4AFgCyAgYADgbKBjoKXg8yELYa6h3GJUotdjZCP65FulBeX5ZnYnO2fJaN+pvepj61DsRS1/7gEvSDBU8WbyfbNY9Lg1mzbBOCo5FbpDO7I8on3TfwRAdYFmQpYDxIUxBhuHQ0ioCYlK5svADRTOJE8ukDMRMZIpUxqUBFUm1cGW1BeeWF/ZGFnH2q3bChvcnGTc4t1WXf9eHZ6xHvlfNp9on49f6t/63/+f+R/nH8mf4R+tH24fI97Onq6eA93OXU6cxJxwm5KbKxp6GYAZPRgxV12WgZXd1PKTwFMHUgfRAlA3TubN0Uz3S5kKt0lRyGmHPsXRxONDs0JCgVFAID7vfb98UHtjejg4z7fqNoe1qTROs3iyJ7EbsBWvFW4brSisPKsYKnspZmiZ59XnGqZopYAlISRL48Cjf6KJIl0h++FloRog2aCkoHqgG+AIoACgBCAS4C0gEqBDYL9ghmEYoXWhnWIPooyjE+OlJABk5SVTZgsmy6eU6GZpACoh6srr+yyyba/us++9cIxx4LL5c9Z1NzYbt0M4rTmZusf8N30oPlk/ikD7QeuDGsRIhbRGnYfECSdKBwtizHoNTI6Zz6GQo1GfEpQTghSolUfWXtct1/RYsdlmmhHa85tLnBmcnV0W3YXeKh5DntIfFZ9N37sfnN/zX/5f/h/yn9uf+R+Ln5LfTt8/3qXeQR4RnZedE1yE3CybSlremimZa5ik19WXPhYelXeUSROT0pgRlhCNz4BOrY1WDHpLGoo3CNBH5sa7BU1EXgMtwfyAi7+afmn9OnvMOt/5tfhOt2p2CbUss9QywDHxcKgvpK6nLbBsgGvXqvZp3OkLqELngqbLZh2leSSeZA2jhuMKYphiMSGUoUMhPGCBIJDga+ASIAPgAOAJYB0gPCAmoFxgnSDpIQAhoeHOIkUixqNSY+fkR2UwZaLmXmcip++ohOmiKkcrc2wmrSDuIS8nsDOxBPJbM3X0VLW3Npz3xbkwuh37TPy8/a3+3sAQAUDCsMOfRMxGNscfCERJpgqEC93M8w3DTw4QE1ESkgtTPVPoFMtV5xa6l0XYSJkCWfLaWds3W4scVJzT3Ujd8x4Snqde8R8vn2Mfix/oH/mf/5/6X+nfzd/mn7Qfdl8tntmeux4Rnd1dXtzWHENb5psAGpBZ11kVmErXuBac1foUz9QekyZSJ5Ei0BhPCI4zjNpL/IqbCbYITkdjxjcEyIPYwqgBdsAF/xT95Ly1u0g6XPk0N8326zWMNLEzWrJI8XxwNa80rjotBixZa3PqVemAKPKn7WcxJn4llGU0JF2j0SNPItciaeHHYa+hIuDhIKpgfyAfIApgASADIBCgKWANYHzgd2C9IM3haaGQIgEivKLCo5KkLKSQZX2l8+azZ3uoDCkk6cWq7eudLJOtkG6Tr5xwqvG+cpaz8zTTdjd3HrhIebS6orvSPQK+c79kwJXBxkM1hCOFT4a5B6AIw8ojywAMV81rDnkPQZCEEYBStlNlFEyVbNYE1xTX3FibGVDaPVqgG3lbyJyNnQhduN3eXnkeiR8N30efth+ZX/Ef/Z/+3/Sf3x/+H5Hfml9X3woe8Z5OHh/dp10kXJccP9te2vRaAFmDWP3X71cY1npVVFSm07KSt1G2EK7Poc6PzbjMXYt+ChsJNMfLhuAFsoRDg1NCIkDxP7/+T31fvDF6xLnaeLK3TjZs9Q90NnLh8dJwyG/ELsXtzmzda/Pq0ao3KSToWyeZ5uGmMmVM5PDkHuOW4xkipeI9YZ9hTKEEoMegliBvoBSgBOAAoAegGiA34CDgVSCUoN8hNKFVIcBidiK2IwCj1ORzJNsljGZG5won1iiqaUaqaqsV7AhtAa4BbwbwEnEjMjizEvRxNVM2uLeg+Mv6OPsnfFd9iH75v+qBG0JLg7pEp0XSRzrIIElCiqELu0yRDeIO7Y/zkPOR7RLf08uU79WMlqEXbVgxGOvZnZpF2ySbuVwEXMTdex2mngeenZ7onyifXV+G3+Uf+B//n/vf7J/R3+wfut9+nzce5J6HXl8d7F1vHOecVdv6WxUappnumS3YZFeSVvhV1pUtFDyTBRJHUUNQeY8qThYNPQvfyv7Jmkiyx0iGXAUtw/4CjYGcQGt/On3J/Nr7rTpBuVh4MfbO9e80k7O8smoxXTBVr1PuWK1j7HYrT6qw6Znoy2gFJ0fmk6XopQckr6Ph415i5WJ2odLhueEroOigsKBD4GJgDGABoAJgDmAloAhgdmBvoLPgw2FdoYLiMqJs4vGjQGQZJLulJ6XdJptnYmgyKMnp6aqQ679sdO1w7nNve7BJcZwys/OP9O/103c6OCO5T7q9e6y83T4OP38AcEGgwtBEPoUqxlSHu8igCcCLHUw1zQmOWA9hUGSRYdJYU0gUcJURlirW+5eEWIQZetnomoybZxv3nH3c+d1rndJebp6/3sYfQR+w35Wf7t/83/9f9l/iX8Kf19+h32CfFF79HlreLh22nTTcqNwS27MaydpXGZsY1pgJV3PWVlWxFIST0NLWkdYQz0/DDvHNm0yAi6GKfwkZCDBGxQXXxKjDeMIHwRb/5b60vUT8Vnspuf74lvex9lA1cnQYswOyM7Do7+Pu5O3sbPqr0CstKhGpfmhzZ7Em96YHZaCkw6RwI6cjKCKzogmh6mFWIQzgzqCboHPgF2AGIACgBiAXIDOgGyBOIIwg1WEpoUih8qIm4qXjLuOCJF8kxeW2Ji9m8ae8aE+payoOKzir6izireGu5m/xMMEyFjMv9A21bzZUd7x4pvnTuwI8cj1i/pQ/xQE2AiYDVQSCRe2G1og8SR8KfgtYzK9NgM7ND9OQ1FHOksJT7tSUFbHWR1dUmBlY1VmIGnGa0ZunnDOctZ0tHZnePB5Tnt/fIV9XX4Jf4h/2X/9f/N/vH9Xf8V+Bn4afQF8vXpNebF37HX8c+NxoW84bahq8mcXZRhi9l6yW05YylQoUWpNkEmbRY5Baj0vOeE0fzANLIon+iJdHrUZBBVMEI4LzAYHAkP9f/i98wDvSOqZ5fPgWNzJ10nT2c56yi7G98HWvc253LUGskuurqovp8+jkaB0nXqapZf0lGqSBpDLjbiLzokPiHqGEIXSg8CC24EjgZeAOYAJgAaAMICIgA6BwIGfgquD5IRHhteHkYl1i4KNuY8XkpyUSJcYmg2dJqBgo7umNqrQrYaxWbVGuUy9asGfxejJRM6y0jDXvdtW4Pvkqulg7h3z3vei/GYBKwbuCqwPZRQXGcAdXyLxJnUr6i9ONJ843DwDQRRFC0npTKxQUVTZV0FbiV6wYbNkk2dOauNsUm+ZcbdzrXV4dxl5j3rZe/d86X2ufkZ/sX/uf/5/4H+Vfxx/d36kfaR8eXshep548HYXdRVz6nCXbh1sfGm2ZstjvGCMXTlax1Y2U4hPvUvXR9dDwD+SO0439zKOLhQqjCX1IFQcqBfzEjgOeAm1BPH/LPto9qjx7ew56I7j7N5W2s7VVdHszJXIU8QlwA68D7gqtGCwsqwiqbClX6IvnyKcOJlyltKTWZEHj92M3IoFiViH1oV/hFSDVoKFgeCAaIAegAKAE4BRgL2AVoEcgg+DL4R6hfGGk4hgilaMdo6+kC2Tw5V/mGCbZJ6ModWkPqjGq22vMLMOtwe7GL9Aw33Hz8sz0KnULdnA3V7iCOe663PwMvX0+bn+fgNCCAMNvxF1FiQbyB9hJO4oay3ZMTU2fTqxPs5C1EbBSpNOSVLhVVtZtlzvXwdj+2XKaHVr+W1WcIxymHR7djR4wnkle1x8Z31FfvZ+e3/Rf/t/93/Ff2Z/2X4gfjl9Jnznenx55ncmdjt0J3Lqb4Zt+2pJaHNleGJaXxtculg7VZxR4U0KShlGD0LtPbY5aTUKMZosGSiKI+8eSBqZFeEQJAxiB54C2f0V+VP0le/d6izmheHo3FjY1tNkzwPLtcZ7wle+SrpXtn2yv64eq5unOKT1oNSd1pr8l0eVuJJPkA+O94sIikOIqYY6hfeD4IL1gTeBpoBCgAyABIApgHuA+4CogYGCiIO7hBmGo4dYiTeLQI1xj8qRS5Tylr6ZrpzCn/iiUKbHqV2tELHftMm4zLznwBnFYMm6zSbSotYt28XfaOQW6cvth/JI9wz80ACVBVgKFw/RE4QYLh3OIWIm6CpeL8QzGDhYPIJAlUSQSHFMN1DgU2tX2FokXk5hVmQ7Z/pplGwHb1Nxd3NxdUJ36HhjerN713zOfZh+Nn+mf+l//n/mf6F/Ln+NfsB9xnyge0160Hgnd1R1V3MxceNubWzRaQ9nKWQeYfJdpFo1V6hT/U82TFNIV0RCQBY81jeBMxovoiobJoch5hw7GIgTzg4OCksFhgDC+/72PvKC7c3oIOR93+baXNbh0XbNHcnYxKfAjbyMuKO01rAkrZCpG6bGopKfgJyRmceWI5SlkU6PH40ZizyJiocDhqeEd4NzgpyB8oB1gCWAA4AOgEeArYBBgQKC74IJhE+FwYZeiCWKFowxjnSQ3pJwlSeYA5sEnieha6TRp1Wr+K64spO2iLqWvrzC98ZGy6jPG9Se2C/dzOF05iXr3u+c9F75I/7nAqwHbQwqEeEVkRo2H9EjXyjfLE4xrDX3OS4+TkJXRkdKHE7VUXJV8FhOXIxfp2KgZXRoI2usbQ5wSHJadEJ2AHiUefx6OHxIfSx+435tf8l/+H/5f81/dH/tfjl+WH1LfBF7q3kbeF92enRrcjNw021Na6BozmXYYr5fg1wnWapVEFJYToVKl0aPQnE+PDryNZUxJi2oKBokgR/bGi0WdhG5DPgHNANv/qv56PQq8HHrv+YX4nnd59hj1O/PjMs7x//C2L7JutK29bI0r4+rCKihpFqhNZ4ym1SYmpUGk5mQVI43jEOKeYjZhmWFHIT/gg+CTIG1gEyAEYACgCKAboDpgJCBZIJlg5OE7IVwhyCJ+or9jCqPfpH6k5yWZJlQnF+fkaLlpVip6qyasGa0TLhNvGXAlMTYyDDNmtEU1p3aNN/W44LoNu3y8bL2dfs6AP8EwgmCDjwT8BecHD0h0iVaKtMuOzORN9M7AEAWRBRI+EvBT25T/VZuWr5d7WD5Y+JmpmlEbLxuDXE2czV1C3e2eDd6jHu1fLJ9gn4lf5t/43/+f+x/rH8+f6R+3H3nfMZ7eXoBeV13j3WYc3dxLW+9bCVqaGeGZIBhWF4OW6NXGlRyUK5Mz0jVRMRAmzxdOAo0pS8wK6omFyJ4Hc8YHBRjD6QK4QUcAVj8lPfT8hfuYemz5A/gdtvq1m3SAM6lyV3FKsENvQm5HbVMsZet/6mGpi2j9Z/fnOyZHZd0lPGRlY9hjVaLdYm9hzGGz4Sag5GCtIEEgYKALIAFgAqAPoCegCyB6IHQguSDJYWRhiiI64nXi+yNKpCQkh2V0JenmqOdwqADpGSn5aqErkCyGLYKuhW+OMJwxr3KHc+O0w/Yn9w64eHlkepJ7wb0yPiN/VECFgfYC5UQTRX+GaUeQSPQJ1IsxDAkNXE5qj3NQdlFzEmlTWJRAlWDWOZbJ19HYkRlHWjRal5txW8Echt0CHbMd2R50noUfCl9E37Pfl5/wH/1f/x/1X+BfwB/Un52fW58OnvaeU54mHa4dK5ye3Agbp5r9mgpZjdjImDqXJJZGlaDUs9O/0oURxBD9D7BOno2HzKzLTYpqyQSIG4bwRYLEk8NjgjKAwb/Qfp+9b/wBexT56niCd522fDUetAVzMLHg8Nav0e7Tbdts6ivAKx2qAqlv6GWno+brJjulVWT45CZjneMfoqviAqHkIVChCCDKoJhgcWAV4AVgAKAG4BjgNeAeYFIgkODa4S/hT6H6Yi9iryM444zkaqTR5YKmfKb/Z4ronql6qh4rCSw7bPQt827478PxFHIpswO0YbVDdqi3kPj7uei7FzxHPbf+qT/aQQsCewNqBJdFwkcrCBCJcwpRy6xMgk3Tjt+P5dDmEd/S0xP/FKPVgNaV12KYJtjiGZRafRrcW7GcPRy+HTTdoR4Cnpke5N8lX1rfhN/j3/df/1/8X+2f05/uX73fQh97HulejJ5k3fLddhzvHF4bwxteWrAZ+Nk4WG9XndbEFiLVOdQJk1KSVRFRUEfPeM4kzQxML0rOieoIgseYhmxFPgPOgt3BrMB7vwq+GnzrO716UbloOAG3HnX+tKLzi3K48WtwY69hrmXtcOxCq5vqvKmlaNYoD6dR5p0l8aUPpLdj6WNlIuuifGHX4b5hL6Dr4LNgReBj4A0gAeAB4A1gJCAGYHOgbGCwIP7hGKG9IexiZiLqI3hj0KSypR5l0yaQ51eoJqj+KZ1qhGuybGetY25lb20werFNcqSzgHTgdcO3KngTuX96bTucfMy+Pf8uwGABkILABC5FGoZEx6wIkInxSs4MJs06zgnPUxBW0VRSS1N7VCRVBdYfVvDXudh6GTFZ31qEG18b8Bx23POdZZ3NHmneu57Cn34fbp+T3+3f/F//X/cf45/En9pfpR9kXxiewd6gXjQdvV08HLCcG1u72tMaYNmlmOFYFJd/VmJVvZSRU94S5FHj0N2P0c7AjepMj8uxCk6JaMgARxUF6AS5A0kCWAEnP/X+hT2VPGa7ObnO+Oa3gXaftUG0Z7MScgIxNu/xrvJt+azHbByrOOodKUlovie7ZsFmUKWpZMukd+OuIy6iuaIPIe9hWmEQYNGgniB1oBigBuAAoAWgFeAxoBjgSyCIoNEhJOFDYeyiIGKe4ydjuiQWpPzlbGYlJubnsWhEKV8qAasr690s1S3Trthv4rDyccczILQ+NR+2RHeseJb5w3sx/CG9Un6Dv/SA5YIVw0TEskWdhsaILMkPim7LScygTbJOvs+F0MbRwVL1U6JUiBWmFnwXCdgPGMuZvtoo2slbn9wsXK7dJt2UXjceTx7cHx4fVN+AX+Cf9Z//H/1f8B/XX/OfhF+KH0SfM96YnnJdwV2F3QBcsFvWm3MahhoP2VCYiJf4Ft9WPtUW1GeTcVJ0kXGQaM9ajkcNbwwSizIJzkjnB71GUUVjRDPCw0HSQKE/cD4/vNB74nq2eUy4ZbcB9iG0xXPtsppxjDCDr4DuhG2OrJ+rt+qXqf9o7ygnp2imsuXGJWMkiaQ6I3Ti+eJJoiOhiKF4oPOguaBK4GegD2ACoAFgC2AgoAFgbWBkoKcg9KEM4bAh3iJWotljZmP9ZF5lCKX8ZnknPqfM6OMpgaqna1TsSS1D7kVvTHBZMWsyQjOddLy1n7bF+C75GnpH+7b8pz3YPwlAeoFrAprDyUU1xiBHSAisiY3K60vEjRkOKI8y0DdRNZItUx5UCBUqVcTW11ehWGLZG1nKmrBbDJve3Gbc5N1YHcEeXx6yXvpfN19pX4/f6x/7H/+f+N/mn8kf4F+sH2zfIp7NHq0eAh3MnUycwlxuG5AbKFp3Wb0Y+dguF1oWvdWaFO7T/FLDUgPRPk/zDuJNzMzyy5SKsolNSGTHOgXNBN5DroJ9gQxAG37qvbp8S7teujO4yvfldoM1pLRKM3QyIzEXsBFvEW4X7STsOSsUqnfpYyiWp9LnF+Zl5b1k3qRJo/6jPaKHYluh+mFkIRjg2OCj4HogG6AIYACgBGATYC2gE2BEYIBgx6EZ4XchnyIRoo6jFiOnZALk5+VWZg4mzqeYKGnpA6olas6r/yy2bbQut++BsNDx5PL989r1O/Ygd0f4sfmeesy8PH0s/l4/jwDAAjCDH4RNRbkGokfIySwKC4tnTH5NUM6eD6XQp5GjEpfThZSsVUtWYlcxF/dYtNlpWhRa9htN3Bucn10YnYeeK55E3tNfFp9On7ufnV/zn/6f/h/yX9sf+J+K35HfTZ8+XqRef13P3ZWdEVyCnCobR5rb2iaZaJihl9IXOpYa1XPURVOQEpQRkdCJz7wOaU1RzHXLFcoySMuH4ga2RUiEWUMowffAhv+VvmU9NbvHets5sThJ92W2BPUoM8+y+/GtMKPvoG6jLaxsvKuT6vLp2akIaH+nf6aIphrldqScJAtjhOMIopbiL6GTYUHhO2CAIJAga2AR4AOgAOAJYB1gPOAnYF1gnmDqYQFho2HQIkciyONUo+pkSeUzJaWmYWcl5/LoiGmlqkrrdywqrSTuJW8r8DfxCXJfs3p0WTW7tqG3yjk1eiK7UbyB/fK+44AUwUXCtYOkBNEGO4cjyEjJqoqIi+JM903HjxJQF5EWkg8TARQr1M8V6pa+F0kYS5kFGfWaXFs5241cVpzV3Uqd9J4UHqie8h8wn2Pfi9/oX/nf/5/6X+mfzV/l37MfdV8sXtheuV4P3dudXNzT3EDb5Bs9mk2Z1FkSWEeXtJaZVfaUzBQakyJSI5Ee0BQPBA4vTNXL+AqWibGISYdfBjJEw8PTwqMBccAA/w/93/yw+0N6WDkvd8l25rWHtKyzVjJEsXgwMW8wrjYtAmxVq3BqUqm86K9n6mcuZntlkaUxpFtjzyNNItViaCHF4a4hIaDgIKmgfqAeoAogASADYBDgKeAOIH2geGC+YM9hayGRogLivqLE45UkLySTJUBmNua2p37oD6koackq8auhLJetlG6Xr6CwrzGCstrz97TYNjw3I3hNObl6p3vW/Qd+eL9pgJqBywM6hChFVEa9x6SIyEooSwSMXE1vTn1PRZCIEYRSuhNo1FBVcFYIVxgX31ieGVOaP9qim3ubytyP3Qpdul3f3nqeih8O30hftp+Z3/Ff/d/+3/Rf3p/9X5EfmV9Wnwje8B5MXh4dpV0iHJScPVtcGvGaPZlAWPqX7BcVVnbVUJSjE66Ss1Gx0KqPnY6LTbRMWMt5ihZJMAfGxttFrcR+gw5CHUDsf7s+Sn1a/Cx6//mVuK43SXZodQr0MfLdsc4wxC/ALsItymzZq/Aqzioz6SGoV+eW5t6mL+VKZO5kHKOU4xdipCI74Z4hS2EDoMbglWBvIBRgBOAAoAfgGmA4YCGgViCVoOBhNiFW4cIid+K4YwLj12R15N3lj2ZJ5w1n2WitqUoqbisZrAxtBa4FbwswFrEncj0zF3R1tVe2vTeluNC6PbssfFx9jT7+f+9BIEJQQ78ErAXXBz+IJQlHCqWLv8yVjeZO8c/30PeR8NLjk89U81WP1qRXcJg0GO7ZoFpIWycbu5wGXMbdfN2oXgjent7pnylfXh+HX+Wf+F//n/uf7B/RX+tfuh99nzXe4x6Fnl1d6l1tHOVcU5v32xKao5nrmSqYYRePFvTV0tUpVDiTAVJDUX8QNU8lzhGNOIvbSvpJlciuB0PGV0UpA/lCiMGXgGZ/NX3FPNY7qHp8+RO4LXbKNeq0jzO4MmXxWPBRb0/uVK1gLHJrTCqtaZaoyCgCJ0TmkOXmJQTkrWPf41xi46J1IdFhuGEqYOegr+BDYGIgDCABoAJgDqAmIAkgdyBwoLUgxKFfIYSiNGJu4vPjQqQbpL5lKqXf5p5nZag1aM1p7SqUq4MsuO11Lndvf/BNsaCyuHOUdPR12Dc++Ch5VHqCO/F84f4S/0QAtQGlgtVEA0VvRllHgIjkicULIcw6DQ3OXE9lUGiRZZJcE0vUdFUVFi4W/teHWIcZfdnrGo8baVv53H/c+91tHdPeb96BHwcfQd+xn5Yf7x/83/9f9l/h38If1x+g319fEt77nlleLF20nTLcppwQm7CaxxpUGZgY01gF13BWUpWtVICTzRLSkdHQy0/+zq1Nlsy8C10KekkUSCuGwEXTBKQDc8ICwRH/4L6v/UA8Ubsk+fo4kjetNku1bfQUcz9x73Dkr9+u4O3orPbrzGspag4peyhwJ64m9OYE5Z4kwSRt46TjJiKx4ggh6SFU4QvgzaCa4HNgFuAGIACgBmAXoDQgG+BPII1g1qErIUph9GIo4qfjMSOEpGHkyKW45jJm9Oe/6FMpbqoRqzxr7izmreWu6q/1cMWyGrM0dBI1c/ZY94D467nYewb8dv1nvpj/ycE6wirDWcSHBfJG2wgBCWOKQoudTLONhQ7RT9fQ2FHSksYT8pSX1bVWSpdX2ByY2FmK2nRa1Bup3DXct50u3ZuePZ5U3uEfIh9YH4Lf4l/2n/9f/J/un9Vf8J+An4Wff17t3pHeat35HX0c9pxmG8ubZ1q5mcLZQti6V6lW0BYvFQZUVpNgEmLRX1BWT0eOc80bTD6K3gn5yJKHqIZ8RQ5EHsLuQb0ATD9a/iq8+zuNeqG5eDgRdy31zfTx85oyh3G5sHGvby5zLX2sTyuoKohp8KjhKBonW6amZfqlGCS/Y/CjbCLx4kIiHSGC4XNg7yC2IEggZWAOIAIgAaAMYCKgBCBw4GjgrCD6YRNht2HmIl9i4uNwo8hkqeUU5ckmhqdMqBto8mmRKrerZaxabVWuV29e8GwxfnJVs7E0kPXz9tp4A7lvelz7jDz8fe1/HkBPgYBC78PeBQqGdMdcSIDJ4cr/C9fNLA47TwUQSRFG0n5TLtQYFTnV09bll68Yb9kn2dZau5sW2+iccBztHV/dx95lHree/x87X2xfkh/sn/vf/5/33+Tfxp/dH6gfaB8c3sbepd46XYPdQ1z4XCObhNscWmqZr9jsGB+XSxauVYnU3hPrUvHR8dDrz+AOz035TJ8LgIqeSXjIEEclRfgEiUOZQmiBN3/GPtV9pXx2uwm6Hvj2d5E2rzVQ9HazITIQcQUwP67/7catFGwo6wTqaOlUqIinxWcLJlnlsiTT5H+jtSM1Ir+iFGH0IV6hFCDU4KCgd6AZ4AegAKAE4BTgL+AWYEgghSDNISAhfiGmohnil+Mf47HkDeTzpWLmGybcZ6ZoeKkTKjVq3yvP7Metxe7KL9Rw4/H4ctF0LvUQNnS3XHiG+fN64bwRfUI+s3+kQNVCBYN0hGIFjYb2x90JAApfS3rMUY2jjrCPt9C5EbQSqJOV1LwVWlZw1z8XxNjBmbWaH9rA25gcJRyoHSDdjt4yHkqe2F8a31Ifvl+fH/Sf/t/9n/Ef2R/134cfjV9InzienZ54HcedjN0HnLhb3xt8Go+aGdlbGJNXw1crVgsVY5R0k37SQlG/kHcPaQ5WDX4MIcsByh4I9weNRqGFc4QEAxPB4oCxv0B+T/0ge/J6hnmcuHV3EXYxNNSz/HKo8Zqwka+OrpHtm6ysK4Qq42nKqTooMidyprxlzyVrpJGkAaO74sBij2Io4Y1hfKD24LxgTSBpIBBgAyABIAqgH2A/YCrgYWCjYPAhB+GqodfiT+LSI16j9SRVZT9lsmZu5zPnwajXabVqWutH7HvtNm43bz4wCrFccnMzTjStNY/29jfe+Qp6d7tmvJb9x/84wCoBWsKKg/kE5cYQR3gIXQm+ipwL9YzKThpPJNApUSgSIBMRlDvU3pX5VoxXlthYmRGZwVqnmwRb1xxf3N5dUl37nhperh723zRfZt+OH+of+p//n/mf59/LH+Lfr19wnybe0h6yXggd0x1TnMocdluY2zGaQRnHGQSYeVdllonV5lT7k8mTENIRkQxQAU8xDdvMwgvkCoJJnQh0xwoGHUTug77CTgFcwCu++v2KvJv7broDeRr39TaStbP0WTNDMnGxJbAfbx8uJS0xrAVrYKpDaa4ooWfdJyGmbyWGJSbkUWPFo0RizWJhIf9haKEcoNvgpmB74BzgCSAA4APgEiAr4BEgQWC84IOhFWFx4ZkiCyKHow6jn2Q6JJ6lTKYD5sQnjSheaTfp2SrB6/HsqO2mbqnvs3CCMdYy7rPLdSx2ELd3+GH5jjr8e+v9HL5Nv77Ar8HgQw+EfQVpBpJH+QjcSjxLGAxvjUJOj8+X0JnRlZKK07kUYBV/lhbXJhfs2KrZX9oLmu2bRdwUXJidEl2B3iaeQF7PXxMfS9+5n5vf8p/+H/5f8x/cn/qfjZ+VH1GfAx7pXkUeFh2cnRicipwyW1Ca5VowmXLYrFfdVwZWZxVAVJJTnVKhkZ/QmA+KjrgNYMxFC2VKAgkbh/IGhoWYxGmDOUHIANc/pf51fQW8F7rrOYE4mbd1NhR1N3Pessqx+7Cx764usK25bIlr4Cr+qeTpE2hKJ4mm0iYj5X8kpCQS44ujDuKcojThl+FF4T7ggyCSYGzgEuAEIACgCKAcIDrgJOBaIJqg5iE8oV3hyeJAosGjTOPiJEElKeWb5lcnGyfn6LypWap+aypsHW0XLhdvHbApcTpyELNrNEm1rDaRt/p45XoSu0F8sX2iftNABIF1QmVDlATAxivHE8h5SVsKuUuTTOiN+Q7EUAmRCRICEzRT31TDFd7Wstd+WAFZO1msWlPbMZuFnE+cz11Ene9eD16kXu5fLV9hX4nf5x/5H/+f+t/qn88f6F+2H3jfMF7dHr7eFZ3iHWPc25xJG+ybBpqXGd6ZHRhS14AW5VXC1RjUJ9Mv0jFRLNAijxLOPkzky8dK5gmBSJmHbwYCRRQD5EKzgUJAUX8gffA8gTuTumg5PzfY9vY1lvS7s2TyUzFGcH9vPi4DbU9sYit8al4piCj6J/SnOCZEpdqlOeRjI9ZjU6LbYm3hyuGyoSVg42CsYECgYCAK4AEgAuAP4CggC+B64HUgumDKoWXhi+I8onfi/WNNJCakieV25ezmrCdz6AQpHKn9KqTrlCyKLYbuia+ScKCxs/KL8+g0yLYsdxN4fTlpOpc7xr03Pig/WUCKQfrC6kQYBURGrceUyPjJ2Qs1TA2NYM5uz3eQelF3Em0TXBREFWRWPNbNF9TYlBlKGjbamhtz28NciN0EHbSd2p513oYfC19Fn7SfmB/wX/1f/x/1H+Af/5+Tn5yfWp8NXvUeUh4kXawdKVycnAWbpRr62gdZitjFWDdXIRZDFZ0UsBO70oAAAIGAQz5EecXxx2XI1Mp9y6BNO05OD9gRGFJOU7kUmFXrFvEX6VjT2e+avFt5XCacw52P3gsetR7N31SfiZ/s3/3f/N/p38Tfzd+FH2qe/t5BnjOdVRzmHCcbWNq7mY+Y1dfOlvpVmdSt03bSNVDqj5bOeszXi64KPoiKB1GF1cRXgteBV3/W/lc82Xteeea4czbE9Zx0OrKgsU6wBa7GbZGsZ+sKKjio9Cf9JtRmOiUvJHOjiCMs4mJh6SFA4SogpSBx4BCgAaAEYBlgAGB5IEPg4CEN4YziHKK9Iy2j7iS+JV0mSmdFqE5pY+pFq7Lsqy3trzlwTjHq8w60uTXpN1341vpS+9F9UX7RwFJB0YNPRMoGQUf0SSIKicwqjUQO1RAdEVsSjtP3FNPWI9cnGByZA9ocWuXbn5xJXSLdq54jHolfHl9hX5Kf8d//X/pf45/6n7/fc18VXuWeZN3TXXEcvtv8mysaSpmb2J8XlNa+FVsUbJMzUe/Qow9NTi/Mi0tgSe/IekbBBYSEBgKFwQW/hT4F/Ii7DjmXOCT2t7UQs/ByV/EH78Dug+1RbCoqzunAKP5nimbkpc2lBeRN46WiziJHIdFhbODZ4JigaWAL4ACgB2AgIArgR6CWIPYhJ2Gp4j1ioWNVZBkk7GWOZr6nfOhIaaCqhOv0bO7uM29BMNeyNfNbNMb2d/et+Sd6pDwi/aM/I4CjwiMDoAUaRpCIAomvCtVMdM2MTxuQYZGdUs7UNNUO1lwXXFhO2XMaCJsOm8Ucq10BXcZeel6dHy4fbV+a3/Zf/5/3H9xf75+xH2DfPt6Lnkdd8h0MnJbb0Vs8mhkZZxhnl1qWQRVblCrS71Gp0FsPA83kjH6K0kmgiCpGsEUzg7RCNACz/zO9tLw3+r35CDfWtmr0xTOmsg/wwa+8rgHtEavs6pQpiCiJZ5hmteWh5N1kKKNEIu/iLKG6oRngyqCNIGGgCCAAoAsgJ6AWYFbgqODMoUHhx+Je4sYjvaQE5RslwGbzp7SogundqsRsNm0zLnmviXEhckFz6DUU9oc4Pfl4OvV8dL30/3VA9YJ0Q/DFagbfyFCJ+8sgzL6N1E9hkKWR31MOVHHVSRaT15EYgJmhmnPbNtvp3IydXx3gXlDe7589H3ifoh/53/9f8t/UX+PfoZ9NnyfesR4pHZBdJ1xuG6VazVom2THYL1cf1gOVG9PokqrRY1ASzvnNWQwxioQJUYfaRl+E4gNiweJAYf7h/WN75zpuOPk3SPYeNLnzHPHH8LuvOO3ALNJrsCpaKVDoVOdm5kdltuS1o8RjYyKSohMhpKEHYPwgQmBaoATgAWAPoDAgIqBm4Lyg5CFc4eaiQSMr46akcSUKpjLm6SftKP4p22sErHjtd66AMBHxa7KNNDU1YzbWeE35yTtGvMZ+Rv/HAUcCxURBRfnHLoieSghLq8zHzlwPp1DpEiCTTRSuFYLWytfFWPGZj5qem14cDdztHXvd+d5mXsGfSx+C3+if/J/+X+3fy5/XX5EfeV7QHpWeCd2t3MEcRJu4mp2Z89j8F/bW5FXF1NtTpdJmERyPyg6vTQ1L5Ep1yMIHigYOxJDDEQGQgBA+kH0Se5a6Hniqdzs1kfRvMtOxgLB2LvVtvyxTq3QqIKkaKCEnNiYZ5UxkjqPgowMitiH6IU9hNeCuYHhgFKACoALgFSA5YC+gd6CRITxheOHGIqQjEmPQZJ4leuYmJx9oJik5qhmrRSy77byux3BasbYy2TRCtfG3Jfieehn7mD0X/phAGMGYgxZEkYYJh70I68pUS/ZNEM6jT+yRLFJhk4uU6hX8FsEYOJjiGfzaiJuE3HEczN2YHhJeu17S31ifjF/uX/5f/F/oH8Hfyd+/3yRe9155XeodSlzaXBqbS1qtGYBYxZf9VqiVh1SaU2LSINDVT4EOZIzBC5bKJwiyRzmFvYQ/Qr9BPz++vj88gXtGec74W/bt9UX0JLKK8Xmv8S6yrX6sFas4aeeo5CfuJsYmLOUi5GhjveLjolph4eF64OUgoWBvYA8gASAFIBtgA2B9YEkg5qEVYZViJmKHo3lj+uSL5aumWedWKF+pdepYa4Zs/y3CL06wo/HBM2V0kDYAt7W47vprO+m9ab7qAGqB6cNnROHGWQfLiXjKoEwAzZmO6hAxUW7SodPJlSVWNNc22CuZEdopmvIbqtxTnSvds54qHo9fIx9lH5Uf81//X/mf4Z/3n7ufbd8Ont4eXB3JnWZcsxvv2x1ae9lMGI6Xg5asFUhUWRMfEdsQjY93jdmMtIsJCdhIYobpBWyD7cJtgO0/bP3tvHC69jl/t822oPU6M5pyQnEy76yucC0+a9fq/WmvaK6nu6aWpcClOeQCo5uixSJ/YYqhZyDVYJUgZuAKoACgCGAiYA4gTCCboPyhLyGy4gci7CNhZCYk+iWdJo5njWiZqbKql6vILQMuSC+WsO1yDDOyNN42T3fFuX96vHw7Pbt/O8C8AjsDuAUyBqgIGcmFyyvMSs3hzzBQddGxEuGUBtVgFmzXbBhd2UEaVVsam9ActV0KHc4eQR7inzKfcN+dH/df/5/139of7F+sn1sfOB6D3n5dqB0BnIrbxFsumgoZV1hW10kWbtUIlBcS2xGU0EWPLc2OTGfK+wlJCBKGmEUbQ5wCG8Cbfxt9nHwf+qY5MLe/dhP07rNQsjpwrK9obi5s/uua6oLpt6h5p0mmp+WVJNGkHeN6IqciJOGz4RRgxiCJ4F9gByAAoAxgKiAZ4FtgrqDToUnh0OJo4tFjieRR5SklzybDZ8Vo1GnwKtdsCi1Hbo6v3vE3clfz/vUsNp64FbmQOw28jP4Nf42BDcKMRAiFgcc3CGeJ0ot3DJROKc92ULmR8tMhFEPVmlakF6CYj1mvWkCbQpw0nJZdZ53oHlde9R8BX7ufpB/6n/8f8Z/R3+BfnN9HnyDeqN4f3YYdHBxh25ga/1nXmSHYHpcOFjFUyJPU0paRTlA9DqONQowayqzJOceChkeEygNKgcoASb7JvUt7z3pWeOG3cbXHdKOzBzHysGbvJO3s7L+rXmpI6UCoRadYZnnlaiSqI/mjGaKKIguhniECIPfgf2AY4AQgAaARIDLgJmBroIKhK2FlIe/iS2M3I7MkfmUY5gHnOSf96M+qLesX7EztjC7VcCdxQfLjtAw1urbuOGX54Tte/N6+Xz/fQV9C3URZBdGHRcj1Sh7Lgc0djnFPvBD9EjPTX9SAFdPW2xfUmMAZ3RqrG2ncGFz2nUReAR6snsbfTx+F3+qf/R/93+xfyN/TX4wfcx7I3o0eAJ2jXPXcOFtrWo9Z5Jjr1+XW0pXzVIgTkhJRkQdP9E5ZDTaLjUpeSOpHcgX2hHiC+MF4v/f+eDz6e375xviS9yQ1uzQY8v4xa3AhruGtq+xBK2JqD6kKKBHnJ+YMZUAkgyPWYzmibaHy4UkhMOCqYHWgEuACIANgFuA8IDOgfKCXoQOhgSIPoq6jHePdJKulSSZ1Zy+oNykLqmwrWKyP7dFvHHBwcYxzL7RZtck3fbi2OjI7sH0wfrCAMQGwgy5EqYYhB5SJAsqrC8yNZo64T8ERQBK0k54U+9XNFxFYB9kwWcpa1RuQHHtc1l2gXhmegV8Xn1xfjx/wH/7f+5/mX/7fhZ+6nx4e795wneCdf9yO3A3bfdpembDYtVesVpaVtJRHE06SDBDAD6sODkzqS3/Jz4iaxyHFpYQnAqcBJr+mfib8qXsuubd4BLbW9W9zzrK1cSRv3K6e7WtsAysm6dbo1Cfe5vfl36UWpF0js6LaolIh2uF04OBgnaBsoA3gAOAGIB1gBqBBoI6g7SEc4Z4iMCKSo0UkB6TZpbpmaWdmaHDpR+qrK5ns024W72QwubHXc3w0p3YX9415BvqDPAH9gj8CQILCAgO/RPnGcIfiyU/K9swWza8O/xAF0YKS9NPb1TbWBVdG2HqZH9o2mv4btdxdnTUdu54xHpUfJ99on5ef9J//n/if31/0X7dfaF8IHtZeU13/nRucpxvi2w+abRl8mH4XclZZ1XVUBZMK0cZQuE8hjcNMncsyCYDISsbRBVRD1YJVQNT/VL3VvFi63nloN/Z2SfUjs4RybPDeL5huXK0ra8Wq6+me6J7nrKaIpfOk7eQ3o1Gi/CI3YYOhYWDQoJGgZKAJoACgCaAkoBGgUKChIMNhdyG7ohEi9yNtJDMkyCXr5p4nniirKYTq6qvbrRduXS+r8MNyYrOI9TU2ZvfdeVd61HxTfdP/VADUQlND0AVJxv+IMMmciwJMoI33TwVQihHEkzSUGRVxln1Xe9hsmU7aYlsmm9scv10THdXeR97oHzcfdB+fX/if/5/0n9ff6N+oH1VfMV673jVdnh02XH6bt1rgmjsZB5hGF3fWHJU108OSxpGAEHAO1823zBDK48lxh/rGQEUDA4PCA4CDPwM9hHwH+o55GTeodj00mHN6seUwl+9Ubhrs7CuI6rGpZyhqJ3rmWiWIZMWkEuNwYp5iHWGtYQ7gweCGoF1gBiAA4A2gLKAdYGAgtKDaoVHh2iJzItyjleRfJTdl3ibTZ9Yo5inCayqsHe1b7qOv9HENsq5z1fVDdvY4LXmoOyW8pT4lv6XBJcKkhCCFmYcOiL7J6UtNTOoOPw9LEM3SBhNz1FXVq5a0l7AYndm9Gk1bTlw/XKAdcF3vnl3e+l8Fn77fph/7n/7f8B/PX9yfl99BnxneoN4Wnbvc0NxVm4ra8RnImRIYDdc8ld7U9ZOBEoIReU/njo2NbAvDypWJIkeqhi+EscMyQbHAMX6xfTM7t3o+uIo3WrXw9E1zMXGdcFJvEK3ZbK0rTGp36TBoNicJ5mxlXaSeY+8jECKBogQhl+E84LPgfGAW4ANgAiAS4DWgKiBwoIjhMmFtYfkiVeMCo/9kS+VnJhEnCWgO6SFqAGtq7GCtoK7qcD0xV/L6NCM1kfcFuL25+Tt3PPb+d3/3gXdC9YRxBelHXUjMSnWLmA0zTkZP0JEREkdTslSR1eUW6xfj2M6Z6pq3m3VcItzAHYzeCF6y3svfUx+In+wf/d/9H+qfxd/PX4cfbR7BnoTeNx1Y3OpcK9td2oDZ1Vjb19TWwNXglLTTfhI80PJPno5DDSALtkoHCNLHWkXehGBC4IFgP9++YDziO2b57zh7ts01pLQC8uhxVnANLs2tmKxuqxCqPqj558KnGaY/JTOkd+OL4zBiZWHroUMhK+CmYHLgEWABoAQgGKA/IDegQeDd4QshiaIZIrkjKWPppLklV+ZE53/oCCldan7ra+yj7eYvMbBGMeKzBnSwteC3VXjOOko7yL1IvsjASUHIw0aEwUZ4x6vJGYqBjCKNfA6NUBWRU9KH0/CUzVYd1yFYFxk+mdea4VubnEWdH12oniCeh18cn2Afkd/xX/8f+t/kX/vfgZ+1Xxee6F5oHdbddRyDHAFbcBpP2aFYpNebFoSVodRzkzqR91Cqz1VOOAyTi2jJ+EhDBwnFjYQOwo7BDn+N/g68kXsWuZ+4LTa/9Rjz+HJf8Q9vyG6LLVhsMOrVacYoxCfP5unl0qUKZFHjqWLRYkoh0+FvINugmiBqYAxgAKAHIB9gCaBF4JQg86EkoabiOeKdY1EkFGTnZYjmuSd26EIpmeq9661s564r73lwj7Its1L0/nYvd6U5HrqbfBo9mn8awJsCGgOXRRGGiAg6CWbKzUxszYSPE9BaEZZSx9QuFQhWVhdWmElZbhoD2wpbwRyn3T4dg5533prfLF9sH5of9d//n/ef3R/w37LfYt8BXs6eSp313RCcmxvWGwGaXlls2G2XYNZH1WKUMdL2kbFQYs8LzezMRssayalIMwa5BTxDvUI9ALy/PH29fAC6xrlQt982czTNc66yF7DJL4QuSO0Yq/OqmqmOKI8nnea65aak4eQso0ei8yIvob0hG+DMII5gYmAIYACgCqAm4BUgVSCm4MohfuGEolsiwiO5ZAAlFiX65q3nrqi8qZcq/avvbSuuce+BcRlyeTOftQx2vrf1OW967Lxr/ew/bIDsgmtD6AVhhtcISAnzixiMto3Mj1oQnhHYEwdUaxVC1o3Xi1i7WVyab1syW+XciR1b3d2eTl7tnztfd1+hX/lf/1/zX9Vf5R+jX0+fKl6z3ixdlB0rXHKbqhrSmixZN5g1lyYWClUik+/SslFrEBqOwc2hTDoKjIlaB+MGaETrA2uB6wBq/ur9bDvv+nb4wbeRNiZ0gjNk8c+wgy9ALgds2Wu26mBpVuhap2xmTGW7ZLnjyCNmopXiFeGm4Qlg/aBDoFtgBWABIA8gLyAhIGUguqDhoVnh42J9YufjoiRsZQVmLWbjZ+bo96nUqz2sMa1wLrivyfFjsoT0LPVats34RXnAe338vX49/75BPgK8hDiFsUcmCJXKAAujjMAOVE+f0OHSGZNGVKeVvJaE1/+YrFmKmpobWdwJ3OmdeN33HmQe/58Jn4Hf6B/8X/5f7p/Mn9ifkt97ntKemJ4NXbGcxVxJW72aotn5WMHYPNbq1cyU4lOtEm2RJE/RzrdNFUvsyn5IyoeSxheEmYMZwZlAGT6ZfRs7n3onOLL3A7XaNHcy27GIMH2u/O2GLJqreqom6SAoJqc7Zh6lUSSS4+SjBqK5IfyhUaE34K+geWAVIALgAqAUYDhgLiB1oI7hOaF1ocKioCMOI8vkmSV1piBnGWgf6TMqEut+LHSttW7/sBKxrjLQ9Ho1qTcdeJW6ETuPfQ8+j0AQAY+DDYSJBgDHtIjjSkwL7k0JDpuP5RElElqThNTjlfXW+1fzGNzZ+BqEG4CcbVzJnZUeD565HtDfVx+LX+3f/l/8n+jfwx/LX4HfZp76Hnxd7Z1OXN6cHxtQWrJZhdjLl8OW7xWOFKGTahIoUN0PiM5szMlLn0oviLsHAkXGhEgCyEFH/8d+R/zKO08517hkdvY1TjQsspLxQTA4rrntRWxcaz7p7ejp5/Omy2YxpSdkbGOBoyciXWHkYXzg5uCioHBgD+ABYATgGqACYHvgRyDkIRKhkmIi4oPjdSP2ZIblpmZUJ1AoWWlvalGrv2y37fqvBvCb8fjzHTSHtjf3bTjmOmJ74P1g/uFAYYHhA16E2UZQR8MJcIqYDDiNUc7iUCnRZ5Ka08LVHxYulzEYJhkM2iTa7Zum3E/dKJ2wnieejR8hX2PflF/y3/9f+d/iX/ifvR9v3xEe4N5fXc0daly3W/SbIlpBWZHYlJeJ1rKVTxRgEyZR4pCVT3+N4cy8yxGJ4MhrRvHFdUP2gnaA9j91vfZ8eXr++Ug4FfapNQJz4nJKcTqvs+53bQVsHqrDqfVotGeA5tvlxWU+JAajn2LIYkIhzSFpINbglmBn4AsgAKAIICGgDSBKYJmg+mEsYa+iA6LoI1zkIWT1JZemiKeHaJNprCqQ68DtO64Ar47w5bIEM6m01bZG9/z5NrqzfDJ9sr8zALNCMkOvRSlGn4gRSb2K44xCzdoPKNBuUanS2tQAVVnWZtdmWFhZe9oQ2xZbzByx3Qbdy15+nqCfMN9vn5xf9x//n/Zf2t/tn65fXV86noaeQZ3r3QWcjxvJGzOaD5ldGFzXT5Z1lQ+UHlLiUZyQTU81zZZMcArDiZHIG0ahBSQDpQIkgKR/JD2lPCi6rvk5N4f2XHT281iyAjD0b2/uNWzFq+FqiSm9qH9nTyas5Znk1eQh433iqmIn4bZhFmDH4IsgYCAHYACgC+ApYBigWaCsoNEhRuHNomVizWOFZE0lJCXJ5v2nv2iOKelq0KwC7X/uRu/W8S9yT7P2tSO2ljgM+Yd7BPyEPgR/hMEEwoOEAAW5Ru6IX0nKS27MjE4iD27QslHrkxoUfRVUFp4XmxiJ2apafBs+W/Cckt1kneVeVN7zHz/fep+jn/pf/1/yH9Lf4Z+en0nfI16r3iNdid0gHGZbnNrEWh0ZJ9gk1xSWOBTPk9wSndFWEAUO641KzCMKtUkCh8sGUETSw1NB0sBSvtK9VDvX+l846jd6Nc+0q/MPMfpwbm8sLfPshquk6k8pRmhLJ12mfuVu5K5j/aMdIo0iDiGgYQQg+WBAYFlgBGABoBCgMeAk4GnggKEooWIh7KJHozMjrqR5pROmPGbzZ/foyWonKxDsRa2Ers2wH7F5spt0A7WyNuV4XTnYe1Y81b5WP9aBVkLUhFCFyQd9SKzKFou5zNXOaY+0UPXSLNNZFLmVjdbVF88Y+tmYWqabZZwUnPNdQV4+nmpexN9N34Tf6d/83/3f7N/J39Tfjd91XstekB4EHacc+dw823AalFnqGPHX69bZFfoUjxOZUlkRDw/8TmFNPsuVymbI8wd6xf9EQUMBgYEAAP6BPQM7h7oPeJt3LLWDdGDyxfGzMCku6O2y7EfraKoV6Q/oF2ctJhFlRKSHY9ojPSJw4fVhS2EyoKvgdqATYAJgAyAWIDsgMiB64JUhASG+IcwiqqMZo9hkpqVD5m/nKagw6QUqZWtRrIitye8UsGhxhHMndFE1wLd1OK26KXunvSd+p8AoQafDJYSgxhiHjAk6SmLLxI1ejrCP+ZE40m2Tl1T1VcbXC1gCWSsZxVrQm4wcd5zS3Z1eFt6/HtXfWt+OH+9f/p/73+bfwB/HX7yfIF7ynnPd5B1DnNMcEptCmqPZtpi7V7KWnRW7VE4TVhITkMfPsw4WjPKLSEoYSKNHKkWuRC/Cr8Evv68+L7yyOzc5v/gM9t81d7PWsr0xLC/kLqYtcmwJ6y0p3SjZ5+Rm/SXkZRskYSO3Yt3iVSHdYXcg4iCe4G2gDmABIAXgHKAFYEAgjKDqoRohmuIsYo6jQOQDJNSltOZj52BoaqlBaqRrkuzMLg9vXHCx8c8zc/Se9g93hPk+Onp7+T15PvmAecH5Q3aE8QZnx9pJR4rujA7Np073UD5Re1Kt09UVMJY/VwEYdRka2jHa+dux3FodMZ24ni6ekx8mH2dflt/0H/+f+N/gH/VfuN9qXwqe2R5WncNdX1yrW+ebFJpymUJYhBe4lmCVfFQMkxJRzdCAD2mNy0ymCzpJiUhThtnFXQPeQl4A3f9dfd58YXrnOXC3/rZSNSvzjHJ08OWvn65jrTJrzGryaaTopKeyJo3l+GTyJDujVWL/YjohhiFjoNJgkuBlYAngAKAJICOgEGBO4J8gwOF0IbhiDaLzI2jkLmTDJeammGeX6KTpviqjq9RtD+5Vb6Qw+3Iac4C1LPZed9S5TrrLvEq9yv9LQMuCSoPHRUEG9wgoiZRLOgxYje+PPZBCkf2S7ZQSVWsWd1d2GGcZSdpdmyIb1xy7nQ/d0x5FXuYfNV9y356f+B//n/Uf2J/qH6mfV58z3r7eOJ2h3TqcQxv8GuXaAJlNWExXfhYjVTyTypLOEYeQd87fzYAMWUrsSXoHw4aJBQvDjMIMQIv/C/2NPBC6lzkht7D2BXTgs0KyLPCfr1uuIezy649qt+ltKG/nQGafJYzkyiQW43QioaIgIa/hEODDYIfgXiAGYADgDWAroBwgXmCyYNghTuHW4m9i2GORpFplMiXY5s2n0Cjfqfuq46wWrVRum+/scQVypjPNdXr2rbgk+Z97HPycfhy/nQEdApuEF8WRBwYItknhC0VM4k43T0OQxlI/EyzUTxWlVq6XqpiYmbgaSNtKHDtcnJ1tHezeW174nwQfvZ+lX/tf/t/wn9Af3d+Zn0PfHF6jnhodv5zU3Fobj9r2Wc4ZF9gT1wMWJZT8k4hSiZFBEC9OlY10S8wKngkqx7NGOES6gzsBuoA6Prp9O/uAOkd40rdjNfk0VbM5caUwWe8YLeBss+tS6n4pNig7pw8mcSViJKKj8uMTYoSiBuGaIT7gtSB9YBegA6AB4BIgNKAo4G7ghqEv4Wph9eJR4z5juuRG5WHmC6cDaAipGuo5qyPsWW2ZLuKwNTFP8vH0GrWJdz04dTnwe2587f5uv+7BboLsxGhF4IdUyMQKbUuQDSuOfo+JEQnSQBOrlItV3tblV95YyVnl2rMbcRwfHPydSd4F3rCeyh9R34ef65/9n/1f6x/HH9DfiN9vXsQeh946nVyc7lwwW2Lahhna2OGX2tbHVedUu9NFUkRROc+mjksNKAu+yg+I20djBedEaQLpQWk/6L5o/Or7b7n3uEQ3FbWs9Ary8HFd8BSu1O2frHVrFuoE6T/nyCce5gPleCR744+jM6JoYe4hRSEtoKfgc+AR4AHgA+AYID4gNiBAINuhCGGGohWitWMlI+UktCVSZn8nOegB6VbqeCtk7Jyt3m8p8H4xmrM+NGg12DdMuMV6QXv//T++gABAgcADfcS4xjAHo0kRSrlL2o10ToXQDhFMkoDT6dTHFheXG1gRmTlZ0prc25dcQd0cHaWeHh6FHxrfXp+Q3/Df/x/7H+Uf/R+DH7dfGd7rHmsd2l143IdcBdt1GlVZpxiq16FWixWolHrTAdI+0LKPXU4ADNvLcQnAyIuHEoWWRBeCl4EXP5b+F3yaOx95qHg1toh1YPPAcqexFy/P7pItX2w3qtupzGjJ59Vm7uXXZQ7kVeOtItSiTSHWYXEg3WCbYGsgDOAA4AagHqAIoERgkiDxISHho6I2IpljTKQP5OJlg6azZ3Doe+lTarcrpizgLiQvcbCHsiWzSrT19ib3nHkV+pK8EX2RfxHAkkIRQ46FCMa/h/GJXkrFDGTNvM7MUFKRjxLA1CdVAhZQF1DYRBlo2j8axdv9HGQdOt2AnnVemN8qn2rfmR/1X/+f99/eH/IftF9k3wPe0V5N3fldFJyfm9rbBppj2XKYc5dnVk5VaVQ5Ev4RuRBqjxPN9QxPSyNJscg7xoHFRQPGAkXAxX9FPcY8SXrPeVk357Z7dNVztnIfcNCvi25QLR9r+iqg6ZQolOejJr/lq2TmJDCjS2L2YjJhv2Ed4M3gj6BjIAjgAKAKICYgE+BTYKTgx6F8IYFiV6L+I3TkO2TQ5fVmqCeoqLYpkGr2q+gtJG5qb7mw0XJw85d1A/a19+x5Zrrj/GL9439jgOPCYoPfRVjGzoh/iasLEEyujcTPUpCW0dETAJRklXyWR9eF2LXZV5pqmy4b4dyFnVid2t5MHuufOd92H6Cf+R//n/Pf1h/mn6UfUd8s3rbeL52X3S9cdxuu2teaMZk9mDuXLJYRFSmT9xK50XKQIk7JzamMAkrVCWKH64ZxBPPDdIH0AHO+8710+/i6f3jKN5m2LrSKM2zx13CK70duDmzgK71qZqlc6GBncaZRZYAk/iPMI2pimOIYoakhC2D/IESgXCAFoAEgDqAuIB/gYyC4YN8hVuHf4nmi46Od5GdlAGYn5t2n4OjxKc4rNqwqbWjusO/CMVuyvLPkdVI2xTh8ube7NTy0vjU/tUE1QrPEL8Wohx2IjUo3y1uM+A4Mj5hQ2pISk3+UYRW2Vr7XuhinGYXalVtVnAYc5h113fReYd793wgfgN/nX/wf/p/vH82f2h+U333e1V6bnhDdtVzJnE3bglroGf7Yx9gDFzFV0xTpU7RSdRErz9nOv40di/UKRskTR5uGIESiQyLBokAh/qI9I/uoOi+4u3cL9eJ0f3LjsY/wRS8ELc0soWtBKm0pJegsZwCmY6VVpJcj6GMJ4rwh/2FT4TmgsSB6oBXgAyACYBPgN2AsoHPgjKE3IXKh/yJcYwnjx2SUZXBmGucTqBmpLKoMK3csbW2t7vfwCvGmMsi0cbWgtxS4jPoIe4a9Bn6GgAcBhsMExIBGOEdsCNsKQ8vmTQEOk8/dkR3SU5O+FJ0V79b1V+2Y15nzGr+bfJwpnMYdkh4NHrbezx9Vn4pf7V/+H/zf6V/EH8zfg99pHvzef13xHVIc4twj21Uat5mLmNFXydb1lZTUqJNxUi/Q5M+QznTM0YunyjgIg4dLBc9EUMLRAVC/0D5QvNL7V/ngOGz2/rVWdDSymrFI8AAuwS2MbGLrBWoz6O+n+SbQZjalK+Rwo4VjKmJgIechfyDo4KQgcSAQYAFgBKAZ4AEgemBFYOHhD+GPIh9iv+Mw4/GkgeWhJk6nSihTKWjqSuu4LLCt8y8/MFQx8PMU9L9173dkeN16WbvYPVg+2EBYwdhDVcTQhkfH+okoSo/MMI1JztrQIpFgkpPT/BTYliiXK1ggmQeaH9rpG6KcTB0lXa2eJR6LHx+fYl+TX/Jf/1/6H+Mf+d++33HfE17jnmKd0J1uHLub+RsnWkaZl5ial5AWuRVV1GdTLdHqEJ0PR44pzIULWgnpSHPG+oV+A/9Cf0D+/369/3xCOwe5kPgedrF1CnPqclIxAi/7bn6tDCwlKsop+6i6J4Zm4OXKJQKkSuOi4suiRSHPoWtg2KCX4GigC6AAoAegIKAL4Ejgl6D34SmhrGIAIuQjWKQcpPAlkmaC54FojSmlaonr+ez0bjkvRvDdsjvzYXTNNn53tDkt+qq8Kb2p/yoAqoIpg6aFIIaXCAjJtUrbjHrNkk8hUGcRotLT1DmVE5Zgl2CYUtl22gwbEdvIHK4dA53Innwenp8vX25fm1/2n/+f9t/b3+7fr99fXz0eiZ5E3e+dCZyTm83bONoVGWLYYxdV1nwVFpQlkunRpBBVTz3Nnox4SswJmkgkBqnFLMOtwi2ArT8s/a48MXq3uQG30HZktP8zYLIJ8Pvvdy48bMyr6CqPqYOohSeUZrHlnmTaJCWjQWLtoiqhuOEYYMlgjGBhIAfgAKALYChgF2BYIKqgzqFD4cpiYaLJI4DkSGUe5cRm9+e5KIep4qrJrDvtOK5/b48xJ3JHc+41GzaNuAR5vrr7/Hs9+797wPwCesP3RXCG5ghWycILZsyEThpPZ1CrEeSTE1R2lU3WmFeVWISZpVp3Wznb7NyPXWFd4p5SnvEfPh95X6Lf+h//X/Kf05/i36BfS98mHq7eJp2NnSQcatuh2smaIpktmCrXGxY+1NaT41KlUV2QDM7zzVMMK0q9yQsH08ZZBNuDXAHbwFt+231c++C6Z7jyt0K2F/Sz8xcxwjC2LzNt+uyNa6tqVWlMaFDnYyZDpbNksqPBY2CikGIQ4aLhBiD64EGgWiAEoAFgECAw4COgaCC+YOYhXyHpIkPjLuOqJHSlDqY25u2n8ajC6iBrCex+bX0uhfAXsXGykzQ7dWm23PhUec+7TXzM/k1/zYFNgsvER8XAR3TIpIoOS7HMzc5hz6zQ7pIl01JUsxWHls8XyVj1mZNaohthXBCc791+XfveaB7DH0xfg5/pH/yf/h/tn8rf1l+P33eezh6TXgddqtz+HAFbtRqZme/Y95fyFt+VwNTWE6CSYJEWz8QOqU0HC94Kb0j7h0OGCASKAwqBicAJvon9C/uQOhf4o/c09Yu0aTLN8brwMK7wLbnsTqtvKhwpFegdJzJmFiVJJIuj3eMAorPh+CFNoTSgrSB3oBQgAqADIBWgOiAwoHjgkuE+YXshyKKm4xVj0+Sh5X6mKicjqCqpPqoeq0psgW3Cbw0wYLG8Mt80SPX4Nyx4pPogu569Hr6ewB9BnwMcxJgGEAeDiTIKWov8TRbOqQ/yETGSZpOQlO7VwJcFmDzY5hnAmswbh9xz3M9dml4UXrze1B9Zn40f7t/+n/wf55/BH8jfvp8invVedt3nnUec11wXG0eaqRm8GIEX+NajlYIUlRNdUhsQz4+7Dh6M+stQiiDIrAczBbcEOMK4wTh/t/44fLr7P/mIuFV257V/s96yhTFz7+uurS15bBCrM6njKN+n6ebCZillH2RlI7si4SJYId/heSDj4KBgbqAO4AEgBWAb4AQgfqBKoOhhF2GX4ijiiqN8o/5kj6Wvpl4nWqhkaXrqXWuLrMSuB+9UsKnxxzNrtJZ2Bve8OPV6cbvwfXB+8IBxAfBDbcToRl9H0cl/CqZMBs2fTu/QNtF0UqcTzpUqFjlXO1gvmRXaLRr1W63cVl0uXbXeLB6Q3yRfZh+V3/Of/5/5X+Df9p+6X2xfDN7b3lndxt1jXK/b7FsZmnfZR9iKF77WZxVDFFPTGZHVUIfPcY3TjK5LAsnRyFwG4oVmA+cCZwDmv2Z95zxqOu/5eTfHNpq1NDOUcnyw7S+nLmrtOWvS6vipquiqZ7dmkuX9JPakP6NY4sKifSGIoWWg1CCUYGZgCmAAoAigIuAPIE0gnSD+oTFhtSIJ4u8jZKQppP3loSaSp5Honmm3qpzrzW0Irk3vnHDzchJzuDTkdlX3zDlF+sL8Qf3CP0KAwsJBw/6FOIauiCAJjAsxzFCN5482EHtRtlLm1AvVZNZxV3BYYdlE2ljbHdvTHLgdDJ3QXkLe5B8z33GfnZ/3n/+f9Z/ZX+tfq19ZnzZegZ58HaWdPpxHm8DbKtoGGVMYUldEVmoVA5QR0tWRj1B/zufNiAxhivTJQsgMBpHFFMOVghVAlP8UvZX8GXqf+So3uTYN9OizSrI0sKcvYu4o7Pmrleq+KXModWdFpqQlkaTOZBrjd6Kk4iLhsiES4MTgiOBe4AbgAKAM4CrgGuBcoLBg1WFL4dNia6LUY40kVWUtJdNmx+fJ6Nkp9OrcrA+tTO6UL+SxPXJd88U1cnalOBw5lrsUPJN+E/+UQRRCksQPBYhHPYhtydjLfQyaTi+PfBC/EfgTJhRIlZ8WqJek2JNZsxpEG0WcN5yZHWod6h5ZHvafAl+8n6Tf+t//H/Ef0R/fX5tfRd8e3qaeHV2DXRjcXpuUmvtZ05kdmBoXCVYsVMOTz1KQ0UiQN06djXxL1IqmiTOHvAYBBMNDQ8HDQEM+wz1Eu8i6T/jbd2t1wXSdswEx7PBhbx9t56y6q1lqRGl8KAFnVGZ2JWbkpuP24xbih+IJYZxhAOD2oH6gGGAD4AHgEaAzoCdgbSCEYS0hZ2HyYk4jOmO2ZEIlXOYGJz2nwqkUqjLrHOxSLZGu2zAtcUfy6bQSdYD3NHhseee7ZbzlPmW/5gFlwuQEX4XYB0xI+4olC4gNI453D4GRApJ5E2TUhNXYlt9X2NjEGeDarpts3Bsc+V1GngMerl7IH1Bfhp/q3/1f/Z/r38gf0l+K33Gext6K3j4dYJzynDTbZ5qLWeBY55fhFs3V7hSC04ySS9EBj+6OUw0wS4cKWAjkB2uF8ARyAvIBcf/xfnG887t4ecB4jLcd9bU0EvL4MWWwHC7cLaasfCsdagspBagN5yPmCOV8pEAj02M3Imth8OFHYS+gqWB04BJgAiADoBdgPSA0oH4gmSEF4YNiEiKxYyEj4GSvZU0meacz6DupEGpxa13slW3W7yIwdnGSczX0X/XPd0Q4/Lo4u7b9Nv63ADfBt0M1BLAGJ4eayQjKsQvSjWxOvg/GkUWSudOjFMCWEZcVmAwZNFnN2thbk1x+HNjdop4bXoLfGR9dX4/f8F/+3/tf5d/+H4SfuV8cXu3ebl3d3Xzci5wKm3oaWpmsmLDXp5aRla+UQdNJUgZQ+k9lTghM5At5iclIlEcbRZ8EIIKggSA/n74gfKL7KDmw+D42kLVpM8iyr3Ee79cumW1mLD4q4inSaM/n2ub0JdwlEyRaI7Di2CJP4djhc2DfIJygbCANYADgBmAd4AdgQuCQIO7hHyGgYjKilWNIZAsk3SW+Zm2nauh1qUzqsGufLNjuHK9p8L+x3XNCdO22HneT+Q16ifwIfYi/CQCJQgiDhcUARrbH6QlWCvzMHM20zsSQS1GH0voT4NU7lgoXSxh+mSPaOlrBW/kcYF03Xb2eMt6W3ykfaZ+YX/Uf/5/4X97f81+2H2bfBl7UHlEd/R0YnKPb31sL2mkZeFh5l22WVNVwVAATBVHAkLJPG439DFeLK4m6SARGyoVNw87CToDOf049zvxSOtf5Ybfv9kO1HbO+cicw2G+S7lctJmvA6ucpmmiap6imhOXwJOqkNKNO4vmiNSGB4V/gz2CQ4GQgCWAAoAngJSASoFHgoqDFYXkhviIT4vojcGQ2pMvl7+aiZ6Kor+mJ6u+r4O0c7mKvsfDJcmjzjzU7tm134/ld+tr8Wj3af1rA2wJZw9aFUEbGCHdJossITKaN/Q8K0I+RydM5lB4VdlZB14AYsJlSmmXbKdvd3IHdVV3YHkme6Z84X3Ufn9/43/+f9F/XH+ffpp9T3y9eud4y3ZtdM1x7W7Oa3No3GQNYQZdy1heVMJP+EoERulAqTtHNsYwKit2Ja0f0RnnE/IN9QfzAfL78fX37wXqIORK3ojY29JJzdPHfMJJvTu4VbObrg+qs6WLoZed25lZlhOTCpBAjbeKcIhthq6ENYMCgheBc4AXgAOAOIC1gHmBhYLYg3GFUIdyideLfo5lkYqU7JeJm16faqOrpx2svrCNtYW6pL/oxE7K0c9w1Sfb8uDP5rvssfKu+LD+sgSyCqwQnBaAHFQiFCi9LU0zwDgTPkNDTEgtTeNRalbAWuRe0WKHZgNqQ21FcAhzinXKd8Z5fnvvfBp+/n6af+9/+n++fzp/bX5aff97X3p6eFB25HM2cUluHWu0ZxFkNmAkXN9XZ1PBTu5J8UTOP4Y6HjWXL/YpPSRvHpAYpBKsDK4GrACr+qv0su7D6OHiD91R16rRHcytxl7BMrwtt1CyoK0eqc2kr6DHnBeZopVokmyPsIw1iv2HCIZYhO6CyoHugFmADYAJgE2A2YCsgciCKYTRhb6H74lijBePC5I9layYVZw2oE2kmagVrcCxmLaZu8DAC8Z3ywHRpdZg3DDiEOj+7fbz9fn4//kF+AvwEd4Xvx2OI0op7y54NOU5MD9YRFpJMk7dUlpXplu+X6BjSme5auxt4XCWcwp2PHgpetJ7NX1RfiV/sn/3f/R/qH8Ufzl+Fn2te/55CnjSdVdznHChbWhq82ZEY11fQFvwVm5Svk3iSN1DsT5jOfMzZy7AKAIjMR1PF2ARZwtnBWb/ZPll827tgeei4dXbG9Z50PPKisVCwB67IbZNsaasLqjoo9af+ptWmO2UwZHSjiSMt4mMh6aFBYSqgpWByIBDgAaAEYBkgACB44ENg36ENIYwiG+K8Iyyj7SS85VumSOdEKEzpYmpD67EsqW3rrzdwTDHoswy0tvXm91v41LpQu889Tz7PgFABz0NNBMfGfweyCR/Kh4wojUIO0xAbEVlSjRP1lNIWIlclmBsZAlobGuSbnpxIXSHdqt4iXojfHd9hH5Jf8d//H/qf49/7H4Bfs98V3uZeZZ3UHXIcv9v92yxaS9mdGKCXlla/lVzUblM1EfHQpM9PTjIMjUtiSfHIfIbDRYbECEKIAQf/h34IPIr7EDmZeCb2ufUSs/JyWfEJ78Luha1TLCvq0GnBqP/ni+bmJc7lByRO46aizuJH4dIhbWDaYJkgaaAMIACgB2Af4AqgRyCVoPVhJqGpIjxioGNUJBfk6yWM5r1ne2hG6Z7qgyvyrO0uMW9/MJWyM/NZNMS2dferuSU6ofwgvaD/IUChgiDDncUYBo6IAEmsytNMcs2KTxmQX5Gbks0UMxUNFlqXWthNmXHaB1sNm8Qcqp0AXcWeeZ6cXy2fbR+an/Yf/5/3H9yf8B+xn2FfP56MXkgd8x0NnJfb0ps92hpZaJhpF1xWQtVdVCyS8RGr0F0PBc3mzEDLFImiyCyGsoU1g7aCNkC1/zX9tvw6OoA5SjfY9mz0xzOoshGww2++rgOtE2vuqpXpiaiK55nmtyWjJN6kKaNFIvDiLWG7IRpgyyCNYGHgCCAAoAsgJ6AV4FZgqGDMIUEhxyJd4sUjvKQDpRnl/uayJ7MogWncKsKsNK0xLnevh3Efcn8zpfUS9oT4O7l1+vM8cn3yv3MA80JyA+6FaAbdiE5J+YsejLyN0k9f0KOR3ZMMlHAVR5aSV4+Yv1lgWnKbNZvo3IvdXh3f3lAe7x88n3hfoh/53/9f8x/Un+Rfoh9OHyiesd4p3ZFdKFxvW6aazpooGTNYMNchVgVVHZPqUqzRZVAUzvvNWwwzyoZJU4fchmHE5ENlAeSAZD7kPWW76XpwePs3SvYgdLwzHvHJ8L2vOq3CLNQrsepbqVJoVmdoZkiluCS248VjZCKTYhOhpSEH4PxgQqBa4AUgAWAPoC/gIiBmYLwg46FcIeXiQCMq46Wkb+UJZjFm56frqPxp2asC7Hctde6+b8/xabKK9DM1YTbUeEv5xvtEfMQ+RL/EwUTCwwR/BbfHLEicCgYLqYzFzloPpVDnUh7TS5SslYFWyVfD2PBZjlqdW10cDNzsXXsd+R5l3sEfSt+Cn+if/F/+X+4fy9/Xn5Gfed7QnpZeCt2unMJcRdu52p7Z9Vj9l/hW5hXHVN0Tp9Jn0R6PzA6xTQ9L5op3yMRHjEYQxJMDE0GSwBJ+kr0Uu5j6ILisdz11k/RxMtXxgnB4LvdtgOyVa3WqIikbqCKnN6YbJU2kj6PhowPituH6oU/hNmCuoHigFKACoALgFOA5IC8gdyCQoTuhd+HFIqMjESPPZJzleWYkpx3oJGk4KhfrQ2y57bruxXBYsbQy1vRAde+3I/icOhf7lf0VvpYAFoGWQxQEj4YHR7sI6YpSS/RNDs6hT+qRKlJfk4nU6FX6lv+X91jg2fuah5uD3HAczB2XXhGeup7SX1gfjB/uX/5f/F/oX8Jfyl+AX2Ue+B56HesdS1zbnBvbTJquWYHYxxf/FqoViRScU2SSIpDXT4MOZozDC5kKKUi0hzvFv8QBgsGBQX/A/kF8w7tIudE4Xfbv9Uf0JrKM8Xtv8y60bUBsV2s6Kelo5afvZsdmLiUj5GljvuLkolsh4qF7YOWgoaBvoA9gASAFIBsgAyB84Eig5eEUoZSiJWKG43hj+aSKpapmWGdUqF4pdGpWq4Ss/W3Ab0ywofH+8yN0jjY+d3N47Lpo++d9Z37nwGhB54NlBN/GVsfJSXbKngw+jVeO6BAvkW0SoBPH1SPWMxc1mCoZEJooWvDbqdxSnSsdst4pXo7fIp9kn5Tf8x//X/mf4Z/337wfbl8PXt7eXR3KXWdctBvxGx6afVlNmJAXhRatlUoUWtMg0d0Qj495jduMtosLSdpIZMbrRW7D8AJvwO9/bz3v/HL6+HlB+A+2ovU8M5xyRHE0765uci0ALBmq/umw6LAnvOaX5cHlOuQDo5yixeJ/4YshZ6DVoJWgZyAK4ACgCGAiIA3gS6CbIPwhLmGx4gZi6yNgJCTk+OWbpozni+iYKbEqlevGLQEuRm+UsOtyCjOv9Nv2TXfDeX06ujw4/bk/OYC5wjjDtcUvxqYIF4mDyynMSI3fzy6Qc9GvUt/UBVVelmtXaphcWX+aFFsZm88ctF0JXc1eQF7iHzIfcJ+c3/df/5/2H9pf7J+tH1ufON6Enn9dqR0CnIvbxZsv2guZWNhYV0rWcJUKVBkS3NGW0EePL82QTGnK/UlLSBTGmoUdg55CHgCdvx29nrwiOqh5MreBtlY08PNSsjxwrq9qbjAswKvcaoRpuSh7J0rmqSWWZNKkHuN7IqgiJaG0oRTgxqCKIF+gByAAoAxgKeAZoFsgriDS4Ukh0CJoItBjiKRQpSflzebCJ8Po0unuatWsCG1Froyv3PE1clWz/PUqNpx4E3mN+wt8ir4LP4tBC4KKBAaFv8b1CGWJ0Et1DJJOJ890kLfR8NMfVEIVmNail59YjdmuGn+bAVwznJWdZt3nXlae9J8A37tfpB/6n/8f8Z/SH+CfnR9IHyGeqZ4g3YcdHRxjG5lawJoZGSNYIBcP1jMUylPWkphRUFA/DqWNRIwcyq8JPAeEhknEzENMwcxAS/7L/U270XpYuOP3c/XJtKWzCTH0sGjvJq3urIFrn+pKqUIoRudZ5nsla2SrI/qjGmKK4gwhnqECoPggf6AY4ARgAaARIDKgJeBrIIIhKqFkYe8iSmM2I7HkfSUXpgCnN6f8aM4qLCsV7Ertim7TcCVxf7KhdAn1uHbr+GO53vtcvNx+XP/dAV0C20RXBc9HQ8jzChzLv8zbjm9PuhD7UjITXhS+VZJW2ZfTGP7Zm9qqG2icF1z13UOeAJ6sHsZfTt+Fn+pf/R/93+xfyR/T34yfc97Jno3eAV2kXPbcOVtsmpCZ5hjtV+dW1FX01InTk9JTUQlP9k5bTTiLj4pgiOyHdEX4xHrC+wF6//o+enz8e0E6CPiVNyZ1vXQa8sAxrXAjruNtraxC62PqESkLqBNnKSYNpUEkhCPXIzqibqHzYUmhMWCqoHXgEyACIANgFqA74DMgfCCW4QMhgGIOoq2jHOPb5KplR+Zz5y4oNakJ6mqrVuyN7c9vGrBucYpzLbRXdcb3e3i0Oi/7rj0uPq5ALsGuQyxEp0YfB5JJAIqoy8qNZI62T/8RPlJy05xU+hXLVw/YBpkvGcka09uPHHpc1V2fnhjegN8XH1wfjt/v3/7f+5/mX/9fhh+7Hx6e8J5xneFdQNzP3A8bfxpf2bJYttet1pgVtlRI01CSDhDCD60OEEzsS0IKEcicxyPFp8QpQqlBKP+ofik8q7swubm4BrbZNXFz0LK3cSZv3q6grW0sBOsoadho1afgZvll4OUXpF4jtKLbYlLh26F1YODgneBs4A3gAOAF4B0gBiBBII4g7GEcYZ1iLyKRo0QkBmTYJbjmZ+dk6G8pRmqpa5gs0a4VL2Iwt7HVc3o0pTYV94s5BLqA/D+9f/7AAICCP8N9BPeGbkfgiU3K9IwUza0O/RAD0YDS8xPaFTVWA9dFWHkZHpo1Wv0btNxc3TQdut4wXpSfJ19oX5df9J//n/if35/0n7efaN8IntceVF3AnVycqBvkGxDabpl+GH+Xc9ZblXcUB1MM0cgQuk8jjcVMn8s0CYLITQbTRVaD18JXgNc/Vv3X/Fq64LlqN/h2TDUl84ZybvDf75ouXm0tK8dq7amgaKBnreaKJfTk7uQ4o1Ki/OI4IYRhYeDRIJIgZOAJoACgCWAkYBFgUCCgoMLhdmG64hBi9iNsJDHkxuXqppynnGipqYMq6OvZ7RVuWy+qMMFyYLOGtTM2ZPfbOVU60jxRfdG/UcDSAlEDzcVHhv2ILsmaiwAMno31TwNQiBHC0zLUF1Vv1nvXelhrGU2aYRslW9ocvl0SHdVeRx7nnzafc9+fH/hf/5/039ff6R+oX1XfMd68njZdnx03nH/buJrh2jyZCRhH13lWHlU3k8VSyJGB0HIO2c25zBMK5glzx/0GQoUFQ4YCBcCFfwV9hrwKOpC5Gzeqdj90mnN88ebwme9WLhys7euKarMpaKhrp3xmW2WJZMbkE+NxYp9iHiGt4Q9gwiCG4F2gBiAA4A2gLGAdIF+gtCDZ4VEh2SJyItujlORd5TXl3ObR59So5GnAqyjsHC1Z7qGv8nELcqwz07VBdvQ4KzmmOyO8ov4jf6PBI8KiRB5Fl0cMSLyJ5wtLTOgOPQ9JUMvSBFNyFFQVqdazF67YnJm72kwbTRw+XJ8db53u3l0e+d8FH76fph/7X/7f8B/Pn9zfmF9CHxpeoZ4Xnbzc0dxW24wa8lnKGRNYD1c+FeCU91OC0oPRe0/pjo+NbgvFypfJJEesxjHEtAM0gbQAM76zvTV7uboA+Mx3XLXy9E9zM3GfcFQvEq3bLK7rTip5aTHoN6cLZm2lXuSfY/AjEOKCYgThmGE9YLQgfKAXIAOgAiASoDVgKeBwIIhhMeFsofhiVOMBo/5kSqVl5g/nB+gNaR/qPqspLF7tnu7ocDsxVfL4NCD1j7cDuLu59vt0/PS+dT/1QXVC80RuxecHWwjKSnOLlg0xTkRPzpEPUkVTsJSQFeNW6ZfimM1Z6Vq2m3QcIdz/XUweB96yXstfUt+IX+wf/Z/9X+rfxl/P34efbZ7CHoWeOB1Z3OtcLNtfGoIZ1pjdV9ZWwpXiVLaTf9I+0PQPoI5FDSILuIoJCNTHXIXgxGKC4sFif+H+Ynzke2k58Xh99s91prQE8upxWDAPLs+tmmxwaxIqAGk7Z8QnGuYAZXTkeOOM4zEiZiHsYUOhLGCm4HMgEWABoAQgGKA+4DdgQWDdIQphiOIYYrgjKGPoZLflVmZDZ35oBqlb6n0raiyiLeQvL7BEMeCzBHSudd53UzjL+kf7xn1GfsaARwHGg0RE/wY2h6mJF4q/i+CNeg6LUBORUhKGE+7Uy9YcVx/YFZk9WdZa4BuaXETdHp2n3h/eht8cH1+fkZ/xX/8f+t/kn/wfgd+13xge6R5o3dfddhyEHAJbcVpRWaLYplec1oZVo5R1UzxR+VCsj1dOOgyVi2rJ+khFBwwFj4QRApEBEL+QPhD8k7sY+aH4L3aCNVrz+rJh8RFvyi6M7VosMqrW6ceoxafRZusl06ULZFLjqmLSIkrh1KFvoNwgmmBqYAygAKAG4B8gCWBFoJNg8yEj4aXiOOKcY0/kE2TmJYemt6d1aECpmGq8K6us5a4p73dwjbIrs1D0/HYtd6L5HLqZPBf9mD8YgJjCGAOVBQ9Ghcg3yWSKywxqzYKPEhBYEZRSxhQsVQbWVJdVGEgZbJoCmwkbwBym3T0dgt53XppfK99r35nf9d//n/ef3V/xX7MfY18CHs9eS1323RGcnFvXWwLaX9luWG8XYpZJVWRUM9L4kbNQZM8Nze7MSQscyatINUa7RT6Dv4I/QL7/Pr2/vAK6yPlSt+E2dTTPc7CyGbDLL4XuSq0aa/UqnCmPqJCnnya8Jafk4uQto0ii9CIwYb2hHGDMoI6gYqAIoACgCqAmoBSgVKCmYMmhfiGD4lpiwSO4JD7k1OX5ZqxnrSi66ZVq++vtbSnucC+/cNdydzOdtQp2vHfy+W066nxpven/akDqQmkD5cVfRtUIRcnxSxaMtI3Kj1gQnFHWUwWUaZVBVoxXihi52VtabhsxW+TciB1bHdzeTd7tHzsfdx+hX/lf/5/zn9Wf5Z+jn1AfKx60ni0dlR0sXHObq1rT2i2ZORg3FyfWDBUkU/GStBFs0ByOw82jTDwKjslcR+VGaoTtA23B7UBtPu09bnvyOnj4w7eTdii0hDNm8dGwhS9CLgks2uu4amHpWGhcJ22mTaW8pLsjySNnopaiFmGnYQng/eBD4FugBWABIA8gLuAg4GSgueDg4Vkh4mJ8YuajoSRrJQQmK+bh5+Vo9enTKzvsL+1ubravx/FhsoK0KrVYtsu4Qzn+Ozu8uz47v7wBO8K6RDZFrwcjyJPKPcthjP4OEk+d0N/SF9NElKYVuxaDV/4YqxmJWpjbWNwI3OjdeB32XmOe/18JX4Gf59/8H/5f7p/M39kfk198HtNemV4OHbKcxlxKW77apBn62MNYPlbslc4U5BOvEm9RJg/TzrmNF4vuykBJDMeVBhmEm8McAZuAG36bvR17obopOLT3BbXcNHky3bGKMH+u/q2H7JwrfCooaSGoKCc85h/lUiST4+VjB2K54f1hUiE4YLAgeaAVYALgAqAUYDggLaB1II5hOSF04cHin2MNI8rkl+V0Jh8nF+geaTGqESt8bHKts279sBCxrDLOtHf1pzcbOJN6DzuNPQz+jQANwY1DC0SGxj7HcojhSkoL7E0HDpmP4xEjEliTgxTh1fRW+dfx2NuZ9tqDG7+cLFzInZReDx64ntBfVt+LH+2f/h/8n+jfw1/L34JfZ1763n0d7p1PXN/cIFtRmrOZh1jNF8VW8JWP1KNTa9IqEN8Pis5uzMtLoUoxyL1HBIXIhEpCyoFKP8m+SjzMe1F52bhmdvh1UDQuspTxQzA6rrutRyxd6wBqL2jrZ/TmzKYy5ShkbWOCoyfiXiHlIX2g52CjIHBgD+ABYATgGmAB4HtgRqDjoRHhkWIh4oLjdCP1JIWlpOZS506oV+ltqk/rvay2LfjvBPCZ8fbzGzSFtjX3avjj+mA73r1evt8AX0Hew1xE1wZOB8EJboqWDDaNT87gkCgRZdKZE8EVHVYtFy+YJJkLWiOa7FulnE7dJ92v3ibejJ8g32NflB/yn/9f+d/iX/kfvZ9wXxGe4Z5gHc4da1y4W/WbI5pCmZNYlheLlrQVUNRh0yhR5JCXT0GOI8y+yxPJ4shtRvQFd4P4wniA+H93/fi8e3rBOYp4GDarNQRz5HJMcTxvte55LQcsIGrFafcoteeCZt0lxqU/ZAfjoCLJIkLhzaFp4NdgluBoIAtgAKAH4CFgDKBJ4Jkg+aEroa7iAqLnI1vkICTz5ZZmhyeF6JHpqmqPK/8s+e4+r0zw43ICM6e003ZE9/q5NHqxfDA9sH8wwLECMAOtBScGnUgPCbuK4YxAzdgPJtBskagS2RQ+lRgWZRdk2FbZepoPmxUbyxyw3QYdyp5+HqAfMJ9vX5wf9t//n/Zf2x/t366fXd87XodeQp3s3QackFvKWzUaENlemF5XURZ3VRFUIBLkUZ5QT083zZiMcgrFyZPIHYajRSZDp0ImwKa/Jn2nfCr6sTk7N4o2XnT481qyBDD2L3GuNyzHa+Mqium/KEDnkGauJZrk1uQi436iqyIoobbhFuDIIItgYGAHoACgC+ApIBggWWCsINBhRiHM4mRizGOEZEvlIuXIZvwnveiMaeeqzuwBLX4uRO/U8S1yTXP0dSG2k/gKuYU7AryB/gI/goECgoFEPcV3BuyIXQnIC2zMik4gD2zQsJHp0xhUe5VSlpyXmZiImakaets9G++ckd1jneSeVF7ynz9fel+jX/pf/1/yH9Mf4d+e30pfJB6sniQdit0hHGebnhrF2h6ZKVgmVxZWOdTRU93Sn9FX0AcO7c1MzCUKt4kEh81GUoTVA1WB1QBU/tT9VnvaOmE47Hd8NdH0rfMRMfxwcG8t7fWsiGumalDpR+hMp18mQCWv5K9j/qMd4o3iDuGhIQSg+eBAoFmgBKABYBCgMaAkoGlgv+DoIWFh66JGozIjrWR4ZRJmOybx5/Zox6olaw8sQ62C7suwHbF3spl0AbWv9uN4WvnWO1P8035T/9RBVALSRE5Fxsd7SKrKFIu3zNPOZ4+ykPQSKxNXVLfVjBbTl82Y+ZmXGqVbZFwTnPJdQJ493mnexF9NX4Sf6Z/83/4f7R/KH9Ufjl92HswekR4E3agc+xw923FaldnrmPNX7Zba1fuUkNObElrREQ/+TmNNAMvXymkI9Qd9BcGEg4MDwYNAAz6DfQU7iboRuJ23LrWFtGMyx/G1MCsu6q20rEmramoXaRFoGOcuZhKlRaSIY9sjPeJxofYhS+EzIKwgduAToAJgAyAWIDrgMaB6YJShAGG9YcsiqeMYo9dkpWVCpm5nKCgvaQNqY+tPrIatx+8S8GZxgjMldE81/ncy+Kt6JzulfSU+pYAmAaWDI0SehhZHick4SmCLwk1cjq6P99E3EmvTlZTzlcVXCdgA2SnZxBrPW4scdpzSHZyeFl6+ntVfWp+N3+9f/p/73+cfwF/Hn70fIN7zXnSd5N1EnNQcE9tD2qUZt9i817QWntW9FE/TV9IVkMnPtQ4YjPSLSkoaSKWHLIWwhDICsgEx/7F+Mfy0ezl5gjhPNuF1ebPYsr8xLi/mLqftdCwLqy7p3qjbZ+Xm/mXlpRwkYiO4It6iVeHeIXeg4qCfYG3gDmABIAWgHGAFIH+gTCDqIRmhmiIroo2jf+PB5NMls6ZiZ17oaOl/qmKrkOzKLg2vWnCv8c0zcbSctg03grk7+ng79v12/vdAd4H3A3RE7sZlx9hJRUrsjAzNpU71UDxReZKsE9OVLtY91z+YM5kZmjCa+Juw3FkdMN233i3ekp8ln2cflp/0H/+f+R/gX/XfuV9rHwse2d5XXcQdYFysm+jbFdpz2UOYhZe6FmIVfhQOUxQRz9CCD2uNzUyoCzyJi4hVxtwFX0PggmBA4D9fveC8Y3rpeXL3wPaUdS3zjnJ28Oevoa5lrTQrzirz6aZopiezZo8l+aTzZDyjViLAInrhhuFkINLgk2BloAogAKAI4COgECBOYJ6gwGFzYbeiDKLyI2fkLSTBpeUmlueWaKMpvKqh69KtDi5Tr6Iw+XIYc7506rZcd9J5THrJfEh9yL9JAMlCSEPFBX7GtMgmSZJLOAxWje2PO9BA0fuS69QQ1WmWddd0mGXZSJpcmyEb1hy63Q8d0l5E3uWfNR9yn55f+B//n/Vf2N/qX6ofWB80Xr+eOZ2i3TucRFv9WucaAhlO2E3Xf5YlFT5TzJLQEYmQec7hzYIMW0ruiXxHxYaLRQ4DjwIOgI4/Dj2PfBL6mXkjt7L2B7Tis0SyLvChb11uI6z0q5DqualuqHEnQaagZY4kyyQX43TiomIg4bBhEWDD4IggXmAGoADgDSArYBvgXiCx4NdhTiHV4m5i12OQZFklMOXXZswnzqjd6fnq4ewU7VJume/qcQNyo/PLdXj2q3giuZ17GryaPhp/msEawpmEFcWOxwPItEney0MM4E41T0GQxJI9UysUTZWjlq0XqRiXGbbaR5tI3Dpcm51sXeweWt74HwOfvV+lX/sf/t/w39Bf3h+aH0RfHR6kXhrdgJ0V3FsbkNr3mc+ZGVgVVwSWJ1T+U4oSi1FC0DFOl412S85KoEktB7WGOoS8wz1BvMA8fry9PjuCOkm41PdlNfs0V7M7cacwW68Z7eJstatUqn+pN6g9JxCmcmVjZKOj8+MUYoViB2GaoT9gtaB9oBfgA+AB4BIgNGAoYG5ghiEvIWmh9OJRIz1jueRFpWCmCicB6AcpGWo36yIsV62XbuDwMzFN8u/0GLWHNzr4cvnuO2w8675sf+yBbELqhGYF3odSiMHKa0uODSlOfM+HEQfSflNp1ImV3Vbj19zYyBnkmrIbcBweHPvdSN4FHrAeyZ9RX4df61/9n/1f61/HX9FfiV9v3sTeiJ47XV2c75wxm2Pah1ncWOMX3JbJFekUvZNHEkZRO8+ojk0NKkuAylGI3YdlBemEa0LrgWt/6r5rPO07cfn5+EZ3F7Wu9Azy8nFf8BZu1q2hbHcrGKoGaQFoCacgJgUleWR845CjNKJpIe7hReEuIKggdCASIAHgA+AX4D3gNeB/oJrhB+GF4hTitGMkI+PksuVRJn3nOGgAaVVqdmtjLJqt3K8n8HwxmHM8NGY11fdKuMM6fzu9vT1+vcA+Qb3DO4S2hi4HoQkPCrdL2I1yToPQDBFK0r8TqBTFVhYXGdgQGTgZ0Zrbm5ZcQR0bXaTeHV6EnxpfXl+Qn/Df/x/7H+Uf/V+DX7ffGp7r3mwd21153IhcBxt2WlaZqJisV6MWjNWqVHyTA9IA0PRPX04CTN4Lc0nCyI3HFMWYhBnCmcEZf5k+GbyceyG5qrg39op1YzPCsqmxGS/RrpQtYSw5Kt1pzejLZ9bm8GXYpQ/kVuOuItWiTeHXIXGg3eCboGtgDSAA4AagHmAIIEPgkaDwoSEhouI1YphjS6QOpODlgiax529oeilRqrVrpGzebiJvb7CFsiOzSLTz9iS3mnkT+pB8Dz2PPw+AkAIPA4xFBoa9R++JXErDDGLNus7KUFDRjVL/E+XVAFZOl09YQplnmj3axJv8HGMdOd2/3jTemF8qX2qfmN/1X/+f99/eH/JftN9lXwRe0h5OnfpdFZygm9vbCBplGXQYdRdo1lAVaxQ60v/RutBsjxXN9wxRSyVJtAg9xoQFR0PIQkgAx79Hfch8S3rRuVt36bZ9dNdzuLIhcNKvjW5R7SEr++qiaZXolmekpoEl7KTnZDGjTCL3YjMhgCFeYM5gj+BjYAjgAKAKICXgE2BS4KRgxyF7YYCiVqL9I3PkOiTPpfQmpqenKLSpjur06+ZtIm5ob7ewz3Ju85V1Afaz9+p5ZHrhvGC94T9hQOGCYEPdBVaGzEh9iakLDkysjcLPUJCU0c9TPtQi1XrWRleEWLSZVlppWy0b4NyEnVfd2h5LXusfOV9136Bf+R//n/Qf1l/m36VfUl8tnreeMJ2YnTBceBuwGtkaMxk+2D0XLhYS1StT+NK7kXSQJE7LzauMBErXSWTH7cZzRPYDdoH2QHX+9f13O/r6QbkMd5v2MPSMc27x2XCMr0luECzh677qaGleaGGncuZSpYFk/2PNI2simaIZIanhC+D/oETgXGAFoAEgDqAuIB9gYuC34N5hViHfInii4qOcpGYlPuXmZtwn32jvqcxrNOworWburu/AMVmyurPidVA2wzh6ebV7MvyyfjL/swEzArGELYWmhxtIi0o1i1lM9g4Kj5ZQ2JIQ033UX5W01r1XuJil2YSalFtUnAUc5V103fOeYR79XwffgF/nH/vf/p/vH83f2l+VX35e1d6cXhGdtlzKnE7bg5rpWcBZCVgElzLV1NTrE7YSdtEtz9vOgY1fy/dKSMkVR52GIkSkgyUBpIAkPqR9JjuqejH4vXcONeR0QXMlsZHwRy8F7c7soutCqm6pJ2gtpwImZOVW5Jgj6WMK4rzhwCGUYTogsaB64BXgAyACYBOgNyAsYHNgjCE2YXHh/mJbYwjjxiSTJW7mGWcSKBgpKyoKa3Vsa22r7vXwCPGj8sZ0b7WetxK4iroGO4R9BD6EQATBhIMChL4F9gdqCNjKQcvkTT8OUc/b0RvSUZO8VJuV7hbz1+wY1lnx2r6be1wonMVdkV4MXrZezp9VX4of7R/+H/zf6Z/EX80fhF9pnv2eQB4x3VMc49wk21ZauRmM2NLXy5b3FZaUqlNzEjGQ5o+SznbM04upyjpIhcdNRdFEUwLTQVL/0n5S/NU7WfnieG72wLWYdDaynLFK8AHuwu2OLGSrBuo1qPEn+mbR5jflLORxo4ZjK2JhIeehf6DpIKRgcWAQYAFgBKAZoADgeeBE4OFhDyGOYh5ivuMv4/BkgKWfpk0nSKhRqWcqSSu2bK7t8W89cFHx7vMStL017XdiONs6V3vV/VX+1gBWgdYDU4TORkWH+IkmCo3MLo1HztjQIJFekpIT+pTW1icXKdgfGQZaHtroG6GcS10kXazeJF6Knx8fYh+TH/If/1/6X+Mf+h+/H3JfFB7kXmNd0Z1vHLyb+lsomkgZmNicF5HWutVXlGkTL5HsEJ8PSY4rzIdLXAnriHYG/MVARAGCgYEBP4D+AbyEOwn5kvggtrO1DLPsclQxBC/9bkBtTewm6sup/Si7p4fm4iXLZQPkS+Oj4sxiReHQIWvg2SCYIGjgC+AAoAegIKALYEhglyD3ISjhq6I/IqMjV2QbZO7lkOaBp7/oS6mj6ogr9+zyrjcvRTDbsjnzX3TLNnw3sjkr+qh8J32nvyfAqEInQ6RFHoaUyAaJswrZTHjNkE8fUGURoNLSFDgVEdZfF19YUZl1mgrbENvHHK0dAt3H3nuenh8u324fm1/2n/+f9t/cH+8fsF9f3z3eil5F3fBdCpyUm88bOhoWWWRYZJdXln3VGFQnUsAACUHRA5YFVscRyMXKsYwTjepPdNDx0mAT/pUMFoeX8BjEmgRbLpvCnP+dZR4yXqdfA1+GH++f/5/139Lf1l+An1Ieyt5rXbQc5dwBG0bad1kTmBzW09W5lA8S1ZFOT/qOG0yxyv/JBkeHBcLEO4IygGm+oTzbexl5XPem9fj0FLK68O0vbG36bFfrBinF6JinfuY55QokcKNt4oJiLuFz4NGgiKBYoAJgBWAiIBhgZ6CQIRFhqqIb4uRjg6S4pULmoaeTqNgqLmtU7MquTm/fcXvy4vSS9kp4CLnLu5I9Wv8kAOzCs0R2hjSH7EmcS0NNH86wkDSRqpMRFKcV69cd2HyZRtq8G1scY90VHe6eb97YX2ffnd/6n/3f55/3367fTJ8Rnr5d0t1QHLabhxrB2ehYuxd7FilUxtOU0hRQho8szUhL2ookiGgGpgTgQxfBTv+Fvf57+no6+EF2z3UmM0bx8vArrrItB6vtKmQpLWfJpvolv6Sa48yjFWJ14a6hP+CqIG1gCmAAoBCgOeA84FigzWFa4cAivSMQ5Dsk+uXPZzfoM2lAqt8sDW2KbxTwq7INs/k1bTcoOOj6rfx1/j8/yAHPw5TFVYcQyMTKsEwSTelPc9Dw0l9T/dULVobX71jD2gPbLhvCHP8dZJ4yHqcfAx+F3++f/5/2H9Mf1p+A31Jeyx5r3bSc5pwB20daeBkUmB3W1NW6lBAS1tFPj/uOHEyzCsEJR4eIBcQEPMIzwGq+onzcuxq5Xfen9fo0FbK78O4vbW37bFjrBunG6Jlnf6Y6pQrkcSNuYoLiL2F0INHgiKBY4AJgBWAiIBggZ2CP4RDhqmIbYuPjguS4JUImoOeS6NdqLWtT7MmuTW/ecXry4bSRtkl4B3nKe5D9Wb8iwOuCskR1RjNH6wmbC0INHs6vkDORqZMQFKZV6tcdGHvZRhq7W1qcY10Une4eb17YH2efnd/6n/3f59/4H68fTN8R3r6d011QnLdbh5rCmekYu9d71ioUx9OV0hVQh48tzUmL24olyGkGp0ThQxkBT/+G/f+7+7o8OEK20LUnM0fx8/AsrrMtCKvuKmTpLifKZvrlgGTbY80jFeJ2Ya7hACDqIG2gCmAAoBCgOeA8oFhgzSFaYf+ifKMQZDpk+iXOpzcoMml/6p4sDG2JbxPwqrIMc/g1bDcnOOf6rPx0vj3/xsHOg5OFVIcPiMOKr0wRTehPctDv0l5T/NUKVoXX7pjDWgMbLZvBnP6dZF4xnqafAt+F3+9f/5/2H9Mf1t+BH1Key55sHbUc5xwCW0gaeNkVWB6W1ZW7VBES19FQj/yOHYy0CsIJSMeJRcVEPgI1AGv+o7zduxu5XzepNfs0FrK88O8vbm38bFmrB+nHqJonQGZ7JQtkcaNu4oNiL6F0oNIgiOBY4AJgBWAh4BfgZyCPoRChqeIa4uNjgmS3ZUGmoCeSKNZqLGtS7MiuTG/dMXmy4LSQdkg4BjnJO4/9WL8hgOpCsQR0BjJH6gmaC0ENHY6ukDKRqJMPFKVV6hccWHsZRZq621ocYt0UHe3ebx7X32dfnd/6n/4f59/4H68fTR8SXr8d091RXLfbiFrDWenYvJd81isUyJOWkhZQiI8vDUqL3MomyGpGqETigxpBUT+IPcD8PLo9eEP20bUoM0jx9PAtrrPtCWvvKmXpLufLJvulgOTcI82jFmJ2oa8hAGDqYG2gCmAAoBBgOaA8YFggzOFZ4f8ifCMP5Dnk+WXN5zYoMal+6p0sC22IbxKwqbILc/b1avcl+Oa6q7xzfjy/xYHNg5KFU0cOSMKKrkwQTecPcdDvEl1T+9UJloUX7djCmgKbLNvBHP4dY94xXqZfAp+Fn+9f/5/2H9Nf1t+BX1Mey95snbWc55wDG0jaeZkWGB9W1pW8VBIS2NFRj/3OHoy1SsNJSceKhcaEP0I2QG0+pPze+xz5YDeqdfx0F/K98PAvb239LFqrCKnIaJrnQSZ75QvkciNvIoOiMCF04NJgiOBY4AJgBWAh4BfgZuCPIRAhqWIaYuLjgeS2pUDmn2eRKNWqK6tR7MeuS2/cMXiy33SPdkc4BTnIO469V38ggOlCr8RyxjEH6MmYy0ANHI6tkDGRp5MOVKSV6VcbmHpZRNq6G1mcYl0T3e1ebt7Xn2cfnZ/6n/4f59/4X69fTV8Snr+d1F1R3LhbiNrEGeqYvZd9liwUyZOXkhdQiY8wDUuL3cooCGuGqYTjwxuBUn+JfcI8Pfo+eET20vUpc0nx9fAurrTtCmvv6mapL6fL5vwlgaTco84jFqJ3Ia+hAKDqoG3gCqAAoBBgOaA8IFfgzGFZof7ie6MPJDkk+OXNJzVoMKl+KpxsCm2HbxGwqHIKM/X1abckuOV6qnxyPjt/xEHMQ5FFUgcNSMFKrQwPDeYPcNDuElxT+xUIloRX7RjB2gHbLFvAnP3dY14xHqYfAl+Fn+9f/5/2H9Nf1x+Bn1NezF5tHbYc6BwD20maelkW2CBW11W9VBMS2dFSj/7OH4y2SsSJSweLxceEAIJ3QG5+pfzgOx45YXerdf10GPK+8PEvcG3+LFurCanJKJunQeZ8pQykcuNvooQiMGF1INKgiSBZIAJgBWAhoBegZuCO4Q/hqOIZ4uIjgSS2JUAmnmeQaNSqKqtQ7MauSm/bMXdy3nSONkX4A/nG+419Vj8fQOgCroRxxi/H58mXy37M246skDCRppMNVKOV6Fca2HmZRBq5m1kcYd0TXe0ebp7XX2cfnZ/6n/4f6B/4n6+fTd8THr/d1N1SXLkbiZrE2etYvld+lizUypOYkhhQis8xDUzL3wopSGyGqsTlAxyBU7+KvcM8Pzo/uEY20/Uqc0sx9vAvrrXtC2vw6mepMGfMpvzlgiTdI86jFyJ3Ya/hAODq4G3gCqAAoBBgOWA74FegzCFZIf5ieuMOpDik+CXMZzSoL+l9KptsCW2GLxCwp3IJM/S1aLcjuOQ6qTxw/jp/w0HLA5AFUQcMCMBKrAwODeUPb9DtEluT+hUH1oOX7FjBGgFbK9vAHP1dYx4wnqXfAh+FX+8f/5/2X9Of11+B31OezJ5tnbac6NwEW0oaexkXmCEW2FW+VBQS2tFTj//OIMy3isWJTEeMxcjEAYJ4gG++pzzhex95Yrestf60GfKAMTIvcW3/LFxrCmnKKJxnQqZ9JQ0kc2NwIoSiMKF1YNLgiWBZIAJgBWAhoBdgZqCOoQ9hqKIZYuGjgKS1ZX9mXaePqNPqKatP7MWuSW/Z8XZy3TSNNkS4ArnFu4w9VP8eAObCrYRwhi7H5omWy33M2o6rkC+RpZMMVKLV55caGHjZQ5q421hcYV0S3eyebl7XH2bfnV/6n/4f6B/4n6/fTh8TXoBeFV1S3LmbilrFmewYvxd/Vi3Uy5OZkhlQi88yTU3L4AoqSG3GrATmAx3BVP+LvcR8AHpAuIc21TUrs0wx+DAwrrbtDCvxqmhpMWfNZv2lguTdo88jF6J34bAhASDrIG4gCqAAoBAgOWA7oFdgy+FY4f3iemMOJDfk92XLpzPoLyl8KppsCG2FLw+wpnIIM/N1Z3cieOM6p/xv/jk/wgHJw48FT8cLCP8KaswNDeQPbtDsElqT+VUHFoLX65jAWgCbKxv/XLzdYp4wXqWfAh+FX+8f/1/2X9Of15+CH1PezR5uHbdc6VwFG0rae5kYWCHW2RW/FBTS29FUj8EOYcy4ysbJTUeOBcoEAsJ5wHC+qHzieyB5Y7ettf+0GzKBMTMvcm3ALJ1rCynK6J0nQ2Z95Q3kc+NwooTiMSF1oNMgiWBZIAJgBSAhoBdgZmCOYQ8hqCIY4uEjv+R0pX6mXOeOqNLqKOtPLMSuSG/Y8XVy3DSL9kO4AbnEe4s9U78cwOWCrERvRi2H5UmVi3yM2U6qkC6RpNMLlKHV5tcZGHgZQtq4W1fcYN0Snexebd7W32afnV/6X/4f6B/437AfTl8T3oDeFd1TXLpbitrGGezYv9dAFm6UzJOakhpQjM8zTU8L4UoriG8GrQTnQx8BVf+M/cW8AXpB+Ih21jUss00x+TAxrrftDSvyqmkpMifOJv5lg2TeY8+jGCJ4IbBhAWDrIG4gCqAAoBAgOSA7oFcgy2FYYf1ieeMNZDdk9qXK5zMoLil7aplsB22ELw6wpTIG8/J1ZnchOOH6pvxuvjf/wMHIw43FTocJyP4KacwLzeMPbdDrElmT+FUGFoHX6tj/2f/a6pv+3LxdYh4wHqVfAd+FH+8f/1/2X9Pf15+CX1RezV5uXbfc6dwFm0uafFkZWCLW2hWAFFXS3NFVz8IOYwy5ysfJToePRctEBAJ7AHH+qbzjuyG5ZPeu9cD0XDKCMTQvc23BLJ4rDCnLqJ3nQ+Z+ZQ5kdGNxIoViMWF14NNgiaBZYAJgBSAhYBcgZiCOIQ6hp6IYYuCjv2R0JX3mXCeN6NIqJ+tOLMOuRy/X8XQy2vSK9kJ4AHnDe4n9Ur8bgOSCqwRuRixH5EmUi3uM2E6pkC2Ro9MKlKEV5dcYWHdZQhq3m1dcYF0SHevebZ7Wn2afnR/6X/4f6F/437BfTp8UHoEeFl1T3Lrbi5rG2e2YgNeBFm+UzVObkhtQjc80TVAL4oosiHAGrkTogyBBVz+OPcb8ArpDOIl213Ut805x+jAyrrjtDivzamopMufO5v7lhCTe49AjGKJ4obDhAaDrYG5gCqAAoBAgOSA7YFbgyyFX4fzieWMM5Dak9iXKJzIoLWl6apisBm2DLw1wpDIF8/E1ZTcgOOC6pbxtfja//4GHg4yFTUcIiPzKaIwKzeHPbNDqEliT91UFVoEX6hj/Gf9a6hv+XLvdYd4vnqUfAZ+E3+7f/1/2X9Pf19+Cn1Sezd5u3bhc6pwGW0wafRkaGCOW2tWBFFbS3dFWz8MOZAy7CskJT8eQRcxEBUJ8QHM+qrzk+yL5Zjev9cH0XTKDMTUvdG3B7J8rDOnMaJ7nRKZ/JQ7kdONxooXiMeF2YNNgieBZYAKgBSAhYBbgZeCNoQ5hpyIX4uAjvqRzZX0mW2eNKNEqJutNLMKuRi/W8XMy2fSJtkE4PzmCO4i9UX8agONCqcRtBitH4wmTS3qM106oUCyRotMJlKAV5RcXmHbZQZq3G1bcX90RneuebV7WX2ZfnR/6X/4f6F/5H7CfTt8UXoGeFt1UnLtbjBrHme5YgZeB1nCUzlOckhxQjw81jVFL44otyHFGr4TpwyGBWH+Pfcf8A/pEOIq22HUu809x+zAzrrntDyv0amrpM6fPpv+lhKTfY9CjGOJ44bEhAeDroG5gCuAAoBAgOOA7IFagyuFXofxieOMMZDYk9WXJZzFoLGl5qpesBW2CLwxwozIEs/A1Y/ce+N+6pHxsPjV//oGGQ4tFTEcHiPvKZ4wJzeDPa9DpElfT9pUEVoBX6Vj+Wf6a6Vv93LtdYV4vXqTfAV+E3+7f/1/2X9Qf2B+DH1Tezh5vXbjc6xwG20zafdka2CRW29WB1FfS3tFXz8QOZQy8CspJUMeRhc2EBkJ9QHR+q/zl+yP5ZzexNcM0XnKEcTYvdW3C7KArDenNaJ+nRWZ/5Q+kdWNyIoYiMiF2oNOgieBZoAKgBSAhIBagZaCNYQ3hpuIXot9jviRypXxmWqeMKNBqJitMLMGuRS/VsXIy2LSIdkA4PfmA+4d9UD8ZQOICqMRrxioH4gmSS3lM1k6nUCuRodMI1J9V5FcW2HYZQNq2W1YcX10RHetebR7WH2YfnN/6X/4f6F/5X7DfTx8U3oIeFx1VHLwbjNrIWe8YgleC1nFUz1Odkh1QkA82jVJL5MovCHKGsMTqwyKBWb+Qfck8BPpFeIv22bUv81Bx/DA0rrrtD+v1KmupNGfQZsBlxWTgI9EjGWJ5YbFhAiDr4G6gCuAAoA/gOKA64FYgymFXIfvieGMLpDVk9KXIpzCoK6l4qpasBK2BLwtwofIDs+71YvcduN56ozxrPjR//UGFA4pFSwcGSPqKZowIjd/PatDoElbT9ZUDlr+XqJj9mf4a6Nv9XLrdYR4vHqSfAR+En+7f/1/2n9Qf2F+DX1Uezp5v3blc65wHm02afpkbmCVW3JWC1FjS39FYz8VOZky9SstJUgeSxc7EB4J+gHV+rTznOyU5aHeyNcQ0X3KFcTdvdm3D7KDrDqnOKKBnRiZAZVAkdiNyooaiMqF24NPgiiBZoAKgBSAhIBagZWCNIQ2hpmIXIt7jvWRyJXumWeeLaM9qJStLLMCuRC/UsXDy17SHdn73/Pm/u0Z9Tv8YAODCp4RqxijH4MmRC3hM1Q6mUCqRoNMH1J5V41cWGHVZQBq121WcXt0Q3erebJ7V32YfnN/6X/4f6J/5X7EfT18VHoJeF51VnLybjZrJGfAYgxeDlnJU0FOekh6QkQ83jVOL5cowCHOGscTsAyPBWv+Rvcp8BjpGuIz22rUxM1Fx/XA1rrutEOv2KmypNSfRJsElxeTgo9GjGeJ5obHhAmDr4G6gCuAAoA/gOKA6oFXgyiFW4fuid+MLJDSk8+XH5y/oKul3qpWsA62ALwpwoPICc+31YbccuN06ojxp/jM//AGEA4kFSccFSPmKZUwHjd7PaZDnElXT9NUC1r7Xp9j82f1a6Fv83LqdYJ4unqRfAN+En+6f/1/2n9Rf2F+Dn1Wezx5wXbnc7BwIG05af1kcWCYW3ZWD1FnS4NFZz8ZOZ0y+SsyJU0eUBdAECMJ/wHa+rnzoeyZ5abezdcU0YHKGcThvd23E7KHrD6nO6KEnRuZBJVDkdqNzIociMuF3INQgimBZoAKgBSAg4BZgZSCM4Q0hpeIWot5jvORxZXsmWSeKqM6qJCtKLP+uAy/TsW/y1nSGNn23+7m+u0U9Tb8WwN+CpkRphifH38mQC3dM1A6lUCmRn9MG1J2V4pcVWHSZf1p1W1UcXl0QXeqebF7Vn2XfnN/6X/4f6J/5n7FfT98VnoLeGB1WHL0bjhrJ2fDYhBeElnNU0VOfkh+Qkg84zVSL5woxSHTGswTtQyUBW/+S/cu8B3pHuI422/UyM1Kx/nA2rrytEev26m1pNefR5sGlxqThI9IjGmJ6IbIhAqDsIG7gCuAAoA/gOGA6YFWgyeFWYfsid2MKpDQk8yXHJy8oKel26pSsAq2/Lslwn/IBc+y1YLcbeNv6oPxovjH/+sGCw4fFSMcECPhKZEwGjd3PaJDmElTT89UB1r3Xpxj8Wfza55v8XLodYB4uXqPfAN+EX+6f/1/2n9Rf2J+D31Xez15wnbpc7NwI207aQBldGCbW3lWElFrS4dFaz8dOaIy/is2JVEeVBdFECgJBALf+r3zpuyd5are0dcZ0YbKHcTlveG3F7KLrEGnP6KHnR6ZB5VFkdyNzoodiMyF3YNRgimBZ4AKgBOAg4BYgZOCMYQzhpaIWIt3jvGRwpXpmWGeJqM3qI2tJbP6uAi/SsW6y1XSFNny3+nm9e0P9TL8VgN6CpQRoRiaH3omOy3YM0w6kUCiRntMGFJyV4dcUmHPZftp0m1ScXd0P3eoebB7VX2WfnJ/6H/5f6N/537FfUB8V3oNeGJ1WnL3bjtrKWfGYhNeFVnQU0hOgkiCQkw85zVXL6AoyiHYGtETugyZBXT+UPcy8CLpI+I823PUzc1Ox/3A3rr2tEqv36m4pNufSpsJlxyTho9KjGuJ6obJhAuDsYG8gCyAAoA+gOGA6YFVgyWFV4fqiduMJ5DNk8qXGZy4oKSl16pPsAa2+LsgwnrIAc+u1X3caONr6n7xnfjC/+YGBg4aFR4cCyPcKYwwFTdyPZ5DlElQT8xUBFr0Xplj7mfwa5xv73LmdX94uHqOfAJ+EH+6f/1/2n9Sf2N+EH1Yez95xHbrc7VwJW0+aQNld2CfW31WFlFvS4tFcD8iOaYyAiw7JVYeWRdJEC0JCQLk+sLzquyi5a/e1tcd0YrKIsTpveW3GrKOrEWnQqKKnSGZCZVHkd6N0IofiM6F3oNSgiqBZ4AKgBOAg4BYgZKCMIQxhpSIVot1ju6Rv5XmmV2eI6MzqImtIbP2uAS/RcW2y1DSD9nt3+Xm8O0K9S38UgN1CpARnBiWH3UmNy3UM0c6jUCeRnhMFFJvV4RcT2HMZfhp0G1PcXV0PXenea97VH2VfnJ/6H/5f6N/537GfUF8WHoOeGR1XHL5bj5rLGfJYhZeGVnUU0xOhkiGQlE86zVbL6UoziHdGtUTvwydBXn+Vfc38CbpKOJB23jU0c1SxwHB4rr6tE6v46m8pN6fTZsMlx+TiY9MjGyJ64bKhAyDsoG8gCyAAoA+gOCA6IFUgySFVofoidmMJZDLk8eXFpy1oKCl1KpLsAK29LscwnbI/M6p1XjcZONm6nnxmPi9/+IGAQ4WFRkcByPYKYgwETduPZpDkElMT8hUAFrxXpZj62fta5pv7XLkdX14tnqNfAF+EH+6f/1/239Sf2R+EX1ae0B5xnbtc7dwKG1BaQZle2CiW4FWGlFyS49FdD8mOaoyByw/JVseXhdOEDEJDQLp+sfzr+yn5bPe29ci0Y/KJsTtvem3HrKSrEinRaKNnSOZDJVKkeCN0oohiM+F4INTgiuBZ4AKgBOAgoBXgZGCL4QwhpKIVItyjuyRvZXjmVqeIKMwqIWtHbPyuAC/QcWyy0zSC9no3+Dm6+0F9Sj8TQNwCosRmBiRH3EmMi3PM0M6iUCaRnRMEFJrV4BcTGHJZfVpzW1NcXN0PHelea17U32VfnF/6H/5f6N/6H7HfUJ8WnoQeGZ1XnL8bkBrL2fMYhleHFnXU1BOikiKQlU88DVfL6ko0yHhGtoTwwyiBX7+Wfc88CvpLOJG23zU1c1XxwXB5rr+tFKv5qm/pOGfUJsPlyGTi49OjG6J7YbMhA2DsoG9gCyAAoA+gOCA54FTgyOFVIfmidaMI5DIk8SXE5yyoJ2l0KpHsP618LsYwnLI+M6l1XTcX+Nh6nXxlPi5/90G/A0RFRUcAiPTKYMwDTdqPZZDjElIT8RU/VnuXpNj6Gfra5dv63LidXx4tXqMfAB+D3+5f/1/239Tf2V+En1be0J5yHbvc7lwKm1EaQllfmCmW4RWHlF2S5NFeD8qOa8yCyxEJV8eYhdTEDYJEgLt+szztOyr5bje39cm0ZPKKsTxve23IrKVrEunSKKQnSaZD5VMkeKN1IoiiNGF4YNUgiuBaIAKgBOAgoBWgZCCLoQuhpCIUotwjumRupXgmVeeHaMsqIKtGbPuuPu+PcWty0fSBtnk39vm5+0B9SP8SANrCoYRkxiMH2wmLi3LMz86hECWRnBMDVJoV31cSGHGZfNpy21LcXF0Onekeax7Un2UfnF/6H/5f6R/6H7IfUN8W3oReGh1YXL+bkNrMmfPYh1eH1nbU1ROjkiOQlk89DVkL64o1yHmGt8TyAynBYP+XvdB8DDpMeJK24HU2s1bxwnB6roCtVav6qnCpOSfU5sRlySTjY9QjHCJ7obNhA6Ds4G9gCyAAoA9gN+A5oFSgyGFU4fkidSMIJDGk8GXEJyvoJqlzapDsPq17LsUwm3I886g1W/cWuNc6nDxj/i0/9gG+A0MFRAc/SLPKX8wCDdmPZJDiUlET8FU+lnrXpBj5Wfoa5Vv6HLgdXp4s3qLfP99D3+5f/1/239Tf2V+E31ce0N5yXbxc7xwLW1GaQxlgWCpW4hWIVF6S5dFfD8uObMyECxJJWQeZxdYEDsJFwLy+tHzueyw5b3e5Ncr0ZfKLsT1vfG3JrKZrE+nTKKTnSmZEZVPkeWN1YokiNKF4oNVgiyBaIAKgBOAgYBWgY+CLYQtho+IUItujueRt5XdmVSeGaMpqH6tFbPquPe+OcWpy0PSAdnf39fm4u389B/8QwNnCoERjhiIH2gmKS3HMzs6gECSRmxMCVJkV3pcRWHDZfBpyG1JcW90OHeieat7UX2TfnB/6H/5f6R/6X7JfUR8XXoTeGp1Y3IAb0VrNWfSYiBeI1nfU1dOkkiSQl08+DVoL7Io3CHrGuQTzQysBYf+Y/dF8DTpNuJP24XU3s1fxw7B7roGtVmv7anGpOefVZsUlyaTkI9SjHKJ8IbOhA+DtIG+gC2AAoA9gN+A5YFRgyCFUYfiidKMHpDDk76XDZysoJalyapAsPa16LsQwmnI786c1WrcVuNY6mvxiviv/9MG8w0IFQsc+SLKKXswBDdhPY5DhUlBT71U9lnnXo1j42fma5Jv5nLedXh4snqKfP59Dn+5f/1/239Tf2Z+FH1de0V5y3bzc75wL21JaQ9lhGCsW4tWJVF+S5tFgD8zObgyFCxNJWkebBdcEEAJHAL3+tXzvey15cHe6Ncv0ZzKM8T5vfW3KrKdrFKnT6KWnSyZFJVRkeeN14omiNSF44NWgiyBaYALgBOAgYBVgY6CK4Qsho2ITotsjuSRtZXamVGeFqMlqHqtEbPmuPO+NMWlyz7S/djb39Lm3e339Br8PwNiCn0RihiDH2MmJS3CMzY6fECORmhMBVJhV3ZcQmHAZe1pxm1HcW10Nneheap7UH2TfnB/53/5f6R/6n7KfUZ8XnoVeGx1ZXIDb0hrOGfVYiNeJlniU1tOlkiWQmI8/TVtL7co4SHvGugT0gyxBYz+aPdK8DnpOuJT24rU481kxxLB8roKtV2v8anJpOqfWJsXlymTko9VjHSJ8YbQhBCDtYG+gC2AAoA9gN6A5YFQgx+FT4fhidCMHJDAk7yXCpyooJOlxao8sPK15LsLwmXI6s6X1WbcUeNT6mbxhfiq/84G7g0DFQcc9CLGKXYwADddPYpDgUk9T7pU81nkXopj4Gfja5Bv5HLcdXd4sXqJfP59Dn+4f/1/3H9Uf2d+FX1fe0Z5zXb1c8BwMm1MaRJlh2CwW49WKVGCS59FhD83ObwyGSxSJW0ecRdhEEQJIAL8+trzwuy65cbe7dc00aDKN8T9vfm3LbKgrFanUqKZnS+ZFpVTkemN2YoniNWF5INXgi2BaYALgBOAgIBUgY2CKoQqhouITItpjuKRspXXmU6eE6MiqHetDrPiuO++MMWgyzrS+NjW383m2O3y9BX8OgNdCngRhRh+H18mIC2+MzI6eECKRmRMAVJdV3NcP2G9Zetpw21EcWt0NXefeal7T32Sfm9/53/5f6V/6n7LfUd8X3oWeG51Z3IFb0trOmfYYiZeKlnmU19OmkiaQmY8ATZxL7wo5SH0Gu0T1gy1BZH+bPdP8D7pP+JY247U581oxxbB9roOtWGv9KnNpO6fW5salyuTlI9XjHWJ84bRhBGDtoG/gC2AAoA9gN2A5IFPgx2FToffic6MGZC+k7mXB5yloI+lwqo4sO614LsHwmDI5s6T1WHcTONO6mLxgPil/8oG6Q3+FAIc8CLBKXIw+zZZPYZDfUk5T7ZU71nhXodj3Wfga45v4nLbdXV4r3qIfP19DX+4f/1/3H9Uf2h+Fn1ge0h5z3b3c8NwNG1OaRVlimCzW5JWLFGGS6NFiT87OcAyHSxWJXIedRdmEEkJJQIB+9/zx+y+5cve8dc40aTKO8QBvv23MbKkrFmnVaKcnTKZGZVWkeuN24opiNaF5YNXgi6BaYALgBKAgIBUgYyCKYQphoqISotnjt+Rr5XUmUueD6MeqHOtCrPeuOu+LMWcyzXS9NjR38jm1O3u9BD8NQNYCnMRgBh6H1omHC25My46dECGRmFM/lFaV3BcPGG7ZehpwW1CcWl0M3eeead7Tn2Rfm9/53/5f6V/637MfUh8YXoYeHB1aXIIb01rPWfbYipeLVnqU2NOnkieQmo8BTZ2L8Ao6iH5GvIT2wy6BZb+cfdU8EPpROJd25PU681sxxrB+roRtWSv+KnQpPGfXpscly6Tlo9ZjHeJ9IbShBKDtoG/gC2AAoA8gN2A44FOgxyFTIfdicyMF5C7k7aXBJyioIylvqo0sOq13LsDwlzI4s6O1V3cSONK6l3xfPih/8UG5Q35FP0b6yK9KW0w9zZVPYJDeUk1T7JU7FneXoRj2mfea4tv4HLZdXN4rnqHfPx9DH+4f/1/3H9Vf2h+F31he0l50Xb5c8VwN21RaRhljmC2W5ZWMFGKS6dFjT9AOcUyIixbJXceehdrEE4JKgIF++TzzOzD5c/e9tc90anKP8QGvgG4NbKorF2nWaKfnTSZHJVYke2N3YoriNiF54NYgi6BaoALgBKAgIBTgYuCKIQnhoiISItljt2RrZXSmUieDKMbqG+tBrPauOe+KMWXyzHS79jN38Tmz+3p9Av8MANTCm4Rexh1H1UmFy21Myo6cECCRl1M+lFWV2xcOWG4ZeVpvm1AcWd0MXeceaZ7TX2Qfm9/53/5f6V/7H7NfUl8YnoaeHF1a3IKb1BrQGfeYi1eMVntU2dOokijQm48CjZ6L8Uo7yH9GvcT4Ay/BZr+dvdY8EfpSOJh25fU8M1wxx7B/roVtWiv+6nTpPSfYZsflzCTmY9bjHmJ9obUhBSDt4HAgC6AAoA8gNyA4oFNgxuFS4fbicqMFZC5k7OXAZyfoImlu6oxsOe12Lv/wVjI3c6K1VjcQ+NF6ljxd/ic/8AG4A31FPkb5iK4KWkw8zZRPX5DdUkxT69U6FnaXoFj12fba4lv3nLXdXJ4rXqGfPt9DH+3f/1/3H9Vf2l+GH1je0t50nb7c8dwOW1UaRtlkWC6W5lWNFGOS6tFkT9EOckyJixgJXsefxdvEFMJLwIK++jz0OzI5dTe+tdB0a3KRMQKvgW4ObKrrGCnXKKinTeZHpVbke+N34osiNmF6INZgi+BaoALgBKAf4BSgYqCJ4QmhoaIRotjjtuRqpXPmUWeCaMXqGytArPWuOO+I8WTyy3S69jI37/myu3k9Af8KwNPCmoRdxhwH1EmEy2xMyU6bEB+RllM9lFTV2lcNmG1ZeNpvG0+cWV0L3ebeaV7TH2Qfm5/53/5f6Z/7H7NfUp8ZHobeHN1bnIMb1NrQ2fhYjBeNFnxU2pOpkinQnI8DjZ/L8ko8yECG/sT5QzEBZ/+e/dd8EzpTeJm25zU9M11xyLBArsZtWyv/6nXpPefZJsilzOTm49djHuJ+IbVhBWDuIHAgC6AAoA8gNyA4YFLgxmFSYfZiciMEpC2k7GX/pucoIWlt6otsOO107v7wVPI2c6F1VPcPuNA6lPxcviX/7sG2w3wFPQb4iK0KWQw7jZMPXpDcUkuT6tU5VnXXn5j1WfZa4dv3HLVdXB4q3qEfPp9C3+3f/1/3H9Wf2p+GX1ke0x51Hb9c8lwPG1XaR5llGC9W51WOFGRS69FlT9IOc4yKyxkJYAegxd0EFgJNAIP++3z1ezM5dje/9dG0bHKSMQOvgm4PbKvrGSnX6KlnTqZIZVdkfKN4YouiNuF6YNagjCBaoALgBKAf4BSgYmCJYQkhoSIRIthjtiRp5XMmUKeBqMUqGit/rLSuN++H8WPyyjS5tjD37rmxe3f9AL8JwNKCmURchhsH0wmDi2sMyE6Z0B6RlVM81FPV2ZcM2GyZeBpuW07cWN0LneZeaR7S32Pfm5/53/5f6Z/7X7OfUt8ZXodeHV1cHIPb1VrRmfkYjNeN1n0U25OqUirQnc8EjaDL84o+CEHGwAU6QzJBaT+gPdi8FHpUuJq26DU+c15xyfBBrsdtXCvA6rapPqfZ5sllzWTnY9fjH2J+YbWhBaDuYHBgC6AAoA7gNuA4IFKgxiFR4fXicaMEJC0k66X+5uYoIKltKopsN+1z7v3wU/I1M6B1U/cOuM76k7xbfiS/7YG1g3rFO8b3SKvKWAw6jZIPXZDbUkqT6hU4lnUXntj0mfWa4Rv2nLTdW94qnqDfPl9C3+3f/1/3X9Wf2t+Gn1le0551nb/c8xwPm1ZaSFll2DAW6BWO1GVS7NFmT9MOdIyLyxpJYUeiBd5EFwJOAIU+/Lz2uzR5d3eBNhK0bbKTMQSvgy4QLKzrGenYqKpnT2ZJJVgkfSN44owiNyF6oNbgjCBa4ALgBKAfoBRgYiCJIQjhoOIQotejtaRpZXJmT+eAqMQqGSt+rLOuNq+G8WKyyTS4ti/37bmwe3a9P37IgNFCmARbRhnH0gmCi2oMx06Y0B2RlFM71FMV2JcL2GvZd1pt205cWF0LHeYeaJ7Sn2Ofm1/5n/5f6Z/7X7PfUx8ZnofeHd1cnIRb1hrSWfnYjdeO1n4U3JOrUivQns8FzaHL9Io/CELGwUU7gzNBan+hPdn8FbpVuJv26XU/c19xyvBCrshtXOvBqrdpP2fapsnlziToI9hjH6J+4bXhBeDuYHBgC6AAoA7gNuA4IFJgxeFRofWicSMDpCxk6uX+JuVoH6lsKomsNu1y7vywUvI0M581UrcNeM36krxafiN/7IG0g3mFOsb2SKrKVsw5jZEPXJDaUkmT6RU3lnRXnhjz2fUa4Jv13LRdW14qXqCfPh9Cn+2f/1/3X9Xf2t+G31me0952HYBdM5wQW1caSNlmmDEW6RWP1GZS7dFnT9ROdYyNCxtJYkejRd+EGEJPQIZ+/fz3+zW5eLeCNhO0brKUMQWvhC4RLK2rGunZqKsnUCZJpVikfaN5YoxiN6F64NcgjGBa4ALgBKAfoBQgYeCI4QhhoGIQItcjtORopXGmTue/6INqGGt97LKuNa+F8WGyx/S3di637HmvO3W9Pj7HQNAClsRaRhiH0MmBS2kMxk6X0ByRk1M61FIV19cLGGsZdtptW03cV90KneWeaF7SX2Ofm1/5n/6f6d/7n7QfU58aHogeHl1dHITb1prS2fqYjpePln8U3ZOsUizQn88GzaML9coASIQGwoU8wzSBa7+ifdr8FrpW+J026nUAc6Cxy/BDrsltXevCqrhpAGgbZsqlzuToo9jjICJ/IbZhBiDuoHCgC+AAoA7gNqA34FIgxWFRIfUicKMC5Cvk6iX9ZuSoHulrKoisNe1x7vuwUfIy8541UbcMOMy6kXxZPiJ/60GzQ3iFOYb1CKmKVcw4TZAPW1DZUkiT6BU21nOXnVjzGfRa4Bv1XLPdWt4p3qBfPh9Cn+2f/1/3X9Xf2x+HH1oe1F52nYDdNBwQ21faSZlnWDHW6dWQ1GdS7tFoT9VOdsyOCxyJY4ekheCEGYJQgId+/zz4+za5ebeDdhT0b7KVMQavhS4SLK6rG6naaKvnUOZKZVkkfiN54oziN+F7INdgjKBbIALgBGAfoBPgYeCIoQghn+IPotajtGRn5XDmTie/KIJqF2t87LGuNK+EsWCyxvS2Ni136zmt+3R9PP7GAM8ClcRZBheHz8mAS2fMxQ6W0BuRklM6FFFV1xcKWGpZdhpsm01cV10KHeVeaB7SH2Nfmx/5n/6f6d/737RfU98aXoieHt1dnIWb11rTmftYj1eQln/U3pOtUi3QoM8IDaQL9soBiIVGw4U+AzXBbL+jvdw8F/pYOJ4267UBs6GxzPBErsptXuvDarkpASgcJstlz2TpI9ljIKJ/obahBmDu4HCgC+AAoA7gNqA3oFHgxSFQ4fSib+MCZCsk6WX8puPoHilqaoesNO1w7vqwULIx85z1UHcLOMt6kDxX/iE/6gGyA3dFOEbzyKiKVMw3TY8PWlDYUkfT51U11nKXnJjyWfOa31v03LNdWp4pnqAfPd9CX+2f/1/3X9Yf21+HX1pe1N523YFdNJwRm1iaSlloGDKW6tWRlGhS79Fpj9ZOd8yPSx3JZMelheHEGsJRwIi+wD06Ozf5eveEdhX0cPKWcQevhi4TLK9rHKnbKKynUaZLJVnkfqN6Yo1iOCF7oNegjKBbIAMgBGAfYBPgYaCIYQehn2IPItYjs6RnZXAmTWe+KIGqFmt77LCuM6+DsV9yxbS1Nix36jmsu3M9O/7EwM3ClIRXxhZHzom/CybMxA6V0BqRkZM5FFBV1hcJmGmZdVpsG0ycVt0J3eTeZ97R32Mfmx/5n/6f6d/737SfVB8a3okeH11eHIYb2BrUWfwYkBeRVkDVH1OuUi7Qog8JDaVL+AoCiIZGxMU/QzcBbf+k/d18GTpZOJ927LUCs6KxzfBFrsttX+vEarnpAegc5swl0CTpo9njISJ/4bbhBqDvIHDgC+AAoA6gNmA3YFGgxKFQYfQib2MB5Cpk6OX75uMoHSlpaoasM+1v7vmwT7Iw85u1TzcJ+Mo6jvxWvh//6MGww3YFN0byyKdKU4w2TY3PWVDXUkbT5lU1FnHXm9jx2fMa3tv0XLMdWh4pHp/fPZ9CH+1f/1/3X9Yf25+Hn1qe1R53XYHdNVwSG1kaSxlpGDOW65WSlGlS8NFqj9eOeQyQSx7JZcemxeMEG8JTAIn+wX07ezk5fDeFthc0cfKXcQivhy4ULLBrHWncKK1nUiZLpVpkfyN64o3iOKF74NfgjOBbIAMgBGAfYBOgYWCH4QdhnyIOotWjsyRmpW9mTKe9aICqFat67K+uMq+CsV5yxLSz9is36Pmru3H9Or7DwMyCk0RWxhUHzUm+CyWMww6U0BmRkJM4FE+V1VcI2GjZdJprW0wcVl0JXeSeZ17Rn2Lfmt/5n/6f6h/8H7TfVF8bHoleH91enIbb2JrVGfzYkReSVkGVIFOvUi/Qow8KDaZL+QoDyIeGxgUAQ3hBbz+mPd68GjpaeKB27fUD86PxzvBG7sxtYKvFKrrpAqgdpsyl0KTqY9pjIaJAYfdhBuDvYHDgC+AAoA6gNiA3IFFgxGFP4fOibuMBJCnk6CX7JuIoHGloqoXsMu1u7viwTrIvs5q1TjcIuMk6jfxVfh6/58Gvw3UFNgbxiKYKUow1DYzPWFDWUkXT5ZU0VnEXmxjxGfJa3lvz3LKdWZ4o3p+fPV9CH+1f/x/3n9Zf25+H31re1Z533YJdNdwS21naS9lp2DRW7JWTlGpS8dFrj9iOegyRiyAJZweoBeREHQJUAIs+wr08uzo5fTeGthg0czKYcQmviC4VLLFrHinc6K4nUuZMZVskf+N7Yo4iOOF8INggjSBbYAMgBGAfIBNgYSCHoQbhnqIOItTjsmRl5W6mS+e8qL/p1Kt57K6uMa+BsV0yw3Sy9io357mqe3D9OX7CgMtCkgRVhhQHzEm8yySMwc6T0BiRj5M3VE6V1JcIGGgZdBpq20ucVd0I3eQeZx7RX2Lfmt/5X/6f6h/8X7UfVJ8bXoneIF1fXIdb2VrV2f2YkdeTFkKVIVOwUjDQpA8LTaeL+koEyIjGxwUBg3lBcH+nPd/8G3pbuKG27vUE86Tx0DBH7s0tYavGKrupA2geZs1l0WTq49rjIiJAofehByDvYHEgDCAAoA6gNiA3IFEgxCFPofMibmMApCkk52X6ZuFoG6lnqoTsMe1t7vdwTXIus5l1TPcHuMf6jLxUfh1/5oGug3PFNMbwSKUKUUw0DYvPV1DVUkTT5JUzVnBXmljwWfHa3ZvzXLIdWV4onp9fPR9B3+1f/x/3n9Zf29+IH1te1d54XYLdNlwTW1qaTJlqmDUW7ZWUVGtS8tFsj9mOewySiyEJaEepBeVEHkJVQIw+w/09uzt5fneH9hl0dDKZcQrviS4V7LIrHyndqK7nU6ZM5VukQGO74o6iOWF8YNhgjSBbYAMgBGAfIBNgYOCHYQahniINotRjseRlZW4mSye7qL7p06t47K2uMK+AcVwywnSxtij35nmpO2+9OD7BQMoCkQRURhLHywm7yyOMwM6SkBeRjpM2VE3V05cHWGdZc1pqG0scVV0IXePeZt7RH2Kfmp/5X/6f6l/8X7UfVN8b3opeIN1f3Ifb2drWmf5YkpeUFkOVIlOxUjHQpQ8MTaiL+0oGCIoGyEUCw3qBcb+ofeD8HLpcuKL28DUGM6Xx0TBI7s4tYqvG6rypBGgfJs4l0eTrY9tjImJBIffhB2DvoHEgDCAAoA5gNeA24FDgw6FPIfLibeMAJCik5qX5puCoGqlmqoPsMO1s7vZwTHItc5h1S/cGeMa6i3xTPhx/5UGtQ3KFM8bvSKPKUEwzDYrPVlDUkkQT45Uylm9XmVjvmfEa3Rvy3LGdWN4oHp7fPN9B3+0f/x/3n9af3B+IX1ue1l54nYNdNtwUG1saTVlrWDYW7lWVVGwS89Ftj9qOfEyTyyJJaUeqReaEH4JWgI1+xP0++zy5f3eI9hp0dTKasQvvii4W7LMrH+neaK+nVGZNpVwkQOO8Yo8iOaF8oNhgjWBboAMgBGAe4BMgYKCHIQZhneINItPjsWRkpW1mSme66L4p0ut4LKyuL6+/cRsywTSwtie35XmoO259Nv7AAMkCj8RTBhHHygm6iyJM/85RkBaRjZM1VEzV0tcGmGbZcpppm0qcVN0IHeNeZp7Q32Jfmp/5X/6f6l/8n7VfVR8cHoqeIR1gXIib2prXGf8Yk1eU1kRVI1OyUjLQpk8NTanL/IoHSIsGyYUEA3vBcr+pveI8Hfpd+KP28TUHM6bx0jBJ7s8tY2vH6r1pBSgf5s7l0qTsI9vjIuJBofhhB6Dv4HFgDCAAoA5gNeA2oFCgw2FO4fJibWM/Y+fk5iX45t/oGell6oLsL+1r7vVwS3Isc5c1SrcFOMW6ijxR/hs/5AGsA3FFMobuCKLKTwwxzYnPVVDTkkMT4tUxlm6XmJju2fBa3JvyXLEdWJ4n3p6fPJ9Bn+0f/x/3n9af3F+In1ve1p55HYPdN5wUm1vaThlsGDbW71WWVG0S9NFuj9vOfUyUyyNJaoerhefEIMJXwI6+xj0AO335QLfKNhu0dnKbsQzviy4X7LQrIOnfaLBnVSZOZVzkQWO84o9iOiF9INigjaBboAMgBGAe4BLgYGCGoQXhnWIMotNjsKRj5WymSae6KL0p0et3LKuuLm++cRnywDSvdia35Dmm+209Nf7+wIfCjoRSBhCHyMm5iyFM/s5QkBWRjJM0lEwV0hcFmGYZchpo20ncVF0HneMeZh7Qn2Ifmp/5X/6f6l/8n7WfVZ8cnoseIZ1g3Ikb21rX2f/YlFeVlkVVJBOzUjQQp08OjarL/coISIxGysUFA30Bc/+q/eN8HvpfOKU28nUIM6gx0zBK7tAtZGvIqr4pBeggps9l0yTso9xjI2JB4fihB+DwIHFgDCAAoA5gNaA2YFBgwyFOYfHibOM+4+dk5WX4Jt8oGOlk6oIsLy1q7vRwSjIrM5Y1SXcEOMR6iTxQvhn/4sGqw3BFMUbtCKGKTgwwzYiPVFDSkkIT4dUw1m3Xl9juWe/a29vx3LCdWB4nnp5fPJ9BX+0f/x/339bf3F+I31xe1x55nYRdOBwVW1yaTtls2DeW8BWXVG4S9dFvz9zOfoyWCySJa8esxekEIcJZAI/+x30Be375QffLdhy0d3KcsQ3vjC4Y7LTrIangKLEnVeZO5V1kQeO9Io/iOmF9YNjgjaBboAMgBCAe4BLgYCCGYQWhnOIMItLjsCRjZWvmSOe5aLxp0Ot2LKquLW+9cRjy/vRuNiV34vmlu2v9NL79wIaCjURQxg9Hx8m4SyAM/Y5PkBSRi9MzlEsV0VcE2GVZcVpoW0lcU90HHeKeZd7QX2Ifml/5X/6f6p/837XfVd8c3oueIh1hXInb29rYmcCY1ReWlkZVJRO0UjUQqE8PjawL/soJiI2Gy8UGQ34BdT+r/eS8IDpgOKY283UJc6kx1DBL7tEtZWvJqr8pBqghZtAl0+TtI9zjI+JCYfjhCCDwYHGgDGAAoA5gNaA2IFAgwqFOIfFibGM+Y+ak5KX3Zt5oGClkKoEsLi1p7vNwSTIqM5T1SHcC+MM6h/xPfhi/4cGpw28FMEbryKCKTMwvzYePU1DRkkET4RUwFm0Xlxjtme8a21vxHLAdV54nHp4fPF9BX+zf/x/339bf3J+JH1ye1156HYTdOJwV211aT5ltmDiW8RWYFG8S9tFwz93Of4yXCyXJbMetxeoEIwJaAJE+yL0Ce0A5gvfMdh30eHKdsQ7vjS4Z7LXrIqng6LHnVqZPpV4kQqO9opBiOuF9oNkgjeBb4AMgBCAeoBKgX+CGIQUhnGILotIjr2RipWsmSCe4aLtp0Ct1LKmuLG+8MRfy/fRtNiQ34fmke2r9M378gIVCjERPhg5Hxom3Sx8M/I5OkBORitMylEpV0FcEGGSZcJpnm0jcU10GneJeZZ7QH2Hfml/5X/6f6p/9H7YfVh8dHoveIp1h3Ipb3JrZWcGY1deXVkcVJhO1UjYQqU8Qja0LwApKyI6GzQUHg39Bdn+tPeW8IXpheKd29LUKc6ox1XBM7tItZmvKqr/pB2giJtDl1GTt491jJGJCoflhCGDwYHGgDGAAoA4gNWA14E/gwmFNofDia+M9o+Yk4+X2pt1oF2ljKoAsLS1o7vIwSDIpM5P1RzcBuMH6hrxOfhe/4IGog23FLwbqiJ9KS8wujYaPUlDQkkAT4BUvFmxXlljs2e6a2pvwnK+dV14m3p3fPB9BH+zf/x/339cf3N+JX1ze1956XYVdORwWm13aUFlumDlW8dWZFHAS99Fxz98OQIzYSybJbgevBetEJEJbQJI+yb0Du0F5hDfNth70ebKe8Q/vji4arLbrI2nhqLKnV2ZQZV6kQyO+IpCiOyF94NlgjiBb4ANgBCAeoBJgX6CF4QThnCILItGjruRh5WpmR2e3qLqpzyt0LKiuK2+7MRay/LRr9iM34Lmje2m9Mj77QIQCiwROhg0HxUm2Cx4M+45NkBKRidMx1ElVz5cDWGPZcBpnG0hcUt0GXeHeZV7P32Gfmh/5H/6f6p/9H7ZfVl8dnoxeIx1iXIrb3RraGcJY1peYVkgVJxO2UjcQqk8Rza4LwQpLyI/GzkUIw0CBt7+ufeb8InpiuKi29bULs6tx1nBN7tMtZyvLaoCpSCgi5tGl1STuY94jJKJDIfmhCKDwoHHgDGAAoA4gNWA14E9gwiFNIfBia2M9I+Vk42X15tyoFmliar8r7C1n7vEwRvIn85K1RjcAuMD6hXxNPhZ/30GnQ2yFLcbpiJ5KSswtjYWPUVDPkn9TnxUuVmtXlZjsGe3a2hvwHK9dVt4mXp2fO99BH+zf/x/339cf3N+Jn10e2B563YXdOdwXG16aURlvWDoW8tWaFHES+NFyz+AOQczZSygJbwewReyEJYJcgJN+yv0E+0J5hXfOtiA0erKf8RDvjy4brLerJGniqLNnV+ZQ5V9kQ6O+opEiO2F+INmgjiBcIANgBCAeYBJgX2CFoQRhm6IKotEjriRhZWmmRme26LmpzitzLKeuKm+6MRWy+7Rq9iH333miO2h9MP76AIMCicRNRgvHxEm1CxzM+k5MkBGRiNMw1EhVztcCmGMZb1pmW0ecUl0F3eGeZN7Pn2Gfmh/5H/6f6t/9X7afVp8d3ozeI51jHIub3dra2cMY15eZFkjVJ9O3UjgQq48Sza9LwkpNCJEGz4UJw0HBuL+vveg8I7pjuKm29vUMs6xx13BO7tQtaCvMaoGpSSgjptIl1aTu496jJSJDYfnhCODw4HHgDGAAoA4gNSA1oE8gweFM4fAiauM8o+Tk4qX1JtvoFalhar5r6y1m7vAwRfIm85G1RPc/eL+6RHxL/hU/3gGmA2uFLIboSJ0KSYwsjYRPUFDOkn5TnlUtVmqXlNjrWe1a2ZvvnK7dVl4mHp1fO59A3+zf/x/339df3R+J312e2J57XYZdOlwX219aUdlwGDsW85Wa1HIS+dFzz+EOQszaSykJcEexRe3EJsJdwJS+zD0F+0O5hnfP9iE0e7Kg8RHvkC4crLirJSnjaLQnWKZRpV/kRCO/IpGiO+F+YNngjmBcIANgBCAeYBIgXyCFIQQhmyIKItCjraRgpWjmRae16LjpzWtybKauKW+5MRRy+nRptiC33nmg+2c9L/74wIHCiIRMBgrHwwmzyxvM+U5LUBCRh9Mv1EeVzdcB2GJZbppl20ccUd0FXeEeZJ7PX2Ffmd/5H/7f6t/9X7bfVt8eXo0eJB1jnIwb3prbWcPY2FeaFknVKNO4UjkQrI8TzbBLw0pOCJIG0IULA0MBuf+w/el8JPpk+Kr29/UNs61x2HBP7tUtaSvNKoJpSegkZtLl1mTvY98jJaJD4fphCSDxIHIgDKAAoA4gNSA1YE7gwWFMYe+iamM8I+Qk4eX0ZtsoFKlgqr1r6i1l7u8wRPIls5B1Q7c+OL56QzxKvhP/3MGlA2pFK4bnSJwKSIwrTYNPT1DNkn1TnVUslmnXlBjq2eya2NvvHK5dVh4l3p0fO19An+yf/x/4H9df3V+KH13e2N573YbdOtwYW1/aUplw2DvW9JWb1HLS+tF0z+IORAzbiypJcYeyhe7EJ8JfAJX+zX0HO0T5h7fQ9iJ0fPKh8RLvkS4drLmrJinkKLUnWWZSZWBkRKO/opHiPCF+4NogjqBcIANgBCAeYBHgXuCE4QOhmuIJotAjrSRgJWhmROe1KLfpzGtxbKWuKG+38RNy+XRoth+33Tmfu2Y9Lr73wICCh4RKxgmHwgmyyxqM+E5KUA+RhtMu1EaVzRcBGGGZbdplG0acUV0E3eDeZF7PX2Efmd/5H/7f6t/9n7bfVx8eno2eJJ1kHIyb3xrcGcSY2Rea1krVKdO5UjoQrY8VDbGLxIpPSJNG0cUMQ0QBuz+x/ep8JjpmOKv2+TUO866x2XBQ7tXtaivOKoNpSqglJtOl1uTwI9+jJiJEYfqhCWDxYHIgDKAAoA3gNOA1IE6gwSFMIe8iaaM7Y+Nk4SXzptpoE+lfqrxr6S1k7u4wQ7Iks491Qrc9OL16QfxJvhK/28Gjw2kFKkbmCJrKR0wqTYJPThDMknxTnJUrlmkXk1jqGeva2FvunK3dVZ4lXpzfOx9An+yf/x/4H9ef3Z+KX14e2V58XYddO5wY22CaU1lxmDyW9VWc1HPS+9F2D+NORQzciytJcoezxfAEKQJgAJc+zr0Ie0X5iPfSNiN0ffKjMRQvki4erLprJunlKLXnWiZS5WEkRSOAItJiPKF/INpgjqBcYANgBCAeIBHgXqCEoQNhmmIJYs9jrGRfZWemRCe0aLcpy2twbKSuJ2+28RJy+DRndh532/meu2T9LX72gL9CRkRJxghHwMmxixmM905JUA6RhdMuFEXVzFcAWGDZbVpkm0YcUN0EneBeZB7PH2DfmZ/5H/7f6x/937cfV18e3o4eJR1knI1b39rc2cVY2deblkuVKtO6UjsQro8WDbKLxYpQiJSG0wUNg0VBvH+zPeu8JzpnOK02+jUP86+x2nBR7tbtauvO6oQpS2gl5tRl16Two+AjJqJEofrhCaDxYHJgDKAAoA3gNKA04E5gwOFLoe6iaSM64+Lk4GXy5tloEyleqrtr6C1j7uzwQrIjc441QXc7+Lw6QLxIfhG/2oGig2gFKQbkyJnKRkwpTYFPTRDLknuTm5Uq1mgXkpjpWeta19vuHK1dVV4lHpxfOx9AX+yf/x/4H9ef3Z+Kn15e2Z58nYfdPBwZm2FaU9lyWD2W9lWdlHTS/NF3D+RORgzdyyyJc8e0xfFEKkJhQJg+z70Ju0c5iffTNiR0fzKkMRUvky4fbLtrJ+nl6LanWuZTpWGkReOAotLiPOF/YNqgjuBcYANgA+AeIBGgXmCEYQLhmeII4s7jq+RepWbmQ2ezqLYpyqtvbKOuJi+18REy9zRmdh032rmde2O9LD71QL5CRQRIhgdH/4lwixiM9g5IUA2RhRMtFETVy1c/WCAZbJpj20VcUF0EHeAeY57O32DfmZ/43/7f6x/937dfV98fXo5eJZ1lHI3b4FrdmcYY2peclkyVK9O7UjwQr88XDbPLxspRiJWG1EUOw0aBvb+0fez8KHpoeK42+3URM7Cx27BS7tfta+vP6oTpTCgmptTl2CTxI+CjJyJFIfshCeDxoHKgDOAAoA3gNKA04E4gwGFLIe4iaKM6Y+Ik3+XyJtioEild6rqr5y1iruvwQbIic401QHc6uLr6f7wHPhB/2UGhQ2bFKAbjyJiKRQwoDYBPTBDKknqTmpUqFmdXkdjomeqa1xvtnKzdVN4k3pwfOt9AX+xf/x/4H9ff3d+K317e2h59HYhdPJwaG2IaVJlzGD5W9xWelHXS/dF4D+VOR0zeyy3JdQe2BfKEK4JigJl+0P0Ku0h5izfUdiW0QDLlMRYvlC4gbLxrKKnmqLdnW6ZUZWJkRmOBItNiPWF/oNrgjuBcYANgA+Ad4BFgXiCEIQKhmaIIYs5jqyReJWYmQqeyqLVpyatubKKuJS+08RAy9jRlNhw32bmcO2J9Kz70AL0CQ8RHRgYH/olvSxdM9Q5HUAyRhBMsFEQVypc+mB9Za9pjW0TcT90Dnd+eY17On2CfmV/43/7f6x/+H7efWB8fno7eJd1lnI6b4RreWcbY25edVk1VLJO8Ej0QsM8YTbTLx8pSyJbG1UUPw0fBvr+1ve48KbppuK92/HUSM7Hx3LBT7tjtbOvQqoXpTOgnZtWl2OTx4+EjJ2JFYfuhCmDx4HKgDOAAoA2gNGA0oE3gwCFK4e2iaCM5o+Gk3yXxZtfoEWlc6rmr5i1hrurwQHIhc4v1fzb5uLm6fnwF/g8/2AGgQ2WFJsbiiJeKRAwnDb8PCxDJknmTmdUpFmaXkRjn2eoa1pvs3KxdVF4kXpvfOp9AH+xf/x/4H9ff3h+LH18e2l59nYjdPRwa22KaVVlz2D8W+BWflHbS/tF5D+aOSEzgCy7Jdge3RfOELIJjwJq+0j0L+0l5jDfVtia0QTLmMRcvlS4hbL0rKannaLgnXGZU5WLkRuOBotOiPaF/4NsgjyBcoANgA+Ad4BFgXeCDoQIhmSIH4s3jqqRdZWVmQeex6LSpyKttrKGuJC+zsQ8y9PRj9hr32Hma+2E9Kf7zALvCQsRGRgTH/UluSxZM9A5GUAuRgxMrVEMVydc92B6Za1pim0RcT10DHd9eYx7OX2BfmV/43/7f61/+H7ffWF8gHo8eJl1mHI8b4drfGceY3FeeVk5VLZO9Ej4Qsc8ZTbYLyQpUCJgG1oURA0kBv/+2/e88KrpquLC2/bUTc7Lx3bBU7tntbavRqoapTegoJtZl2aTyY+GjJ+JF4fvhCqDyIHLgDOAAoA2gNGA0YE2g/+EKYe1iZ6M5I+Dk3mXwptcoEKlcKrir5W1grunwf3HgM4r1ffb4eLi6fTwEvg3/1wGfA2RFJYbhSJZKQwwmDb4PChDIkniTmNUoVmXXkFjnGela1hvsXKvdVB4kHpufOl9/36xf/x/4X9ff3l+LX19e2t5+HYldPdwbW2NaVhl02AAXONWglHfS/9F6D+eOSYzhCzAJd0e4hfTELcJlAJv+030NO0q5jXfWtif0QnLncRgvli4ibL4rKmnoaLjnXOZVpWNkR2OCItQiPiFAYRtgj2BcoAOgA+Ad4BEgXeCDYQHhmKIHYs1jqeRcpWSmQSexKLOpx+tsrKCuIy+ysQ3y8/Ri9hn31zmZ+2A9KL7xwLqCQYRFBgPH/EltCxVM8w5FEAqRghMqVEJVyNc9GB3ZappiG0PcTt0C3d7eYt7OH2BfmR/43/7f61/+X7gfWJ8gXo+eJt1m3I+b4lrfmchY3RefFk9VLpO+Ej8Qss8aTbcLykpVCJkG18USQ0oBgT/3/fB8K/pr+LG2/rUUc7Px3rBV7trtbqvSqodpTqgo5tcl2iTy4+IjKGJGIfwhCuDyIHLgDOAAoA2gNCA0IE1g/2EKIeziZyM4o+Bk3aXv5tZoD6lbKrer5G1frujwfnHfM4m1fPb3OLd6e/wDvgy/1cGdw2NFJIbgSJUKQcwkzb0PCRDHkneTmBUnVmTXj5jmmeia1Vvr3KudU54jnptfOh9/36wf/x/4X9gf3l+Ln1+e2x5+XYndPlwcG2QaVtl1mADXOdWhVHjSwNG7D+iOSoziSzEJeIe5hfYELwJmAJ0+1H0Oe0v5jrfX9ij0Q3LocRkvly4jbL7rKynpKLmnXaZWZWQkR+OCotSiPmFAoRtgj2Bc4AOgA+AdoBDgXaCDIQGhmCIG4syjqWRcJWPmQGewKLLpxutrrJ+uIi+xsQzy8rRhthi31jmYu179J37wgLlCQERDxgKH+wlsCxQM8c5EEAmRgRMpVEFVyBc8WB1ZadphW0McTl0CXd6eYl7N32AfmR/43/7f61/+n7hfWN8gnpAeJ11nXJBb4xrgWckY3degFlAVL5O/EgBQ888bjbgLy0pWSJpG2MUTg0tBgn/5PfG8LTptOLL2//UVc7Tx37BW7tvtb6vTaohpT2gpptel2uTzo+KjKOJGofyhCyDyYHMgDSAAoA2gNCAz4E0g/yEJoexiZqM349+k3SXvJtVoDulaarbr421erufwfXHd84i1e7b2OLY6erwCfgu/1IGcg2IFI0bfCJQKQMwjzbwPCBDG0nbTlxUmlmQXjtjl2ega1NvrXKsdUx4jXpsfOd9/n6wf/x/4X9gf3p+L32Ae255+3YpdPtwcm2SaV5l2WAGXOpWiVHmSwdG8D+mOS4zjSzJJeYe6xfdEMEJnQJ4+1b0Pe005j7fY9io0RHLpcRovmC4kbL/rLCnp6LpnXmZW5WSkSKODItTiPqFA4Rugj6Bc4AOgA+AdoBDgXWCC4QEhl+IGYswjqORbZWMmf6dvaLHpxitqrJ6uIS+wsQuy8bRgthd31PmXe129Jj7vQLhCfwQChgFH+glqyxMM8M5DEAiRgBMolECVx1c7mByZaRpg20KcTd0B3d4eYh7Nn1/fmR/4n/7f65/+n7ifWR8hHpBeJ91n3JDb45rhGcnY3teg1lEVMFOAEkFQ9Q8cjblLzIpXSJuG2gUUg0yBg7/6ffL8LnpuOLP2wPVWs7Yx4PBX7tztcKvUaokpUCgqZthl22T0I+MjKWJHIfzhC2DyoHMgDSAAoA1gM+Az4Ezg/uEJYeviZiM3Y98k3GXuptSoDelZarXr4m1druawfDHc84d1erb0+LT6ebwBPgp/00GbQ2DFIgbeCJLKf4vizbsPBxDF0nXTlhUllmNXjhjlGeda1Bvq3KqdUt4jHprfOZ9/n6wf/t/4X9hf3t+MH2Be295/XYsdP1wdW2VaWFl3GAKXO5WjVHqSwtG9T+rOTMzkizOJese8BfhEMYJogJ9+1v0Qu045kPfaNis0RbLqcRsvmS4lLIDrbOnq6LsnXyZXpWVkSSODotViPyFBIRvgj+Bc4AOgA+AdYBCgXSCCoQDhl2IF4sujqCRapWKmfuduqLEpxStprJ2uIC+vcQqy8HRfdhZ307mWO1x9JT7uALcCfgQBhgBH+MlpyxHM785CEAeRvxLnlH+Vhlc62BvZaJpgW0IcTV0BXd3eYd7NX1+fmN/4n/7f65/+37ifWV8hXpDeKF1oXJFb5Frh2cqY35ehllHVMVOBEkJQ9g8djbpLzYpYiJyG20UVw03BhL/7vfP8L3pveLU2wjVXs7cx4fBY7t3tcWvVKoopUOgrJtkl3CT0o+OjKaJHYf0hC6Dy4HNgDSAAoA1gM+AzoEyg/mEI4etiZaM2495k26Xt5tPoDSlYarTr4W1cruWwezHbs4Z1eXbzuLP6eHw//ck/0gGaQ1+FIQbcyJHKfovhjbnPBhDE0nTTlVUk1mKXjVjkWeba05vqXKodUl4inpqfOZ9/X6vf/t/4X9hf3x+MX2Ce3F5/3YudABxd22YaWRl32ANXPFWkFHuSw9G+T+vOTczlizSJfAe9BfmEMoJpwKC+2D0R+095kjfbNix0RrLrsRxvmi4mLIGrbenrqLvnX+ZYJWXkSaOEItXiP2FBYRwgj+BdIAOgA6AdYBBgXOCCYQBhluIFYssjp6RaJWHmfedt6LApxCtorJyuHy+ucQmy73RedhU30rmVO1t9I/7tALXCfMQARj8Ht4loixDM7o5BEAaRvlLmlH7VhZc6GBsZZ9pfm0GcTN0A3d1eYZ7NH1+fmN/4n/7f65/+37jfWd8h3pFeKN1o3JIb5RrimctY4FeillLVMlOCEkNQ9w8ezbuLzspZyJ3G3IUXA08Bhf/8vfU8MLpwuLZ2w3VY87gx4vBZ7t7tcmvWKorpUegr5tnl3KT1Y+QjKiJH4f2hC+DzIHNgDSAAoA1gM6AzYExg/iEIYeriZSM2I93k2uXtJtMoDGlXqrPr4G1bruSwejHas4U1eDbyuLK6dzw+vcf/0QGZA16FH8bbiJCKfUvgjbjPBRDD0nPTlFUkFmHXjJjjmeYa0xvp3KmdUd4iXpofOV9/H6vf/t/4n9if3x+Mn2De3J5AHcwdAJxem2baWdl4mAQXPVWlFHySxNG/T+zOTwzmyzXJfQe+RfrEM8JqwKH+2X0TO1C5kzfcdi10R7LssR1vmy4nLIKrbqnsaLynYKZY5WakSiOEotYiP+FB4RxgkCBdIAOgA6AdYBBgXKCB4QAhlqIE4sqjpuRZZWEmfSds6K9pw2tn7JuuHe+tcQhy7jRdNhP30XmT+1o9Ir7rwLSCe4Q/Bf3Htolniw/M7Y5AEAWRvVLl1H3VhNc5GBpZZxpfG0DcTF0AndzeYR7M319fmJ/4n/7f69//H7kfWh8iHpGeKV1pXJKb5ZrjGcwY4RejVlPVM1ODEkRQ+A8fzbyLz8payJ8G3YUYQ1ABhz/9/fZ8MfpxuLd2xHVZ87lx4/Ba7t+tc2vW6oupUqgsptpl3WT14+SjKqJIIf3hDCDzIHOgDWAAYA1gM6AzIEwg/eEIIeqiZKM1o90k2mXsZtJoC2lWqrMr321aruOwePHZs4Q1dzbxeLF6dfw9vca/z8GXw11FHobaiI+KfEvfjbfPBBDC0nMTk5UjFmDXi9jjGeVa0lvpHKkdUZ4h3pnfOR9/H6vf/t/4n9if31+M32Fe3R5AncydARxfG2daWpl5WAUXPhWmFH2SxdGAUC4OUAznyzbJfke/hfwENQJsAKM+2n0UO1G5lHfddi60SPLtsR5vnC4oLIOrb6ntKL1nYWZZpWckSqOFItaiACGCIRygkGBdYAOgA6AdIBAgXGCBoT+hViIEYsnjpmRYpWBmfGdsKK5pwmtm7JquHO+scQdy7TRb9hL30DmSu1j9IX7qgLOCekQ+BfzHtUlmiw6M7I5/D8SRvFLk1H0Vg9c4WBmZZppeW0BcS90AHdyeYN7Mn18fmJ/4n/7f69//X7lfWl8iXpIeKd1p3JMb5lrj2czY4hekVlSVNFOEEkVQ+Q8gzb3L0QpcCKAG3sUZQ1FBiH//Pfe8Mzpy+Li2xbVa87px5PBb7uCtdGvX6oypU2gtZtsl3eT2Y+UjKyJIof4hDGDzYHOgDWAAoA0gM2Ay4Evg/WEHoeoiZCM1I9xk2aXrptGoCqlV6rIr3m1ZruKwd/HYc4L1dfbwOLB6dPw8fcAAIgJAxNjHJslnS5cN80/5EeUT9NWll3VY4Vpn24cc/V2JnqofHl+ln/+f7B/rH70fIp6cnexc0pvRmqqZH9ezlefUP9I9kCRONsv4iaxHVYU3gpWAc73UO7s5K7bo9LayV3BObl6sSqqVaMDnT+XD5J7jYuJQ4aog72Bh4AGgDqAJYHDghSFFIi+iw6Q/ZSEmpugOqdXrum15L08xufO2NcC4VjqzfNT/dwGXBDFGQkjGyzvNHc9qEV2TdZUvVsiYvtnQG3qcfJ1UnkFfAl+WH/zf9h/B3+CfUl7YnjPdJdwvmtMZkhgvFmvUi5LQUP1OlUybSlKIPoWiQ0EBHv6+fCM50HeJ9VKzLbDeLucsyysM6W8ns+YdJO0jpWKHYdRhDWCzIAXgBmA0YA9glyEK4emisiOi5PomNeeUaVMrL6znLvcw3HMT9Vq3rXnI/Gl+i4Esw0jF3MglSl8Mho7ZUNQS9BS2llkYGVm1WurcOF0cHhVe4p9DH/af/J/VH8Bfvt7RHnhdddxKm3iZwdioFu2VFVNhUVSPcg09CvgIpsZMhCxBij9ovMu6tngsNfAzhfGv73GtTeuHKd/oGqa5pT5j62LBYgJhbuCH4E4gAaAi4DEgbKDUIabiY6NJZJXlx6dcqNKqpuxXLmCwQDKy9LW2xXleu7494EBCAuAFNodCicDMLc4GkEhScBQ7FebXsRkXWpfb8NzgneXev18sn6zf/5/k39yfp58GXrmdgpzim5tabpjeV20VnNPwUepPzY3dS5yJToc2RJeCdb/TvbT7HTjPdo80X3IDsD5t0uwDqlNohGcY5ZLkdGM+4jOhU6DgIFmgAKAU4BagRWDgoWdiGKMy5DSlXCbnqFRqIKvJLcvv5XHTNBH2Xji1OtM9dT+XAjaET4beySELU02yD7qRqhO9VXIXBdj2mgHbphyhXbKeWJ8SX59f/t/w3/WfjR94HrddzB03W/samJlSV+nWIhR9Un4QZ458jAAKNUefhUJDIMC+vh67xLmzty90+rKY8I0umiyCqslpMOd7JeqkgOO/omhhvCD8IGjgAyAKoD+gIeCwoSsh0KLfo9ZlM6Z1J9jpnGt9bTjvDHF0s271t/fMOmi8ib8rwUyD54Y6CEBK90zbzysRIZM9FPrWmBhS2eibGBxfHXxeLp70305f+p/5X8rf7t9mXvHeEl1JHFfbP9mDWGRWpRTIExARP87aDOJKm0hIRizDjAFp/sj8rPoZN9D1l3NwMR3vI60EK0IpoCfgZkVlEGPDouBh6CEboLvgCSAD4CwgAaCEITJhi+KPY7skjeYFZ5+pGqrzbKfutPCXss01Endjub473n5AgOIDPwVUB94KGcxDzplQlxK6lEDWZ1fsGUyaxtwZXQJeAN7Tn3nfst/+X9xfzV+RHyjeVV2X3LGbZFox2JwXJdVQ06ARlk+2jUNLQEkwRpcEd0HVf7O9Fbr/eHN2NbPI8fBvry2H6/1p0ihIpuLlYyQK4xviF2F+oJIgUqAA4BxgJSBa4P0hSqJCY2MkauWYZykomypr7BiuHzA8Miy0bfa8ONR7c32VADdCVcTthzsJewuqTcXQCpI1k8RV9BdCmS1acpuQXMVdz96u3yGfp1//n+qf6B+4nxyelR3jHMgbxZqdWRGXpBXXVC5SK1ARTiNL5EmXh0CFIkKAgF59/ztmeRc21TSjckTwfK4N7HsqRujzpwOl+ORVo1riSmGlIOwgX+ABIA/gDCB1YIshTKI4os3kCuVuJrUoHenma4utiy+iMY2zynYVOGr6iH0qP0wB7AQGBpaI2ssPDXCPe9Fuk0VVfhbWGIsaGxtEHITdm15GnwXfmF/9X/Uf/1+cX0ze0V4rXRucJBrGWYQYH9Zb1LpSvlCqToHMh0p+B+mFjQNrwMm+qTwOOfw3dfU/MtrwzG7WLPsq/ikhZ6cmEeTjY5zigGHO4QlgsOAFIAcgNqATYJyhEeHyIrvjriTGpkPn42ljKwCtOS7J8S+zJ/VvN4I6Hfx+vqDBAcOdxfFIOUpyjJmO61DlUsQUxZanGCYZgJs03ADdY14a3uafRd/3n/wf0t/8n3meyl5wHWwcf5ssGfQYWRbd1QRTT5FCD17NKQrjiJIGd4PXQbU/E7z2+mH4F/Xcs7LxXe9gbX2rd+mR6A3mreU0Y+Ji+iH8YSpghSBM4AIgJOA04HGg2qGu4m0jVCSiJdUna2jiaresaO5zMFNyhrTKNxo5c7uTfjWAV0L0xQtHlsnUTADOWNBZ0kCUSpY1F74ZIxqiW/nc6B3r3oPfb5+uH/9f4x/ZX6LfP95xnbkcl9uPWmFYz9ddVYwT3pHXz/qNiYuISXnG4USCQmB//n1f+wh4+zZ7dAxyMS/s7cJsNCoE6LcmzOWIZGsjNyItYU7g3SBYIACgFmAZ4Eog5uFvIiGjPWQApalm9ehj6jEr2q3eL/hx5vQmNnL4ijsofUp/7EILhKQG8wk0y2aNhI/MUfrTjRWA11NYwppMm69cqV25Hl2fFd+hH/8f75/yn4ifch6v3cMdLRvvWouZRBfalhGUa9Jr0FSOaMwryeDHisVtQsuAqX4Ju+/5X3cbdOdyhnC7bklssuq6qONnbuXfpLcjd2Jhobbg+KBm4AKgC6ACYGYgtmEyYdli6aPh5QBmgygn6ayrTm1K718xSDOC9cx4IPp9vJ7/AQGhg/xGDkiUSsqNLo880TKTDRUJluXYX1nz2yHcZ11DHnPe+J9Qn/tf+J/IX+rfYN7q3gndf1wMmzNZtZgVVpUU9xL+EO0OxszOSobIc4XXw7cBFL7z/Ff6BLf89UQzXXEL7xJtM+szKVIn0+Z55MZj+yKZYeJhF6C5IAggBKAuYAVgiWE5YZRimSOGZNomEueuaSpqxGz5roew6zLhNSa3eLmTfDO+VcD3AxPFqMfySi1MVs6rUKhSitSQFnWX+NlYGtEcIh0J3gae1998X7Pf/d/aX8mfjB8iXk1djlymm1gaJFiNlxYVQBOOkYPPo01viyvI24aCBGJBwD+efQD66rhfdiIz9fGeL52tt2ut6cPoe6aXJVikAeMUYhFheiCPIFFgAOAeIChgX+DDoZKiS6NtpHblpac3qKqqfGwqbjGwD3JAtII20Pkpe0h96kAMQqrEwgdPSY6L/U3YEBwSBhQT1cKXj5k5Wn0bmZzNHdYes58k36jf/5/pH+Tfs98WXo1d2hz9m7naUFkDF5SVxtQc0hjQPg3Pi9AJgwdrhM1Cq0AJfeo7UbkC9sF0kDJycCsuPSwrangopic3pa4kTCNS4kPhoCDooF4gAOARYA8geeCRIVQiAaMYZBaleyaDaG1p9quc7Z1vtTGhM952Kfh/+p29Pz9hQcEEWsarCO6LIk1DD42Rv1NVVUzXI5iXWiYbTdyM3aHeS98Jn5pf/d/0H/yfmB9G3soeIp0RnBia+Vl2F9CWS5SpEqxQl46uTHMKKYfUxbgDFsD0flQ8OXmnt2I1K/LIcPpuhSzrKu8pE6ea5gbk2aOUormhiaEFoK5gBKAIIDkgF2CiIRkh+qKF4/lk02ZRp/Jpc2sRrQsvHLEDM3v1Q7fXOjL8U/72ARbDsoXFyE1KhczsTv1Q9lLUVNSWtNgy2YwbPtwJXWpeIJ7q30hf+J/7X9Cf+N90HsOeZ91iXHRbH9nmWEpWzdUzUz2RL08LjRUKz0i9RiJDwgGf/z68ofpNOAP1yTOf8UuvTy1ta2ipg6gA5qJlKiPZovLh9qEmIIJgS6ACoCbgOGB24OFhtyJ2418krmXip3oo8iqIrLquRbCmspq03ncu+Ui76L4KgKxCycVfx6sJ6AwTzmsQaxJRFFnWA1fLGW7arJvC3S+d8d6IX3Kfr5//H+Ff1h+d3zmead2v3I0bgxpT2MFXTdW7U40RxU/nTbXLdAklBsxErUILP+l9SvszuKb2Z7Q5cd7v223xq+SqNqhp5sElveQiIy9iJyFKYNngVqAAoBggHOBO4O0hdqIq4wfkTGW2psRos2oBrCwt8G/Lsjq0OjZHeN87PX1fv8GCYIS4xsdJSMu5jZcP3dHLU9yVj1dgmM7aV1u43LFdv55inxlfox//X+5f75+EH2weqF36HOLb45q+mTXXi1YBVFqSWZBBjlVMF4nMB7XFGAL2QFR+NLubOUr3B7TUMrPwaa54bGMqq+jV52Kl1KSto29iWuGx4PTgZOACIAzgBOBqYLwhOeHiIvPj7WUNJpEoNym861+tXS9yMVvzlzXg+DX6Urz0PxZBtoPRBmLIqAreDQEPTpFDk10VGJbzmGuZ/xsrnG/dSh55XvxfUt/8H/efxd/m31se454BXXVcARsmmaeYBlaE1OYS7BDaTvNMukpySB6FwsOhwT++nvxDOjA3qPVwswqxOe7BbSPrJClEZ8cmbqT8Y7JikiHc4RNgtuAHYAUgMKAJYI7hACHcoqLjkWTmpiCnvWk6atVsy67aMP5y9TU7N0156HwIvqsAzENoxb1HxkpAzKmOvZC5kpsUnxZDmAWZo5rbHCrdER4Mntwffx+1H/1f2F/GH4bfG55FHYScm5tLmhbYvtbGFW9TfNFxT1ANW4sXiMbGrQQNAer/SX0r+pY4SzYOc+Lxi++Mbacrnqn1qC6mi2VOZDkizOILYXWgjGBQIAEgH+Ar4GTgyeGaYlUjeKRDJfLnBij6ak0se+4EMGJyVHSWduV5Pntdvf+AIYK/hNbHY0miS9BOKpAtkhbUI1XQ15zZBRqHm+Lc1J3cXrhfJ9+qn/+f51/h368fEB6FndDc8xut2kMZNNdFFfZTy1IGkCsN+8u7yW5HFoT4AlYAND2VO3z47rattHzyH/AZbixsG6ppqJjnK2WjZELjSuJ9YVsg5WBcYADgEqAR4H5glyFbogqjIqQiZUgm0ah8qccr7m2vr4gx9PPytj54VPryvRR/toHWBG+Gv0jCi3WNVY+fUZATpRVblzEYo5oxG1dclR2onlDfDR+cX/5f8t/535PfQR7C3hndB1wNGuyZaBfBVntUV9KaEITOmoxfChUH/8ViwwGA335/O+S5kzdONRiy9bCorrQsmyrgaQXnjmY7pI/jjGKy4YRhAeCsYAPgCSA7oBtgp+EgIcNiz+PE5R/mX6fBaYNrYu0dLy9xFrNP9Zg36/oH/Kk+y0FsA4eGGkhhSplM/w7PUQdTJFTjloLYf1mXWwjcUh1xniYe7t9Kn/lf+p/OX/Tfbt78nh9dWFxpGxNZ2Jh7Vr3U4lMr0RyPOAzBCvrIaIYNQ+zBSr8pfI06eLfv9bWzTTF5rz4tHStZabWn9CZW5R/j0OLrofDhIeC/oAqgAyAo4Dvge+DoIb8iQGOqJLql8GdI6QHq2WyMbpgwufKudPL3A7md+/2+H8CBgx7FdEe/CfuMJo59UHySYVRpVhGX2Bl6mrcby503HffejN91X7Df/t/fX9KfmN8zHmHdplyCW7caBpjy1z4VatO7UbLPlA2iC1+JEEb3RFgCNj+UPXY63ziStlP0JnHMr8nt4SvVKigoXOb1JXNkGOMnoiDhRaDW4FTgAKAZoCAgU6DzYX6iNCMSpFhlg+cSqILqUiw9rcLwHrIONE52nDjz+xK9tL/WgnVEjYcbiVyLjM3pj++R3BPsVZ3Xbhja2mIbghz5HYYep18cn6Tf/5/s3+zfv58mHqDd8RzYW9fasZknl7vV8NQJEkeQbo4BjAOJ94dgxQMC4QB/Pd+7hnl2tvO0gPKhcFfuZ6xTap1oyGdWZcmkpCNnIlRhrODxYGLgAaAOIAfgbqCCIUEiKuL+I/klGiafaAZpzSuw7W8vRPGvc6s19XgKuqf8yX9rgYuEJgZ3SLwK8U0Tz2CRVJNtFSdWwRi4GcobdVx4HVDefp7AH5Uf/J/2n8Nf4t9VntyeOJ0rXDXa2dmZmDcWdNSU0toQx47fzKZKXcgJxe2DTIEqfom8bnnbt5T1XTM38Ofu8GzT6xUpdqe6piNk8qOp4osh12EPoLRgBmAF4DLgDSCUIQch5SKso5yk8yYuZ4xpSmsmbN1u7PDR8wk1T7eiOf18Hf6AASFDfYWRyBpKVEy8jo+QytLrVK5WUZgSWa8a5VwznRheEl7gX0Hf9h/839Zfwl+BnxTefN17HFCbf1nJGLAW9lUeU2rRXs98jQfLAwjyBlfEN8GVv3Q81vqBeHc1+vOQMbnvey1Wq49p56ghpr/lBCQwIsViBWFxIIlgTqABYCHgL2Bp4NBhomJeo0Nkj2XAZ1Soyiqd7E2uVnB1smg0qrb6ORN7sr3UwHaClIUrR3eJtgvjjjzQPtInVDLV3xeqGRDakhvr3Nxd4l683yrfrB//n+Xf3p+qXwnevd2HnOhbodp12OZXdVWl0/nR9E/YDegLp4lZxwHE4wJAwB89gHtoeNp2mfRp8g2wB+4b7AwqWyiLpx9lmOR5YwMidyFWYOIgWqAAoBQgFOBC4N1hYyIToy0kLiVVJt/oTCoXq/+tge/bMch0BvZTOKn6x71pv4uCKwRERtPJFktIzagPsRGg07TVahc+mK/aO9tg3J0drx5WHxCfnl/+n/Gf9x+PX3teu13Q3T0bwVrfmVnX8hYq1EaSiBCxzkcMSsoAh+sFTcMsQIo+ajvP+b73OjTFMuMwlu6jbItq0Wk4Z0HmMKSGI4Qiq+G/IP4gaiADYAogPiAfoK2hJ2HL4toj0CUspm1n0KmTq3PtLy8CMWozZDWst8D6XTy+PuBBQQPcRi7IdUqszNHPIVEYUzRU8paQmEvZ4psSnFpdeJ4rnvKfTR/6H/nfzB/xH2le9Z4W3U6cXdsG2crYbFat1NFTGdEKDyTM7QqmSFOGOEOXgXV+1Hy4OiQ327WiM3pxJ68s7QzrSmmnp+dmS2UV48hi5GHrIR3gvSAJoAOgKuA/oEEhLuGHYoojtSSHJj3nV6kR6upsni6q8I0ywnUHN1h5svvS/nUAloMzhUkH00oPDHmOT5CN0rGUeJYf1+UZRhrBXBSdPl39npFfeB+yH/6f3Z/PH5PfLF5Z3Zzct1tq2jkYpBcuVVoTqdGgj4DNjgtLSTuGokRCwiD/vz0hOsp4vnYAdBMx+m+4rZDrxaoZ6E+m6WVo5A/jICIa4UEg06BToACgG2AjYFhg+aFGYn1jHSRkZZEnISiSqmKsDy4VMDHyIfRi9rD4yPtn/YmAK8JKROJHMAlwS5/N+8/BEiyT+9WsV3tY5tps24tcwR3MXqxfH9+mX/+f61/pn7sfH96ZHegczdvMGqSZGVesVeBUN9I1EBuOLcvvSaLHTAUtwowAaf3Ku7G5Inbf9K2yTvBGblbsQ6qOqPrnCiX+5FqjXyJN4aeg7eBg4AFgD2AKoHLgh+FIojPiyGQEpWbmrWgVqd1rgi2Bb5fxgvP/dco4X7q8/N5/QIHghDrGS4jQCwSNZk9yUWVTfNU2Fs7YhFoVG38cQF2XnkPfA9+XH/0f9Z/An96fT97VXjAdIRwqWs0Zi9goFmSUg5LIEPSOjEySCklINQWYg3dA1T60vBm5xzeA9UnzJTDWLt9sw+sGKWjnriYYJOijoaKEIdHhC6CyIAWgBuA1YBEgmaEOIe2itqOn5P/mPGebaVprN2zvbv+w5TMdNWQ3tvnSfHM+lUE2Q1KF5kguimfMj07hkNvS+1S9Vl9YHxm6mu9cPF0fnhfe5F9EX/cf/F/UH/6ffF7OHnSdcVxFm3LZ+5hhVuZVDZNZEUwPaU0zyu7InUZCxCLBgL9fPMI6rPgi9eczvTFnr2ntRmuAKdloFKa0JTnj52L+If+hLOCGoE2gAeAjoDLgbuDXIaqiaCNOJJtlzedjaNnqrqxfbmjwSPK79L82zvloe4f+KgBLwumFAAeLycnMNo4PEFBSd5QCVi2Xtxkc2pyb9Nzj3eiegV9uH61f/5/kH9sfpV8DXrXdvlydm5XaaJjX12XVlRPoUeHPxM3US5NJRQcsxI3Ca//J/at7E7jGNoY0VrI7L/Zty2w8qgyovmbTZY4kcCM7YjChUaDe4FjgAKAVoBggR6DjYWriHKM3pDolYibuKFuqKCvRLdQv7jHcNBs2Z7i+utz9fv+gwgAEmMboCSoLXA26j4LR8ZOElbjXDBj8GgbbqlylHbWeWx8UH6Af/x/wX/Qfix91XrPdyB0y2/XaktlL1+LWGpR1UnXQXs5zjDbJ68eWBXjC1wC0/hU7+zlqdyZ08fKQcIUukmy7aoKpKqd1peWkvGN74mUhueD6YGfgAuALIADgY6CzIS6h1KLkI9ulOWZ7Z9+po+tFLUEvVPF9s3g1gTgVunI8k381gVYD8QYDSIlKwA0kTzMRKVMEVQGW3lhYWe3bHJxi3X9eMR72n09f+t/5H8mf7R9j3u6eDl1EnFKbOhm9GB2WndTAUwfRN07RTNkKkch+xeNDgoFgPv98Y3oPt8e1jrNnsRWvG608qzspWefapkAlC+P/op0h5aEZoLqgCKAEIC0gA2CGYTWhj6KT44Bk02YLp6ZpIer7LK/uvXCgstZ1G7dtOYf8KD5KQOuDCIWdh+dKIsxMjqGQnxKCFIfWbdfx2VHay5wdXQXeA57Vn3sfs1/+H9ufy5+O3yXeUZ2TXKybXpormJWXHpVJE5gRjc+tjXpLNwjmxo1EbcHLv6n9DDr1+Gp2LLPAMegvpy2Aa/Zpy6hCpt2lXmQG4xhiFKF8YJDgUiAA4B0gJqBdIMAhjiJGo2fkcGWeZy+ooipzbCDuJ7AE8nX0dzaFuR37fP2ewADCn0T2xwRJhAvzDc4QEpI9U8tV+pdImTLad1uUnMjd0p6xHyMfqB//n+nf5p+2XxmekZ3e3MNbwBqXWQrXnNXP1CZSItAIjhpL2wmOR3cE2MK2wBT99btc+Q32zDSasnxwNK4GLHPqQCjtZz4ltCRRI1ciR2Gi4OpgXyABIBCgDWB3YI3hUCI8otKkEGVz5ruoJOnt65Otk6+q8Zaz03YeuHS6kj0zv1XB9YQPhqAI48sXzXkPRBG2U0yVRNccWJDaIBtInIhdnl5JHwefmV/9n/Sf/h+aX0oezh4nXRccHtrAWb3X2NZUVLKSthChzrjMfgo0x+AFg4NiQP/+X7wEufK3bPU2ctJwxC7ObPPq9ykbJ6GmDOTe45kivWGMoQegr6AE4AegN+AVIJ8hFSH2IoCj8yTMZkon6mlqqwhtAW8ScTizMTV4t4v6J3xIfuqBC4OnRfrIAoq7TKIO85DtEsuUzJatWCvZhds5XATdZp4dnuifRt/4H/vf0d/633cex15sXWecelsmme3YUlbWlTyTB1F5jxYNH8raSIiGbcPNgat/CfztOlh4DvXTs6oxVa9YrXYrcOmLaAfmqKUvo95i9qH54Sigg+BMYAJgJaA2YHPg3aGyonGjWSSnpdtncijpqr9scO57sFwyj/TTdyO5fXudPj8AYML+hRSHoAndTAmOYVBh0kgUUZY7l4QZaJqnG/3c653unoYfcN+u3/9f4l/X36CfPR5uHbTcktuJ2lsYyVdWVYST1pHPT/HNgIu/CTBG18S4whb/9L1Wez74sfZydAOyKO/k7fqr7So+aHEmx2WDpGcjM6IqYUzg26BXYACgFyAbIEwg6aFyoiXjAiRF5a9m/GhrKjir4q3mb8EyL/QvNnx4k7syPVQ/9gIVBK2G/Ek+C29NjQ/UUcJT1BWHV1lYyBpRm7OcrR28Hl/fF1+iH/9f7x/xX4afb16sXf8c6FvqGoXZfZeTlgoUZBJjkEvOX8wiiddHgQVjgsHAn/4AO+Z5VjcSdN6yvfBzbkGsq6qz6N0naWXapLLjc6JeobSg9uBl4AJgDCADoGfguSE14d1i7mPnJQYmiagu6bQrVm1TL2fxUTOMNdW4KrpHfOi/CsGrA8XGV8idStONNw8FEXpTFFUQVuwYZNn42yZca11GXnZe+l9Rn/uf+B/HH+kfXl7nngXdepwHWy2ZrxgOVo2U71L10OSO/cyFCr1IKgXOA61BCz7qPE56OzeztXszFPEDrwqtLKssKUvnziZ0pMHj9yKWId/hFaC4IAegBOAvYAcgi+E8YZginaOLZN/mGSe1aTGqzCzB7tAw8/LqdTA3Qjnc/D0+X4DAw11Fsgf7ijZMX06zkLBSklSW1nvX/tldWtWcJh0NHgle2d99n7Rf/d/Zn8gfiZ8fHkmdidyhm1JaHhiG1w7VeFNGUbtPWk1miyKI0ga4RBiB9n9U/Td6oXhWNhkz7XGV75Xtr+um6f1oNaaR5VPkPeLQ4g6heCCN4FCgASAe4CogYiDGYZYiUCNypHylq6c+KLHqRCxybjnwGDJJtIt22jky+1I99AAWArREy4dYiZeLxg4gkCQSDdQa1ckXlZk+mkHb3dzQndjetd8mH6mf/5/oX+NfsZ8TXond1dz427RaSlk8l01V/1PU0hCQNY3Gi8bJuYciBMOCoYA/vaC7SDk5trh0R3Jp8CMuNawkKnGooCcx5alkR+NPIkDhneDnIF1gAOAR4BBge+CT4VeiBaMdJBwlQObJ6HRp/iuk7aWvvfGqM+e2MzhJeuc9CP+rAcqEZEa0SPfLKw1Lj5XRhxOclVOXKdidGisbUhyQnaUeTh8LH5tf/h/zX/tflh9EXsbeHp0M3BNa85lvl8nWRBShUqPQjw6lTGoKIEfLRa5DDQDq/kq8L/med1j1IzL/8LJuvWyj6uhpDWeVJgGk1SOQ4rZhhyED4K1gBGAIoDpgGSCk4Rwh/qKKo/6k2SZX5/lpeqsZrRNvJTEMM0U1jTfgujy8XX7/wSCDvAXPSFaKjsz0zsWRPhLblNuWu1g4mZEbA1xNXW2eIx7sn0lf+N/7H8+f9x9xnsBeY91d3G9bGhngGEOWxpUrkzVRJs8CjQwKxcizxhjD+EFWPzT8mHpD+Dq1gDOXcUNvR21l62GpvWf7Jl0lJWPVou9h8+EkYIEgSyACoCegOiB5IORhuuJ7I2QktCXo50DpOWqQLIKujjCvcqO05/c4eVJ78j4UQLYC00VpR7QJ8QwcTnNQcxJYlGDWCdfRGXRasVvG3TMd9J6KX3PfsB//H+Bf1J+bnzaeZh2rnIgbvZoN2PqXBpWz04UR/Q+ejazLaskbhsLEo4IBv9+9QXsqeJ22XrQwsdav023qK92qL+hj5vuleOQd4yviJCFIINhgVeAAoBjgHmBQ4O/hemIvIwzkUeW8psrouqoJLDQt+O/UcgO0Q3aQ+Oi7Bz2pP8sCagSCRxCJUcuCTd+P5hHTE+PVlddm2NRaXFu9HLTdgp6k3xrfo9//X+2f7l+CH2lepN32HN4b3lq42S9XhBY51BKSUVB4zgxMDonCx6xFDoLswEq+KzuRuUG3PrSLcqtwYa5w7FvqpWjPp10lz6SpY2uiV+GvoPNgY+AB4A1gBmBsYL7hPSHmIvhj8qUTJpeoPimEa6etZW96sWSzoHXqeD96XHz9/yABgAQahmwIsUrmzQnPVtFLU2RVH1b52HFZxBtwHHOdTR57nv4fU9/8X/cfxJ/lH1ie4F49XTCcO9rg2aFYP1Z9lJ4S49DRzupMsQpoyBUF+QNYATX+lTx5uea3n7VnswIxMa75rNyrHSl+J4FmaWT3466ijyHaYRGgtaAG4AWgMaALIJEhA2HgYqdjlqTsZibnhClBqx0s067isMczPjUEd5b58fwSfrSA1cNyRYaID4pJzLJOhdDBUuJUphZJ2AuZqNrf3C7dFF4PHt4fQF/1n/1f11/EX4SfGJ5BXYBclptGGhCYuBb+1SeTdJFoz0cNUosOSP1GY0QDQeE/f7zieoy4QfYFc9pxg6+EbZ+rl6nvKCimhiVJpDTiyaIIoXOgiuBPYAFgIKAtYGcgzOGeIlljfWRIpfknDOjBqpTsQ+5McGsyXXSftu75B/unPclAawKJRSBHbImrS9kOMtA1kh5UKlXXV6LZCpqMm+bc2B3fHrpfKV+rH/+f5p/gX6zfDR6CHcyc7huoWn0Y7hd91a7Tw1I+T+JN8suyiWTHDQTugkxAKr2Lu3O45XaktHQyF7ARbiTsFKpjKJLnJeWepH6jB2J6YVjg4+BboACgE2ATYEBg2eFfIg6jJ2Qn5U4m2ChDqg6r9m2375Dx/fP79gf4nnr8fR4/gAIfhHkGiMkLi35NXg+nkZfTrFViVzdYqVo2G1ucmJ2rnlNfDp+dX/6f8l/4n5Hffl6/XdWdApwHmuaZYZf6ljPUUBKR0LwOUcxVyguH9kVZQzfAlb51u9s5ifdE9Q+y7TCgbqxsk+rZqT+nSKY2pItjiKKvoYHhACCrYAOgCWA84B1gqmEjYcci1KPJ5SWmZefIaYrraq0lbzfxH7NZNaG39XoRvLK+1MF1g5EGI8hqiqJMx48XkQ8TK9TqlokYRRncWw1cVd10niie8J9L3/nf+l/NX/MfbF75XhudU9xkGw2Z0lh0lraU2pMjkRQPL0z4CrGIXwYDw+MBQP8f/IN6b3fmtayzRLFxbzYtFatSqa9n7mZRpRtjzSLoIe4hICC+oAogA2Ap4D2gfmDrIYLihOOvJIBmNqdPqQkq4SyUbqCwgrL3tPw3DTmne8d+aYCLAyhFfceISgSMb05FkIRSqNRwVhgX3hl/2rubz906Xfqejt92n7Ff/t/en9Eflp8wHl4dohy9W3GaAFjsFzbVYxOzUaqPi02Yy1ZJBsbtxE5CLH+KfWx61biJdkr0HbHEL8It2avOKiGoVubv5W5kFOMkIh4hQ6DVYFRgAKAaYCGgVaD2IUIieGMXZF3liecZaIoqWawFrgswJ3IXdFe2pbj9uxx9vn/gQn8ElwclCWWLlY3xz/eR45PzVaRXdBjgWmcbhlz83YjeqZ8eH6Wf/5/sH+tfvZ8jHp1d7RzTm9Kaq5khF7TV6VQBUn8QJc44i/pJrgdXRTlCl4B1fdY7vPktduq0uDJY8E/uYCxMKpaowidQ5cTkn+NjolFhqmDv4GIgAaAOoAkgcKCEoUSiLuLCpD5lH+alqA1p1Ku47XdvTbG4c7R1/vgUerF80v91AZVEL0ZAiMULOg0cT2iRXBN0VS4Wx1i92c8bedx73VPeQR8B35Yf/N/2X8If4N9S3tleNJ0mnDCa1BmTWDBWbVSNEtHQ/s6WzJ0KVEgAReQDQsEgvoA8ZPnSN4u1VHMvcN+u6KzMaw4pcCe05h4k7eOmIogh1OENoLNgBiAGYDQgDyCWoQph6OKxI6Hk+OY055MpUasuLOWu9XDasxI1WPerucb8Z76JwSrDRwXbCCOKXUyFDtfQ0pLylLVWV9gYWbRa6dw3nRueFN7iH0Lf9p/8n9VfwJ+/XtHeeR12nEubeZnC2KlW7xUWk2LRVk9zzT6K+ciohk5ELkGMP2q8zXq4OC318fOHcbGvcy1PK4hp4SgbprqlP2PsIsIiAuFvIIggTiABoCKgMOBsINNhpiJi40hklOXGp1to0SqlrFWuXvB+cnE0s/bDuVz7vH3eQEBC3gU0x0DJ/wvsDgUQRtJu1DnV5Zev2RZaltvwHN/d5R6/HyxfrJ//n+Tf3R+oHwbeul2DXOObnFpv2N+XblWeE/HR68/PTd8LnklQRzgEmUJ3f9V9trse+NE2kPRhMgUwP+3UbATqVKiFZxnlk+R1Iz+iNCFUIOCgWeAAoBTgFmBFIOAhZqIX4zHkM6VbJuZoUyofK8etyi/j8dF0EDZceLN60X1zf5VCNIRNht0JH0tRjbCPuRGok7wVcNcE2PWaANulHKDdsh5YXxIfnx/+3/Ef9d+NX3ieuB3M3Thb/BqZ2VNX61YjlH7Sf5BpDn4MAco3B6GFRAMigIB+YHvGebV3MTT8cpqwjq6brIQqyqkyJ3xl66SBo4BiqOG8oPxgaSADIAqgP2AhYLAhKqHP4t6j1WUyZnPn12ma63vtN28KsXMzbTW2N8p6ZryH/yoBSoPlxjgIfoq1jNpPKVEgEzvU+VaW2FGZ55sXHF5de54uHvRfTh/6n/mfyx/vX2be8l4THUocWNsBGcSYZZamVMmTEZEBTxvM5AqdCEoGLoOOAWu+yryuuhr30rWZM3GxH28lLQVrQ2mhZ+GmRiURY8Ri4SHooRvgu+AJIAPgK+ABYIOhMeGLIo6juiSMpgQnnmkZKvHspm6zcJYyy3UQt2H5vHvcvn7AoEM9BVJH3EoYDEJOl9CVkrkUf5YmF+rZS5rF3BidAd4AXtMfeZ+yn/5f3J/Nn5GfKV5WHZicsltlWjLYnVcnFVJToZGYD7gNRQtCCTIGmMR5Qdc/tX0XusE4tTY3c8qx8e+wrYlr/qnTaEmm4+VkJAujHKIX4X7gkmBS4ACgHCAk4Fqg/KFJ4kGjYiRp5ZcnJ+iZqmpsFy4dsDpyKzRsNrp40rtxfZNANUJUBOvHOUl5S6iNxFAJEjRTwxXy10FZLFpxm4+cxJ3PXq5fIV+nH/+f6p/oX7jfHR6VnePcyRvGmp6ZEtelVdjUL9Is0BLOJMvmCZmHQkUkQoJAYH3BO6g5GPbW9KTyRnB+Lg9sfGpIKPSnBKX55FZjW2JK4aVg7GBgIAEgD+AL4HUgiqFL4jfizSQJ5Wzms+gcqeTrii2Jr6Cxi/PIthN4aTqGvSg/SkHqRARGlMjZCw2Nbs96UW0TRBV81tTYihoaG0NchB2ankYfBZ+YH/1f9R//n5yfTV7SHiwdHJwlGsdZhVghFl0Uu9K/0KwOg0yJCn/H64WOw23Ay36rPBA5/fd3tQDzHLDN7tes/Gr/aSJnqGYS5OQjnaKBIc9hCeCw4AVgByA2YBLgnCERYfFiuyOtJMWmQqfiKWHrPyz3rsgxLjMmNW13gHocPHz+nwEAA5wF74g3inDMl87p0OPSwtTEVqXYJRm/mvPcAB1i3hpe5l9Fn/ef/B/TH/zfed7K3nDdbNxAW21Z9VhaVt8VBdNREUOPYI0qyuWIk8Z5Q9kBtv8VfPi6Y7gZtd5ztHFfb2Htfut5KZLoDuau5TUj4yL6ofzhKuCFYEzgAiAkoDRgcSDaIa4ibGNTJKEl1CdqKODqtmxnbnFwUbKFNMh3GHlx+5G+M4BVQvMFCYeVCdKMPw4XUFhSfxQJVjQXvRkiGqFb+RznXeteg59vX64f/1/jH9mfo18AnrJduhyY25BaYljRF17VjZPgEdlP/A2LS4oJe4bjBIQCYn/APaG7Cjj89n00DjIy7+5tw6w1agYouGbN5YlkbCM3oi3hT2DdYFggAKAWYBlgSaDmYW5iIOM8ZD9laCb0qGKqL6vZLdyv9vHlNCR2cTiIeya9SH/qggmEokbxSTNLZM2DD8rR+VOLlb+XEhjBmkubrpyonbieXV8Vn6Ef/x/vn/LfiR9ynrCdw90uG/BajNlFV9vWExRtUm2QVk5qjC2J4oeMhW8CzUCrfgt78blhNx006TKIMLzuSqy0Krvo5Gdv5eCkuCN4ImIht2D44GcgAqALoAIgZaC14THh2KLo4+DlP2ZB6CapqytM7UlvXbFGs4F1yrgfOnv8nT8/QV/D+oYMiJKKyQ0szztRMRML1QhW5JheGfLbIRxmnUKec174X1Bf+1/4n8if619hXuteCp1AHE2bNFm2mBaWllT4kv+Q7o7ITNAKiIh1RdmDuMEWvvW8WfoGd/61RbNe8Q1vE+01azRpU2fU5nrkxyP74pnh4uEX4LlgCCAEYC4gBSCI4Tihk6KYI4Vk2SYR560pKSrC7PguhfDpct91JPd2uZF8Mb5UAPVDEgWmx/CKK4xVDqnQptKJVI6WdFf32Vca0BwhXQkeBh7Xn3xfs9/+H9qfyh+MnyLeTd2PHKebWRolWI7XF1VBk5ARhY+kzXFLLYjdRoPEZAHB/6A9ArrseGE2I7P3sZ/vny24669pxSh8ppglWaQCoxUiEeF6YI9gUWAA4B3gKCBfYMLhkeJK42zkdeWkZzZoqWp67CjuL/ANsn70QHbO+Se7Rr3ogAqCqMTAR02JjQv7zdaQGpIE1BKVwVeOmTgafFuY3Mxd1Z6zHySfqN//n+kf5R+0Hxbejh3a3P6butpRWQRXldXIVB5SGpA/zdFL0cmEx22EzwKtAAs97DtTeQS2wzSR8nPwLK4+rCyqeWinZzilryRM41OiRGGgoOjgXmAA4BEgDuB5YJChU2IA4xdkFaV55oIoa+n1a5ttm++zcZ9z3LYoOH46m709f1+B/0QZBqlI7QsgzUGPjBG901PVS5cimJZaJRtNHIwdoV5LXwkfmh/93/Qf/N+YX0deyt4jXRJcGZr6mXdX0hZM1KqSrdCZTq/MdMorR9aFucMYgPZ+Vfw7Oal3Y7Utssnw++6GrOyq8GkU55vmB6TaY5ViuiGKIQXgrqAEoAggOOAW4KGhGGH54oUj+GTSJlBn8Slx6xAtCW8a8QFzejVB99V6MTxR/vRBFQOwxcQIS4qETOqO+9D00tLU01azmDGZixs93Ajdad4gHupfSB/4X/tf0N/5H3SexB5onWMcdVsg2eeYS5bPFTTTPxExDw0NFsrRCL8GJEPDwaG/AHzjuk74BbXK86GxTW9QrW6raemE6AImo2Uq49pi82H3ISaggqBL4AJgJqA4IHZg4KG2YnXjXiStZeGneOjw6ocsuS5EMKTymPTcty05RvvmvgjAqoLIBV4HqUnmTBIOaZBpkk+UWJYCF8oZbdqr28IdLt3xXogfcl+vX/8f4V/WX55fOh5qXbCcjhuEWlUYwpdPFbzTjpHHD+kNt4t1ySbGzgSvAg0/6z1M+zW4qLZpdDrx4G/c7fMr5eo36GsmwiW+pCLjMCInoUqg2iBWoACgF+AcoE5g7GF2IiojByRLZbVmwyiyKgAsKq3u78nyOPQ4dkW43Ts7vV2//4IehLcGxYlHC7gNlY/cUcnT21WOF1+YzZpWW7gcsJ2/HmIfGR+i3/9f7l/wH4SfbJ6pHfrc45vkmr/ZNxeMlgLUXBJbUENOVswZSc3Ht4UaAvhAVj42e5z5TLcJdNXytXBrLnnsZGqtaNbnY6XVpK5jb+JbobJg9SBlIAIgDKAE4Gngu6E5IeFi8uPsZQwmj+g16btrXi1bb3BxWjOVdd84NDpQ/PJ/FIG0w89GYQimStxNP48NEUITW5UXVvJYapn+Gyrcbx1JXnje/B9Sn/vf99/GH+cfW57kXgIddhwCGyfZqNgHloZU51Lt0NvO9Qy8CnQIIIXEg6OBAX7gvET6MfeqtXIzDDE7bsLtJWslaUWnyGZvpP1jsyKS4d1hE+C24AdgBSAwYAjgjmE/oZvioiOQZOWmH6e8KTkq0+zJ7tiw/LLzdTl3S7nmfAb+qQDKQ2cFu4fEin9MaA68ELgSmZSd1kJYBJmimtpcKh0QXgwe299+37Tf/Z/Yn8Zfh18cHkXdhVycm0zaF9iAFweVcJN+UXLPUY1dSxlIyIauxA7B7P9LPS26l/hM9hAz5LGNr43tqGuf6fboL6aMpU9kOeLNogvhdeCMoFAgASAfoCugZGDJYZniVGN3pEIl8ecE6PjqS6x6bgJwYPJStJS247k8e1u9/cAfgr3E1QdhiaCLzs4o0CwSFVQiFc+Xm5kEGobb4dzUHdvet98nn6pf/5/nn+Ifr58QnoZd0Zzz267aRBk110ZV99PM0ggQLM39i72JcAcYhPoCV8A2PZc7frjwdq90frIhsBsuLewdKmromecsZaRkQ6NLon3hW6DloFygAOASoBGgfeCWoVriCeMh5CFlRubQaHtpxavs7a4vhnHzM/D2PLhTOvD9Er+0gdREbca9iMDLdA1UD53RjpOjlVpXMBiimjAbVpyUXageUJ8M35wf/l/y3/oflB9BnsNeGp0IHA4a7ZlpV8LWfJRZUpuQhk6cTGDKFsfBxaTDA0DhPkD8JnmU90/1GjL3cKoutaycquGpByePZjykkKONIrNhhKECIKxgA+AI4DtgGyCnYR+hwqLPI8PlHuZeZ8ApgithbRtvLbEU8041lnfqOgY8pz7JQWoDhYYYiF+Kl4z9Ts3RBdMjFOJWgZh+WZZbB9xRXXDeJZ7uX0pf+V/6n86f9V9vXv0eIB1ZXGobFFnZ2HyWvxTj0y1RHk85zMLK/IhqRg8D7oFMfyt8jvp6d/G1tzNO8XsvP60ea1rptuf1JlflIOPRouwh8WEiYL/gCqAC4CigO6B7YOdhvqJ/o2kkuaXvJ0epAKrX7IrulrC4Mqz08TcB+Zv7+/4eAL+C3MVyh71J+cwlDnvQexJf1GfWEFfXGXmathvK3TZd916MX3UfsN/+39+f0t+ZXzOeYl2nHIMbuBoHmPQXP1VsE70RtI+VzaPLYUkSBvlEWcI3/5X9d/rg+JR2VbQn8c4vy23iq9ZqKWhd5vYldCQZoyhiIWFGINcgVSAAoBmgH+BTIPLhfeIzIxGkV2WCpxFogapQrDwtwTAc8gy0TLaaePI7EP2y/9TCc4SLxxnJWsuLDefP7hHak+sVnJds2NnaYRuBXPidhZ6nHxxfpJ//n+zf7R+AH2aeoV3x3Nlb2Nqy2SjXvRXyVAqSSRBwTgNMBUn5R2LFBMLjAED+IXuIOXh29XSCsqLwWW5pLFSqnqjJZ1dlyqSk42fiVOGtIPGgYyABoA3gB6BuIIGhQGIqIv0j+CUY5p4oBSnLq69tba9Dca2zqXXzuAj6pfzHf2mBicQkBnWIukrvjRJPXxFTE2uVJhb/2HcZyRt0nHddUF5+Hv/fVN/8n/bfw5/jH1Ye3R45XSwcNtrbGZrYOJZ2FJZS25DJDuGMp8pfiAuF74NOQSw+i7xwOd13lrVe8zlw6W7x7NUrFml3p7umJCTzY6qii+HX4Q/gtKAGYAXgMuAM4JOhBqHkYqvjm6TyJi1niylJKyTs2+7rcNAzB3VN96B5+7wcPr5A34N7xZAIGMpSzLrOjhDJUunUrRZQWBFZrhrkXDLdF54R3t/fQZ/2H/0f1p/Cn4IfFV59nXvcUZtAWgpYsVb3lR/TbJFgT35NCYsEyPPGWcQ5wZe/djzY+oN4eLX8c5Gxu298rVgrkKno6CLmgOVE5DDixiIF4XGgiaBO4AFgIaAvIGlgz+Gh4l2jQmSOJf8nE2jIqpxsTC5U8HQyZnSo9vh5EXuw/dLAdMKSxSmHdcm0S+HOOxA9UiXUMZXd16jZD9qRW+sc253h3ryfKp+r3/+f5d/e36qfCl6+nYhc6Vui2nbY55d21acT+1H1z9mN6cupSVuHA4TkwkKAIP2CO2o43DabtGtyDzAJbh1sDWpcaIynIGWZpHpjA+J3oVbg4mBa4ACgE+AUoEKg3OFiohLjLCQtJVPm3qhKqhYr/i2Ab9lxxrQFNlE4p/rF/Wf/icIpREJG0gkUi0dNpo+vkZ+Ts1Vo1z2Yrto7G2AcnF2unlWfEF+eH/6f8Z/3X4/fe968HdGdPdvCWuDZWxfzlixUSBKJkLNOSMxMigJH7MVPgy4Ai/5r+9G5gLd79Mby5LCYbqSsjKrSqTlnQyYxpIbjhOKsob9g/mBqYANgCeA94B8grSEmocsi2SPPJSumbGfPaZIrcm0trwBxaHNidar3/vobfLx+3oF/Q5qGLQhziqsM0A8fkRbTMxTxVo9YStnhmxHcWZ133ise8l9M3/of+d/MX/Ffad72HhedT1xe2wfZzBht1q8U0tMbUQuPJkzuyqgIVYY6A5mBd37WPLn6JffddaOze/EpLy5tDmtLqajn6GZMZRajySLk4euhHiC9YAmgA6Aq4D9gQKEuIYbiiSO0JIXmPKdWaRBq6Oycrqkwi7LAtQV3Vrmw+9E+c0CUwzHFR0fRig2MeA5N0IxSsFR3Fh6X49lFGsBcE9093f0ekN94H7If/p/dn89flF8tHlpdndy4W2vaOlilVy+VW1OrUaIPgo2Py00JPUakRETCIr+A/WL6zHiANkI0FPH777otkivHKhsoUObqZWmkEKMgohthQWDUIFOgAKAbICMgV+D5IUWifKMcZGNlj+cf6JEqYWwNrhOwMDIgdGE2rzjHO2X9h8ApwkiE4IcuSW6Lnk36T/+R6xP6lasXehjl2mvbipzAXcveq98fn6Zf/5/rn+nfu18gXpnd6NzO280apZkal63V4dQ5UjbQHU4vi/EJpIdNxS/CjcBr/cx7s3kkNuG0r3JQcEfuWGxE6o/o/CcLZf/kW2Nf4k5hqCDuIGEgAWAPIApgcqCHYUfiMyLHZAOlZeasKBRp3CuArb/vVjGBM/21yDhd+rs83L9+wZ7EOMZJyM5LAw1kz3DRY9N7lTTWzZiDWhQbfhx/nVceQ18Dn5cf/R/138Df3t9QXtXeMN0iHCtazlmM2ClWZdSFEsmQ9k6ODJPKSwg2xZpDeUDW/rZ8G3nI94K1S3Mm8Neu4OzFKwdpaeevJhjk6WOiYoTh0mEL4LIgBaAGoDUgEOCZIQ2h7OK1o6bk/qY7J5npWSs17O3u/fDjsxt1Yne1OdC8cX6TgTSDUIXkiCzKZkyNjuAQ2lL6FLwWXlgeGbma7pw7nR7eF17kH0Qf9x/8X9Rf/x983s6edV1yHEabdBn8mGKW59UO01qRTc9rDTWK8IifBkTEJIGCf2D8w/quuCS16PO+8Wkva21H64Fp2qgV5rUlOqPoIv6hwCFtIIbgTaAB4COgMqBuYNZhqeJnI01kmmXMp2Io2GqtLF2uZ3BHMro0vXbNOWZ7hj4oAEnC58U+R0oJyAw0zg1QTtJ2VADWLFe12Rvam9v0HONd6B6BH22frV//n+Qf25+l3wPetp2/HJ6bltppmNkXZxWWk+nR40/GjdYLlQlGxy6Ej4Jt/8u9rTsVeMf2h/RYcjzv9+3MrD3qDei/ZtRljyRxIzviMSFR4N8gWSAAoBVgF+BHIOLhaiIb4zakOSVhJuzoWiomq8+t0q/scdp0GXZl+Lz62z18/58CPkRXBuZJKItaTbkPgVHwE4MVt5cK2PsaBdupnKRdtR5anxPfoB//H/Bf9F+LX3XetJ3I3TOb9tqT2U0X5FYcFHbSd1BgjnUMOInth5fFeoLYwLb+Fvv8+Ww3J/TzspIwhq6T7Lzqg+kr53al5qS9Y3yiZeG6IPrgaCAC4AsgAKBjYLKhLeHT4uNj2qU4Znpn3mmia0Otf68TcXvzdnW/d9P6cHyRvzPBVEPvRgGIh4r+jOLPMZEn0wMVAFbdGFdZ7NsbnGIdft4wnvZfTx/63/kfyd/tX2Re7x4PHUWcU5s7Wb5YHtafFMHTCVE4ztMM2sqTiECGJQOEQWI+wTylOhF3yXWQc2kxFy8dLT4rPKla59vmQSUMo8Bi3eHl4RoguuAIoAQgLOADIIYhNOGPIpLjv2SSZgpnpSkgavmsrm678J7y1LUZ92t5hjwmPkhA6cMGxZvH5YohDErOoBCdkoCUhlZsl/DZUNrKnBydBR4DHtUfet+zH/4f25/L349fJl5SXZRcrVtfmizYltcf1UqTmZGPj69NfAs4yOjGj0Rvgc1/q70N+ve4bDYuc8Hx6a+orYHr96nM6EPm3qVfZAejGSIVIXzgkSBSIADgHOAmYFzg/2FNokXjZuRvZZ0nLmig6nHsHy4l8AMydDR1doO5HDt7PZ0APwJdhPUHAomCS/FNzJAREjvTyhX5V0dZMdp2m5PcyB3SHrCfIt+n3/+f6h/m37bfGl6SHd/cxFvBWpiZDBeeVdFUJ9IkkAoOG8vcyZAHeMTagriAFr33e165D7bN9JwyffA2LgesdSpBaO6nPyW05FIjV+JH4aMg6uBfYAEgEGANIHcgjWFPYjvi0eQPZXLmumgjqexrki2R76kxlPPRthz4crqQPTH/VAHzxA2GnkjiCxZNd09CkbTTS1VDlxsYj5ofG0fch92d3kifB1+ZH/2f9J/+X5rfSp7OnigdF9wf2sGZvtfaVlXUtBK3kKOOuox/yjaH4cWFQ2QAwf6hfAa59HdutTgy1DDFrs/s9Sr4aRwnoqYN5N+jmeK94YzhCCCv4ATgB6A3oBTgnqEUofViv6OyZMtmSOfo6WkrBu0/rtCxNvMvdXb3ifolvEZ+6MEJg6WF+QgAyrmMoE7yEOuSyhTLFqwYKtmE2zicBB1mHh0e6B9Gn/ff+9/SH/sfd57H3m0daFx7WyeZ7xhTltfVPhMI0XsPF40hitwIikZvg89BrT8L/O86WjgQtdVzq/FXL1otd6tyKYyoCOappTBj3yL3YfphKOCEIExgAiAloDYgc6DdIbHicONYJKal2idw6OgqvexvbnnwWnKONNG3Ifl7u5s+PUBfAvyFEseeSduMB85fkGBSRpRQVjqXgtlnmqYb/Rzq3e4ehZ9wn66f/1/iX9gfoR89nm7dtZyT24raXFjKl1eVhdPYEdEP802CS4DJcgbZhLqCGL/2vVg7ALjztnQ0BXIqb+Zt/Cvuaj+ocibIpYRkZ+M0IirhTSDb4FdgAKAXIBrgS+DpIXHiJSMBZETlrmb7KGmqNyvhLeTv/7HuNC12eniR+zA9Uj/0AhNEq8b6iTxLbY2LT9LRwNPS1YYXWFjHGlCbstysXbueX58XH6Hf/1/vH/Gfht9v3q0d/9zpW+sahtl+15TWC5RlkmUQTY5hjCRJ2QeDBWVCw8ChvgH76DlX9xQ04HK/sHTuQyys6rUo3mdqZduks6N0Yl8htSD3IGYgAmAMIANgZ6C4oTUh3KLtY+YlBSaIaC2psqtU7VGvZjFPc4p10/goukV85v8JAalDxAZWCJuK0c01jwOReNMTFQ8W6thj2fgbJVxqnUXedd76H1Ff+5/4X8df6V9e3ugeBp17nAhbLpmwWA/WjxTw0veQ5g7/jIbKv0grxdADrwEM/uw8UHo897V1fPMWcQUvDC0t6y1pTSfPJnWkwqP34pah4GEWILhgB+AE4C8gBuCLYTvhl2Kco4pk3uYYJ7PpMGrKrMBuznDyMui1LndAOds8O35dgP7DG4WwR/nKNIxdzrIQrtKQ1JWWepf9mVxa1NwlXQyeCN7ZX31ftF/939mfyF+KHx/eSl2KnKKbU1ofWIgXEBV500fRvQ9cDWgLJEjUBroEGkH4f1a9OTqjOFf2GrPu8Zdvl22xa6hp/qg25pLlVOQ+otGiDyF4YI4gUOABIB6gKaBhoMXhlWJPI3Gke2WqpzzosGpCrHDuOHAWckf0ibbYeTE7UD3yQBQCsoTJx1bJlgvETh7QIpIMVBmVx9eUmT2aQRvdHM/d2F61XyXfqZ//n+hf49+yHxQeip3WnPmbtVpLWT3XTtXA1BZSEhA3DchLyIm7RyPExUKjQAF94ntJ+Tt2ujRJMmuwJK427CWqcuihJzMlqiRIo0/iQWGeYOdgXWAA4BHgECB7oJNhVuIE4xwkGyV/5oiocun866NtpC+8Mahz5fYxeEe65X0HP6kByMRiRrKI9gspjUnPlFGFk5sVUlcomJwaKhtRXI/dpF5Nnwrfmx/+H/Of+5+Wn0Tex14fXQ2cFFr0mXDXyxZFlKLSpZCQjqcMa8oiB80FsEMOwOy+THwxuaA3WrUkssFw8+6+7KUq6akOp5YmAqTV45GityGHoQRgraAEYAhgOiAY4KRhG6H94omj/aTX5lbn9+l5KxgtEa8jcQpzQ3WLN976Orxbvv3BHsO6Rc2IVMqNDPMOxBE8ktpU2la6GDdZkBsCnEydbR4inuwfSR/43/sfz9/3X3IewN5knV6ccBsbGeFYRNbH1S0TNxEoTwRNDYrHyLWGGoP6AVf/NryaOkW4PHWB85kxRS9I7WdrYum+p/wmXiUmY9Zi8CH0YSSggWBLYAKgJ6A5oHig4+G6InpjYySy5eenf6j4Ko7sgS6McK3yofTl9za5ULvwfhKAtALRhWeHsknvTBrOcdBxklcUX5YIl8/Zcxqwm8YdMl30Hoofc5+wH/8f4J/U35wfNx5m3axciRu+mg8Y+9cH1bVThpH+j6BNrotsiR1GxISlQgN/4X1DOyw4n3ZgdDIx2C/U7eur3uoxKGUm/KV55B6jLKIk4Uig2KBV4ACgGKAeIFCg72F5oi4jC+RQ5btmyai5KgesMq33L9KyAfRBto845vsFfad/yUJoRICHDslQC4DN3c/kUdGT4pWUl2WY01pbW7xctF2CHqRfGp+jn/9f7d/un4Jfad6lnfbc3tvfWrnZMJeFljtUFBJS0HqODgwQCcSHrgUQQu6ATH4s+5N5Q3cANM0yrPBjLnIsXSqmqNDnXiXQpKojbGJYYa/g86BkIAHgDWAGIGvgvmE8YeVi96PxpRHmlmg86YLrpi1j73kxYzOeteh4PbpavPv/HgG+Q9jGakiviuUNCA9VUUnTYtUeFviYcFnDG28cct1Mnnte/d9Tn/xf91/E3+VfWR7hHj4dMZw82uHZopgAlr7Un5LlkNNO7AyyymrIFwX6w1nBN76W/Ht56HehdWlzA7EzLvss3eseaX8ngqZqZPijr2KPodrhEiC14AbgBWAxoArgkOECod+ipqOVpOtmJeeC6UBrG6zSLuEwxbM8dQK3lTnwPBC+ssDUA3CFhMgNykgMsI6EUMAS4RSk1kiYClmn2t7cLh0T3g6e3Z9AH/Vf/V/Xn8SfhN8ZHkIdgRyXm0caEZi5VsBVaRN2EWpPSM1USxAI/0ZlBAVB4z9BfSQ6jnhDtgcz2/GFL4XtoOuY6fBoKeaHJUqkNaLKIgkhc+CLIE+gAWAgoC0gZqDMYZ1iWKN8pEel9+cLqMAqk2xCbkrwabJbtJ327TkGO6V9x0BpQoeFHkdqyamL144xUDQSHNQpFdYXoZkJmoub5hzXnd6euh8pH6sf/5/m3+CfrV8N3oKdzVzvG6lafhjvV39VsFPE0j/P5A30i7RJZscOxPBCTkAsfY17dXjnNqZ0dfIZMBLuJmwV6mRok+cm5Z+kf2MIInshWWDkIFugAKATIBMgQCDZYV5iDeMmpCblTObW6EJqDSv07bZvjzH8M/o2Bjicuvp9HH++Qd3EdwaHCQnLfM1cj6YRllOq1WEXNhioWjUbWtyYHaseUt8OX50f/p/yX/jfkh9+3oAeFl0DnAia59li1/vWNRRRkpNQvc5TTFeKDUf4BVsDOYCXfnd73PmLt0a1EXLu8KIureyVatrpAOeJpjekjCOJIrAhgmEAYKtgA6AJYDygHOCp4SLhxmLTo8jlJKZkp8cpiWtpLSOvNnEd81d1n7fzug/8sP7TAXPDjwYiCGjKoIzFzxYRDZMqVOlWh9hEGdubDFxVHXQeKB7wH0uf+Z/6X82f859s3voeHF1U3GUbDpnTmHXWt9TcEyURFc8wzPnKs0hgxgWD5QFC/yG8hXpxN+h1rnNGMXLvN60XK1PpsKfvZlKlHCPN4ujh7qEgYL7gCmADICmgPWB94OqhgmKD464kv2X1Z05pB+rfrJLunzCBMvX0+ncLeaW7xb5nwIlDJoV8B4aKAsxtzkQQgtKnVG7WFtfc2X7autvO3Tnd+h6On3ZfsV/+396f0V+XHzCeXt2i3L5bcpoBmO1XOBVkk7TRrA+NDZqLWAkIxu+EUEIuP4x9bnrXeIs2TLQfMcXvw63bK89qIuhX5vDlb2QVoyTiHqFD4NWgVGAAoBpgIWBVYPWhQWJ3YxZkXOWIpxgoiKpYbAQuCbAlshW0Vfaj+Pu7Gn28v95CfUSVRyNJY8uTzfBP9hHiE/IVoxdy2N9aZhuFnPwdiF6pXx3fpV//n+xf65+93yPenh3t3NRb05qs2SJXthXq1ALSQJBnjjpL/Amvx1kFOwKZQHd91/u+uS827HS58lpwUW5hbE1ql+jDZ1HlxaSgo2QiUeGq4PAgYiABoA5gCOBwIIQhQ+IuIsHkPWUe5qRoDCnTK7dtde9L8bazsrX9OBJ6r7zRP3NBk0Qthn7Ig4s4jRrPZxFa03LVLNbGGLyZzht43HsdU15AnwGfld/83/Zfwl/hH1Ne2d41XSecMZrVGZSYMZZu1I6S05DAjtiMnspWSAIF5cNEwSK+gfxmudQ3jXVV8zDw4W7qLM3rD6lxZ7XmHyTu46biiKHVYQ4gs2AGIAZgM+AOoJYhCaHoIrBjoOT35jOnkelQayys5C7z8NjzEHVXN6n5xTxl/ogBKQNFRdlIIcpbjINO1lDREvFUs9ZWmBcZs1rpHDbdGt4UXuHfQt/2X/zf1Z/BH7+e0l553XdcTJt62cQYqpbwVRgTZFFXz3WNAEs7iKpGUAQwAY3/bHzPern4L7Xzs4kxsy90rVCrianiaBzmu6UAZCziwqIDYW+giGBOYAGgImAwoGug0uGlYmIjR2ST5cVnWijP6qQsVC5dcHzyb3SyNsH5Wzu6vdyAfoKcRTMHfwm9S+qOA5BFUm1UOJXkl67ZFVqWG+8c3x3knr6fLB+sn/+f5R/dX6ifB1663YQc5FudWnDY4NdvlZ+T81HtT9DN4MugCVIHOgSbAnl/1z24uyC40vaStGLyBrABbhWsBmpV6IanGuWU5HYjACJ0oVSg4OBaIACgFKAWIESg36FmIhbjMSQypVnm5ShR6h2rxi3Ir+Ixz7QOdlq4sbrPvXF/k4IyxEvG20kdy1ANrw+3kacTupVvlwOY9Fo/22RcoB2xnlffEd+fH/7f8R/2H43feR64nc2dOVv9GprZVJfsliTUQFKBUKrOf8wDijjHo0VGAySAgn5ie8g5tzcy9P4ynDCQLp0shWrL6TMnfWXsZIJjgSKpYb0g/OBpYAMgCmA/ICEgr6Ep4c8i3ePUZTFmcqfWKZmrem017wkxcXNrdbR3yLpk/IY/KEFIw+QGNkh8yrPM2I8n0R7TOlT4FpWYUJnm2xZcXZ17Hi2e9B9N3/qf+Z/LH++fZ17zHhPdStxZ2wIZxdhm1qfUyxMTEQMPHYzlyp7ITAYwg4/Bbb7MvLB6HLfUdZrzc3Eg7yatButEqaKn4qZHJRIjxSLhoekhHGC8IAlgA+Ar4AEggyExYYqijaO5ZIumAuedKRfq8Kyk7rGwlHLJ9Q73YDm6u9q+fMCeQztFUIfayhZMQI6WEJQSt9R+FiUX6dlKmsUcF90BHj/ekt95X7Kf/l/c383fkh8qHlbdmVyzW2ZaNBie1yiVU9OjUZmPuc1Gy0PJNAaahHsB2P+3PRl6wvi29jkzzDHzr7Itiqv/6dSoSubk5WTkDKMdYhhhf2CSoFLgAKAb4CSgWiD74UkiQONhJGjllecmqJhqaOwVrhvwOPIpdGp2uHjQu2+9kYAzglIE6cc3iXeLpw3CkAeSMtPBlfGXQBkrWnCbjtzD3c6erh8hH6cf/5/q3+ifuV8dnpZd5JzJ28ean5kT16aV2lQxUi5QFI4mi+fJm0dERSYChABiPcL7qfka9ti0prJIMH+uEKx9qklo9ecFpfrkVyNcIkthpeDsoGBgAWAPoAugdKCKIUtiNyLMJAjla+ayqBtp46uIrYgvnvGKM8b2EbhneoS9Jn9IgehEAkaTCNdLC81tT3jRa5NC1XuW09iJGhlbQpyDXZoeRd8FX5ff/V/1X//fnR9N3tKeLN0dXCYayFmGmCJWXpS9UoFQ7Y6FDIrKQYgtRZDDb4DNfqz8Efn/t3l1ArMeMM9u2Sz96sCpY6epZhPk5OOeYoGhz+EKILEgBWAHIDYgEqCboRCh8KK6Y6wkxGZBZ+DpYGs9rPXuxrEscyR1a7e+udo8ev6dQT4DWgXtyDXKbwyWTuhQ4lLBVMMWpJgj2b6a8xw/XSIeGh7l30Vf91/8H9Nf/V96XsuecZ1tnEFbbln2WFvW4JUHU1KRRU9iDSyK50iVhnsD2sG4vxd8+npleBt13/O2MWDvY21Aa7pplCgP5q/lNiPj4vth/WErIIWgTSAB4CRgNCBwoNmhraJro1Jkn+XS52jo36q07GXub/BQMoN0xrcWuXA7j74xwFOC8UUHh5NJ0Qw9jhXQVtJ91AfWMte72SEaoJv4XObd6t6DH28frd//X+Nf2h+jnwEesx263JmbkVpjmNJXYBWPE+HR2w/9zY0Li8l9RuUEhgJkP8I9o7sL+P62fvQPsjRv7+3FLDbqB2i5Zs8liiRs4zhiLmFP4N2gWGAAoBYgGSBJYOWhbaIgIzukPmVnJvNoYWouK9et2u/1MeN0IrZveIZ7JL1Gv+iCB8Sghu+JMYtjDYFPyVH304pVvlcRGMCaStut3KgduB5c3xVfoN//H+/f8x+JX3MesR3EnS7b8VqN2UaX3VYUlG7SbxBXzmxML0nkR45FcMLPQK0+DXvzeWL3HvTq8omwvm5MLLWqvSjlp3El4WS443jiYuG34PkgZyACoAtgAeBlYLVhMSHX4ufj3+U+JkCoJWmp60ttR+9b8UTzv7WI+B16efybPz2BXcP4xgrIkMrHTStPOdEvkwpVBxbjWF0Z8dsgHGYdQh5zHvgfUB/7H/ifyN/rn2He7B4LXUEcTls1WbfYF9aX1PoSwVEwTsoM0cqKSHcF24O6gRh+93xbugg3wHWHc2CxDu8VbTarNalUp9Xme+TII/yimqHjYRgguaAIYARgLeAE4IhhOCGS4pdjhGTYJhCnq+knqsFs9q6EcOey3bUjN3T5j7wv/lIA84MQRaUH7soqDFOOqFClUogUjVZzF/aZVhrPXCCdCJ4FntcffB+z3/4f2t/KX4zfI15OnY/cqJtaGiaYkBcYlUMTkZGHD6aNcwsviN9GhYRlwcP/oj0Eeu44YvYlc/kxoW+grbprsKnGaH3mmSVapAOjFaISYXrgj6BRoADgHaAn4F8gwmGRIkoja+R05aNnNSin6nmsJ24ucAvyfTR+to05JbtE/eaACMKnBP6HC8mLS/oN1RAZEgNUERXAF41ZNxp7W5gcy53VHrLfJB+on/+f6V/lX7SfF16Onduc/1u72lKZBZeXVcnUH9IcEAGOEsvTiYaHb0TQwq7ADP3t+1U5BnbE9JNydbAuLgAsbip6qKhnOaWwJE2jVCJE4aDg6SBeYADgESAOoHkgkCFS4gAjFmQUpXjmgOhqqfPrme2aL7HxnfPa9iY4fHqZ/Tu/XYH9RBcGp4jrSx8Nf89KkbxTUpVKVyFYlVokG0wci52g3krfCN+aH/3f9B/9H5jfR97LXiQdE1wamvuZeJfTVk5UrBKvUJrOsYx2ii0H2EW7gxpA+D5X/D05qzdldS8yy7D9rogs7erxqRXnnOYIpNsjliK64YqhBmCu4ASgB+A4oBagoWEX4fkihCP3ZNEmTyfv6XBrDq0H7xlxP/M4dUA303ovfFA+8kETQ68FwkhKCoKM6Q76UPNS0ZTSFrKYMJmKGz0cCB1pXh+e6h9H3/hf+5/RH/mfdR7EnmkdY9x2WyHZ6NhM1tCVNlMAkXKPDs0YitLIgMZmA8WBo38CPOV6UPgHdcxzo3FO71ItcCtrKYYoAyakZSvj2yL0IfehJuCC4EvgAmAmYDegdeDgIYAAAEM5xeXI/cu7TlgRDlOYVfEX09n8W2acz941HtSfrN/838TfxR9+3nOdZhwY2o+YzpbZ1LbSKo+6zO4KCgdVxFeBVv5Ze2a4RPW6so6wBm2n6zio/Sb6JTOjrOJpIWogseABoBlgOSBgIQziPSMuJJ0mRahj6nLsra8OMc60qTdW+lF9UcBRg0oGdEkJzAQO3RFO09PWJxgD2iXbiV0rnglfIV+x3/pf+p+zXyWeU11+2+saW9iU1psUc1HjD2/MoEn6RsSEBcEFPgi7Fzg3tTByR+/D7WoqwCjKZs2lDeOOIlFhWeCpYACgICAHoLYhKeIhY1kkzma86GCqtGzzb1eyGzT396d6ov2jgKMDmkaCiZVMTE8hkY7UDtZcWHMaDpvrXQZeXR8tX7Zf9x/vn6DfC55yHRbb/JonGFqWW5QvUZsPJIxSSapGs4O0ALO9t/qIN+r05rIBr4HtLOqIKJhmoeToo2/iOqEKoKGgAKAnoBbgjKFH4kYjhOUAZvSonar2bTmvoXJoNQc4ODr0vfVA9EPqBtCJ4MyUT2WRzlRJFpEYoZp228ydYF5vnzifud/y3+PfjZ8xHhBdLhuNWjHYH9Yb0+rRUs7ZDAQJWkZiA2JAYf1nOnk3XjSc8fuvACzwKlDoZuZ25IRjUqIkoTwgWqABYDAgJuCkIWaia+OxJTLm7SjbazjtQDArsrU1VnhJO0Z+RwFFRHnHHkorzNwPqRINFILWxVjPmp4cLR153kGfQt/8n+3f11+5XtWeLdzEm52Z/BfkVdtTphEKDo1L9cjKBhDDEIAQfRa6KncR9FOxti7/LHQqGig2JgxkoKM2Ic9hLmBUoALgOWA3oLxhRiKSY94lZicmKRmre+2HcHYywrXl+Jn7l/6YwZZEiYerynZNI0/sUkuU/Bb4mPzahNxM3ZJekt9MX/5f6B/J36Re+V3KXNqbbRmFl+iVmlNg0MEOQQunCLmFv0K/P788hnnb9sX0CvFxLr6sOGnkJ8YmIuR94tph+uDhYE8gBSADYEkg1WGmYrljy+WZ51+pWGu/Lc6wgTNQNjW46zvpvuqB50TZB/jKgM2qEC7SiZU01yuZKZrq3Gvdqh6jH1Uf/1/hn/ufTp7cHeZcr9s72U6XrBVZExsQt430ixhIaQVtwm0/bbx2OU22ujOCcSyufmv9aa6nlqX55Bui/2GnINUgSqAIYA4gW6DvIYci4WQ6JY5nmamXq8MuVrDMM542Rbl8fDt/PAI4BSgIBcsKzfBQcRLG1WzXXdlVWxAcih3BHvKfXR//n9of7J94Hr5dgZyEWwoZVtdu1RcS1NBtzafKyQgYRRwCG38cfCY5P3Yus3pwqG4+64Lpuadn5ZGkOiKk4ZRgyeBHIAxgGeBuoMnh6OLJ5Gklw2fUaddsB26e8Rfz7DaVuY28jX+NwoiFtwhSi1RONlCy0wPVpBePWYCbdJynnddewV+kH/8f0d/c32Den92cHFga15kelzFU1NKOUCONWsq5x4eEyoHJvst71njxteOzMrBk7f+rSOlFp3nlaiPZoouhgiD/YAQgESAmYEKhJSHLYzMkWOY5J8+qF+xMLudxY7Q6tuX53vzfP99C2QXFyN7LnY58EPPTQBXbF8AZ6xtYXMReLJ7PH6qf/d/I38wfSN6AnbXcK1qkmOXW81SSEkdP2Q0NSmpHdoR4wXf+entG+KQ1mPLrcCGtgStPqRHnDGVDI/micuFw4LWgAiAW4DOgV6EBIi6jHSSJJm+oC6pYrJFvMHGvtEk3djowfTCAMIMphhSJKwvmjoERdJO71dFYMFnVG7tc4F4BXxxfsB/7n/7fup8v3mCdTtw92nDYrFa0lE6SAA+OTP/J2sclhCcBJn4pezd4FvVOsqRv3u1DKxbo3ubfpR0jmqJa4WBgrKAA4B1gAaCtIR4iEqNHpPpmZmhH6pns1u95sfw0l/eG+oH9gkCCA7nGYsl2zC8OxdG00/bWBthf2j4bnZ07nhUfKJ+0n/if9F+oXxZef50nG8+afJhyVnVUCtH4TwNMsgmKxtRD1UDUvdi66DfJ9QRyXi+crQWq3uisprOk96N8IgOhUKCkoACgJKAQoINhe6I3I3Mk6+aeKITq260dL4NySPUm99d6033UANNDycbwyYJMt08KEfSUMZZ72E7aZpv/XRXeaB80H7if9J/o35VfO94eHT6boJoHmHfWNdPGkbAO98wjyXrGQwODgIM9h/qZN700urHX71rsyOqnKHrmSGTS415iLWEB4J1gAOAsoCAgmqFaIlyjnyUeJtYowmsd7WOvzbKV9XY4KDslPiXBJIQZhz7JzUz/D03SM9RrlrAYvRpOXCAdb556Xz7fu5/wH9yfgZ8g3jvc1ZuxGdIYPJX1k4IRZ46sC9WJKoYxwzHAMX03ego3cPRxcZJvGWyManBoCeZdpK8jAaIX4TPgVuACIDWgMKCyYXkiQqPL5VEnDukAa2CtqnAX8uM1hbi5O3b+d4F1hGlHTEpYDQZP0RJyVKUW49jqmrVcAB2IXovfSJ/93+qfz1+tHsTeGNzr20DZ29fA1fTTfNDejmALhwjaReBC4D/gPOb5+7bktChxTS7YrFCqOefZpjOkS+MlYcMhJmBRYAQgPyAB4MshmSKpY/klROdIKX7rY+3xsGKzMLXVeMo7yL7JQcaE+MeZiqKNTVAT0rCU3dcXGRea25xfXaCenJ9R3/8f5F/Bn5ee6B31HIFbT9mk14SVs5M3UJVOE4t4SEnFjsKOf468lrmtNpjz3/EIbphsFWnEJ+nlymRpYsoh7yDaIExgByAJoFQg5KG54pEkJ2W5J0IpveunrjlwrbN+diU5G3wafxsCF0UICCbK7M2T0FZS7hUWF0lZQ9sBHL4dt96sX1of/5/dH/LfQV7KndCclhseWW2XR9Vx0vFQS83GyylIOQU9Qjy/PXwGuV82TXOXsMQuWKvaqY8nuuWh5Aei76Gb4M5gSGAKoBUgZuD+4Zsi+WQWJe3nvKm9q+uuQXE5M4x2tTlsvGw/bIJoBVcIc4s2jdoQmBMrFU3Xu1lvWyXcm93OXvtfYV//X9Vf419qXqxdq1xqGuxZNZcKVS/SqxABzboKmgfoROuB6v7sO/b40TYCM0+wgC4Za6BpWqdMZbnj5qKV4Ylgw6BFYA8gISB6oNnh/WLiJEVmI2f3qf2sMC6J8UT0GrbFef38vf++AriFpgiAC4AOX9DZk2eVhNfsWZobSdz43eQeyZ+oH/5fzJ/S31KejV2FXH2auVj81syU7RJkT/dNLMpKh5eEmcGZPps7pziDtfcyyDB87ZqrZukmpx6lUuPGoryhd+C5YALgFGAuIE7hNaHgIwvktaYZaDMqPix1btKxkPRpNxW6D30PQA+DCQY0iMwLyQ6lERqTo5X7V9zZxButXNUeOR7XH63f/J/DH8Hfeh5tnV6cEFqF2MOWzhSqEh0PrMzfSjsHBoRIQUd+SjtXuHY1bLKBMDntXGst6POm8aUsY6ciZGFm4LBgAWAaoDvgZCESYgPjdmSmZlAob2p/bLqvG/HdNLf3Zjpg/WFAYQNZRkMJWAwRzunRWtPfFjEYDNotm4/dMJ4NHyPfst/53/ifr98g3k0dd1viWlHYidaPFGZR1U9hzJGJ60b1Q/aA9b35esg4KTUicnqvt20eqvVogObFZQajiGJNIVbgp+AAoCGgCmC6YS+iKCNhZNemh2isKoDtAK+lsim0xvf2urJ9swCyQ6lGkUmjjFoPLlGa1BnWZlh72hZb8d0LXmCfL5+3H/Zf7Z+dXwaea90PG/OaHRhPlk+UIlGNTxZMQ4mbRqQDpICkPai6uTecdNiyNG91bOFqvahPJpnk4eNqYjZhB+CgIACgKWAZoJEhTaJNY40lCeb/aKlqwu1G7+9ydrUWOAd7BD4EwQOEOUbfSe7Mog9yUdoUVBabGKpaflvS3WVecx86n7pf8h/hn4nfK94J3SZbhFon2BSWD5Pd0UUOysw1SQsGUsNSwFK9V/pqN0+0jzHubzPspOpGaF2mbuS9ow0iIGE5YFlgAaAx4CngqKFsonMjuaU8Zvfo5ysFrY2wObKDtaV4WHtVvlaBVIRJB2zKOczpj7XSGRSN1s8Y2FqlnDNdfp5E30Tf/N/s39TftV7QHicc/NtUWfHX2RXPE5kRPE5+y6bI+sXBQwEAAT0Huht3A3RF8aku8uxoqg/oLSYEpJojMOHLYSvgU2ADIDsgOuCBIYwimaPmpW/nMOkla0it1LBEcxE19Tipe6d+qEGlhJiHukpEjXCP+NJXVMbXAlkFWswcUt2W3pXfTh/+n+bfx1+gXvPdw5zSm2PZu1edFY4TU5DzDjKLWEiqRa/Cr7+vvLc5jPb3s/0xJC6ybC0p2ef9Jdskd2LVIfcg3uBOYAXgBWBMoNohrGKA5BSlo+dqqWRrjC4ccI8zXvYE+Tp7+T75wfaE58fHis7Nt1A7UpUVP1c1GTHa8dxxna6eph9W3/+f4B/430qe1p3fXKebMplEF6CVTJMN0KmN5gsJSFnFXkJd/158Zzl+tmvztPDfrnJr8mmkp43l8iQVYvoho6DS4EngCSAQYF8g9CGNoujkAyXYZ6Tpo6vP7mQw2nOs9lS5S7xK/0uCR0V3CBRLGI39kH2S0lV3V2cZXZsXHI/dxV71X16f/5/Yn+mfc964nbqcfBrAmUxXY1UKkseQX82ZSvoHyQUMwgv/DTwXOTD2ILNs8JuuMuu36W/nXyWKJDQioCGQ4MfgRmANYBwgcmDO4e9i0aRyJc2n36njrBRurHEmM/r2pPmc/Jy/nQKXxYYIoQtiTgOQ/xMPFa6XmJmI23tcrR3bXsQfpV/+39Af2Z9cXpodlNxP2s4ZE9cllMhSgRAVjUwKqse4RLsBuj67+4d44zXVsyUwWC3z634pO6cxJWKj02KG4b7gvWADoBIgKOBGoSph0eM65GHmA2ga6iPsWS71MXH0CXc1Oe587r/uguhF1MjtS6uOSREAE4tV5VfJWfMbXxzJ3jCe0d+rn/1fxx/I30Qeup1uXCLamtja1udUhVJ5z4sNPsobR2dEaUFovmr7d7hVtYry3fAU7bVrBOkIJwPle+Ozom4hbaCz4AHgGCA2IFuhBqI1YyUkkmZ56BbqZOyebz4xvjRYN0V6f/0AAEADeMYjSTlL9E6OEUDTxxYbWDlZ3NuB3SWeBR8en7Df+x/9H7dfKx5aXUdcNRpnGKFWqJRB0jKPQAzxCcuHFkQXgRb+GjsoeAh1QHKXL9Itd6rMaNVm12UV45SiVmFdYKsgAOAeoARgsSEjohljT+TDprDoU2qmLOQvR7IKtOb3lfqRfZHAkUOIxrGJRQx8ztKRgNQCFlDYaNoF2+QdAJ5Y3yrftV/33/IfpN8RXnldH5vGmnKYZ1ZpVD4Rqo81DGNJu8aFA8XAxT3Jetk3+3T2chCvkC06KpQooyarZPCjdmI/YQ3goyAAoCYgE2CHoUFifiN7ZPVmqKiQaugtKm+Rcld1NffmuuL944Dig9jG/4mQTITPVtHAlHyWRdiXmm4bxZ1a3mufNh+5H/Pf5p+R3zbeF903G5eaPZgslimT+dFiTumMFQlrhnPDdABzvXi6SjeutKzxyu9ObP1qXOhxpkAkzCNY4ikhPyBcIAEgLiAjIJ8hX+Jjo6dlJ+bg6M4rKm1w79uypHVFOHe7NL41QTPEKIcNShuMzI+akj+Udla6GIXalZwmHXRefd8A3/wf7x/aH73e2541XM3bqBnH2DFV6VO1ERnOnYvGyRuGIkMiQCI9KDo7dyJ0Y7GFLw0sgSpl6ACmVaSoYzwh0+ExIFXgAmA3YDPgtyF/Iknj1GVa5xmpDCttbbfwJjLxtZS4iHuGfocBhMS4R1sKZk0Tz93SfhSv1u2Y8xq8nAYdjR6PH0pf/h/pX8zfqR7/XdIc49t3mZFX9ZWok2/Q0M5Ri7gIiwXQwtC/0LzX+ez21nQasUAuzGxFai+n0GYr5EVjICH/IOQgUGAEoAEgRWDP4Z9isOPB5Y6nUylK67Ct/zBw8z915HjZu9g+2MHVxMfH6EqwjVrQIJK8FOiXIJkf2uKcZV2lHp+fU1//X+Mf/t9TXuKd7hy5GwaZmpe5FWdTKhCHjgULaUh6hX9Cfv9/fEe5nnaKc9IxO25MLAop+ieg5cKkYuLFIetg1+BLoAegC+BXoOmhgCLYpDAlgueNKYnr9G4G8PvzTTZ0OSq8Kf8qgiaFFwg1SvrNoVBi0vmVIJdS2UwbCByDnfwer19bX/+f29/v330ehN3JnI3bFRljF3wVJZLkEH3NuEraSCnFLcItPy48N7kQdn8zSfD3Lgyrz6mFJ7HlmiQBYuqhmGDMYEfgC2AXYGqgw+HhosDkXuX354epyaw4rk8xB3PbNoR5u/x7v3wCd0VmCEILRE4nUKSTNpVYV4SZt1ss3KFd0p7+H2Lf/1/Tn+BfZh6mnaQcYdrimSrXPtTjUp2QM81rSosH2QTcAdt+3PvnuMK2M/MCMLNtzWuVaVDnQ6Wyo+CikOGGIMGgRKAQICOgfmDfIcPjKiROpi2nwuoJ7H0ul7FTNCm21HnNfM1/zYLHxfTIjkuNzmzQ5dNzFY8X9ZmiG1Cc/l3oHsxfqR/+H8rfz99OHoddvhw1Gq/Y8hbA1OCSVs/pTR4Ke4dIBIqBib6L+5f4tPWpMvrwMC2Oq1wpHScWJUujwKK4IXSgt6ACoBWgMKBS4Tsh5uMT5L6mI6g+qgpsgm8gsZ80eDck+h69HsAfAxgGA4kai9bOshEmk67VxZgmGcwbs9zaXjze2Z+u3/wfwR/+nzVeZ51XXAeavBi41oIUnVIPj56M0IosBzcEOME3/jr7CLhntV6ys+/tLVCrIyjp5ullJSOhIl/hY+CuoAEgG+A+oGhhF+IKo35kr6ZaqHrqS6zH72nx67SG97V6cH1wgHBDaEZRyWZMH0720WcT6hY7WBXaNVuWXTXeEN8mH7Of+V/2n6xfG95G3W/b2ZpH2L7WQxRZkcfPU4yCydwG5gPnAOZ96jr5N9q1FHJtL6rtEurq6LdmvST/o0KiSKFUIKZgAKAi4A0gvqE1Ii8jaaThJpHot6qNbQ3vs3I4NNX3xfrB/cKAwcP4hqAJscxnjztRptQk1nBYRNpd2/gdEF5kHzGft5/1n+tfmZ8BnmWdB5vq2hMYRFZDlBWRv87IDHTJTAaUw5VAlL2Zeqo3jfTKsicvaOzV6rMoRaaRpNrjZOIyIQTgnuAAoCrgHKCVYVNiVGOVZRNmyej06s+tVC/9ckU1ZTgWuxN+FEESxAhHLcn9DK+PfxHmFF8WpNizGkWcGR1qHnafPJ+63/Ef31+F3yaeA10em7tZ3ZgJVgOT0NF3TrxL5ok8BgNDQ0BDPUi6W3dBdIEx4W8nrJlqfCgUZmbktuMH4hxhNqBYYAHgM6AtIK0hcmJ6Y4IlRicCqTLrEi2bMAfy0nW0eGe7ZT5mAWQEWAd7iggNNw+CkmTUmJbY2ODarNw5XUMeiB9Gn/1f69/SX7Geyt4gnPTbS1nnl83VwtOL0S6OcEuYCOuF8gLx//G8+HnMtzU0ODFcLuasXWoFqCPmPKRTYythx2EpYFJgA6A9ID4gheGSIqEj72V5pzupMWtVbeIwUnMf9cQ4+Lu2/rfBtQSnh4jKko1+D8WSoxTRlwwZDdrTXFjdm16ZH0/f/t/l38SfnF7uXfzciptambDXkZWB00ZQ5U4kC0lIm0WggqA/oHyoOb42qTPvcRcupiwiKc/n9CXTJHDiz+HzYNygTWAGYAdgUCDfIbKiiGQdJa2ndalwa5juKfCdc222E/kJ/Ai/CUIFxTbH1grczYSQR9Lg1QoXfpk6Wvkcd12y3qkfWF//n97f9h9GXtEd2JyfWykZeZdU1UATAJCbjdeLOkgKhU7CTn9O/Ff5b/Zds6cw0u5ma+cpmqeE5eqkDuL1IZ/g0OBJYAngEqBioPkhk+LwZAvl4mev6a+r3O5x8Ojzu7Zj+Vr8Wn9bAlaFRghiyyaNytCJ0x4VQdewmWXbHdyVXcme+F9f3/+f1x/mn29est2zXHOa9xkBl1eVPhK6UBHNiorrR/nE/UH8vv37yDkiNhJzXzCO7ibrrOll51ZlgqQt4pthjWDF4EXgDiAeYHYg1CH14tlkeyXXp+rp76whbroxNHPJ9vP5rHysP6yCpwWVCK9LcA4Q0MtTWpW5F6HZkNtCHPKd357Gn6af/p/On9afV96UHY2cR1rEWQkXGdT7knOPx419ilvHqQSrgar+rLu4eJR1x3MXsEtt6CtzaTHnKKVbI81igiG7oLugA2ATYCsgSmEvodijAuSrJg2oJmowLGZuwvGAdFg3BDo9vP4//gL3heOI+8u5TlYRDJOWle+X0pn7G2Wczx40ntRfrJ/9H8UfxZ9/nnSdZxwaGpEY0BbblLiSLE+8zPAKDEdYBFnBWT5bu2i4RvW88pCwCG2pqzoo/qb7ZTSjreJpoWqgsiABoBkgOOBfoQwiPCMtJJumRChianEsq68MMcy0pvdUuk89T4BPQ0fGcgkHjAIO2xFNE9IWJZgCWiSbiF0q3gjfIR+x3/qf+x+z3yZeVB1/2+xaXRiWVpzUdRHkz3IMokn8hsbECAEHfgr7GXg59TJySe/FrWvqwajL5s7lDuOO4lIhWmCpoACgH+AHILVhKSIgY1fkzOa7aF7qsqzxb1WyGTT196U6oL2hQKDDmAaASZNMSk8fkY0UDRZa2HHaDZvqnQWeXF8tH7Yf9x/wH6FfDF5zHRfb/doomFxWXVQxEZ0PJsxUiayGtYO2QLX9ujqKN+z06LIDb4OtLqqJqJnmoyTpo3DiOyELIKHgAKAnoBZgjCFHIkUjg6U+5rMonCr0rTevn3Jl9QT4NfryffMA8gPoBs5J3oyST2ORzJRHlo+YoFp1m8vdX95vHzhfud/zH+Rfjh8x3hFdL1uOmjNYIVYdk+zRVM7bDAZJXIZkQ2SAZD1pens3YHSe8f2vAizx6lJoaGZ4JIVjU2IlITxgWuABYC/gJmCjoWXiauOv5TFm66jZqzctfm/psrM1VHhG+0Q+RMFDBHfHHAopjNoPp1ILlIFWw9jOWp0cLF15HkEfQp/8X+4f15+53tZeLpzF257Z/ZfmFd0Tp9EMDo9L98jMRhMDEsASvRj6LHcT9FXxuC7A7LWqG6g3pg2koaM24c/hLqBUoALgOSA3ILuhRSKRI9zlZKckaRfree2FcHQywHXj+Jf7lb6WgZQEh0epinRNIU/qUknU+pb3WPuag9xMHZGekl9MH/5f6F/KX6Ue+h3LXNvbblmHF+oVnFNikMMOQwupSLvFgYLBf8F8yLnd9sf0DPFzLoBseinlp8dmI+R+4tsh+2DhoE9gBSADIEig1KGlYrhjyqWYZ14pVqu9bcywvvMONjN46PvnfuhB5QTWx/bKvo1oEC0Sh9UzFyoZKFrp3GsdqV6in1Tf/1/hn/wfT17dHedcsRs9WVAXrZVa0x0QuY32ixpIa0VwAm9/b/x4eU+2vDOEcS5uQCw+6bAnl+X65Byi/+GnoNWgSuAIYA3gWyDuYYZi4CQ45YznmCmV68EuVLDKM5v2Q3l6PDk/OcI1xSYIA8sIje6Qb1LFVWtXXFlUWw8ciV3AXvIfXN//n9pf7R943r9dgpyFmwuZWFdwlRkS1tBvzanKy0gahR5CHb8evCh5AbZw83xwqm4Aq8RpuydpJZKkOyKloZTgyiBHIAxgGaBuIMkh6CLIpGflwifS6dWsBa6c8RWz6jaTeYt8iz+LgoaFtQhQS1JONJCw0wIVopeN2b+bM5ym3daewN+kH/8f0h/dH2GeoN2dHFla2RkgFzMU1pKQUCWNXMq8B4nEzMHL/s272Ljz9eWzNLBmrcFriqlG53slayPaYowhgqD/oARgESAl4EIhJGHKYzHkV6Y3p84qFexKbuVxYXQ4duO53Lzc/90C1wXDyNzLm456EPITflWZl/7ZqhtXXMOeLB7O36pf/d/JH8yfSZ6BXbbcLJqmGOdW9NST0klP200PimyHeMR7AXo+fHtI+KZ1mvLtcCNtgutRKRNnDaVEI/qic2FxYLXgAiAWoDMgVuEAYi2jG+SH5m4oCepW7I9vLnGttEb3dDouPS5ALkMnRhJJKMvkjr8RMtO6Fc/YLxnT27pc354A3xwfr9/7n/9fux8wnmFdT9w/GnJYrda2VFCSAg+QTMIKHMcnxClBKH4ruzm4GTVQsqZv4K1E6xho4Gbg5R4jm2JboWDgrOAA4B0gASCsYR1iEaNGZPjmZOhGapgs1S93sfo0lfeEur+9QAC/w3eGYIl0jC0Ow9GzE/VWBVhemj0bnN063hSfKF+0n/if9J+o3xceQJ1oG9Dafhhz1ncUDNH6TwVMtAmNBtaD14DW/dq66jfMNQZyX++ebQdq4Git5rTk+KN84gRhUSCk4ACgJGAQIILheuI2I3Hk6qacaIMq2e0bL4FyRrUk99U60X3RwNEDx4buyYAMtU8IEfLUL9Z6WE2aZVv+XRVeZ58z37hf9N/pH5XfPJ4fHT/bodoJGHlWN5PIkbIO+cwmCX0GRUOFwIV9ijqbN790vPHZ71ysymqoqHxmSWTT419iLeECIJ2gAOAsYB+gmeFZIlujneUc5tSowKscLWGvy3KTtXQ4Jjsi/iPBIkQXRzyJy0z9D0vSMhRp1q7Yu9pNHB8dbt553z6fu1/wH9zfgh8hnjzc1tuyWdNYPhX3U4PRaY6uC9fJLMY0AzQAM705ugx3cvRzcZQvGyyOKnHoC2Ze5LAjAmIYYTQgVyACIDVgMCCx4XhiQaPKpU/nDWk+qx7tqHAV8uD1g7i2+3S+dUFzRGcHSkpWDQRPz1JwlKNW4pjpWrQcP11H3otfSF/9n+rfz9+tnsWeGdzs20IZ3VfClfaTftDgjmILiQjcheKC4n/ifOk5/fbmtCpxTy7abFIqO2fa5jTkTOMmIcOhJuBRYAQgPuABYMphmGKoY/flQ2dGqX0rYi3vsGCzLnXTOMf7xn7HAcRE9oeXiqCNS1ASEq7U3FcVmRZa2lxenZ/enB9Rn/8f5J/B35ge6N32HIJbUVmmV4ZVtVM5UJdOFYt6SEwFkQKQv5D8mPmvdprz4fEKLposFunFp+sly2RqYsrh76DaYEygBuAJYFNg4+G44o/kJiW3p0CpvCulrjdwq7N8diL5GTwYPxjCFQUFyCSK6s2SEFRS7FUUl0gZQpsAHL0dt16r31nf/5/dX/MfQh7LXdGcl1sf2W8XSVVz0vNQTc3JCytIO0U/gj7/P7wI+WE2T3OZsMXuWmvcKZCnvCWi5Aii8GGcYM6gSKAKoBSgZmD+IZpi+CQU5exnuum76+nuf3D3M4p2svlqfGn/akJlxVUIcUs0jdgQllMplUxXudluGyTcmx3N3vsfYV//n9Wf459rHq0drFxrWu2ZNxcMFTGSrNADzbwKnEfqhO3B7T7ue/j403YEM1Gwgi4a66HpXCdNpbsj56KWYYngw+BFYA8gIOB54Nkh/GLhJEQmIef16fvsLm6H8UK0GLbDOfu8u7+7wrZFo8i9y34OHdDX02YVg1frGZjbSNz4HeOeyV+n3/5fzN/TX1Nejh2GXH7autj+Vs4U7xJmD/mNLspMx5mEnAGbfp17qTiFtfkyyjB+rZwraGkoJx/lU+PHYr1heGC5oALgFGAtoE5hNOHfYwrktCYX6DGqPGxzbtCxjrRnNxN6DT0NAA1DBsYyiMoLxw6jERiTodX519uZwxusXNReOJ7W362f/J/DX8Jfet5unV/cEZqHWMVWz9Sr0h8PrszhSj1HCIRKgUm+THtZuHh1brKDMDutXesvaPTm8uUtY6fiZSFnYLBgAWAaYDtgY6ERYgLjdSSk5k6obap9rLjvGfHbNLX3Y/pevV8AXsNXBkEJVgwPzugRWRPdVi+YC1osW47dL94MnyNfsp/53/kfsF8hnk4deFvjmlNYi5aQ1GhR109jzJPJ7Ub3g/iA9/37esp4KzUkcnxvuS0gavcogmbGpQfjiSJNoVdgqCAAoCFgCeC5oS7iJyNgJNZmheiqar8s/q9jcie0xPf0erA9sMCwA6cGjwmhjFgPLJGZFBgWZNh6mhUb8N0KnmAfL1+23/Zf7d+d3wdebN0QW/UaHphRFlFUJFGPTxiMRcmdhqZDpsCmfar6uzeedNqyNi93LOMqvyhQZprk4uNrIjbhCCCgYACgKSAZYJBhTOJMY4vlCGb96KeqwS1E7+1ydHUT+AU7Af4CgQFENwbdCezMoA9wkdhUUpaZmKkafRvR3WSecp86X7pf8h/h34pfLJ4K3SebhdopWBZWEVPf0UcOzMw3iQ1GVQNVAFT9Wjpsd1H0kTHwbzWspmpH6F8mb+S+ow3iISE54FmgAWAxoClgqCFronIjuGU7JvZo5WsDrYuwN7KBtaN4VjtTflRBUkRGx2rKN8znj7QSF1SMFs2Y1xqkXDJdfd5EX0Sf/N/tH9Ufth7RHigc/dtV2fNX2tXQ05rRPk5Ay+kI/QXDgwNAA30Juh23BbRH8asu9KxqahFoLmYFpJsjMaHL4SwgU6ADIDrgOmCAYYsimKPlZW5nL2kj60at0vBCMw818vinO6U+pgGjRJZHuEpCTW6P9xJVlMVXANkEGsscUh2WXpVfTd/+n+cfx5+g3vSdxJzT22UZvNee1Y/TVZD1DjSLWkishbICsf+x/Ll5jzb5s/8xJi60LC7p22f+ZdwkeCLV4feg32BOYAWgBSBMINmhq6K/49Mlomdo6WKrii4acI0zXLYCuTg79v73gfRE5cfFSszNtVA5kpOVPdczmTCa8Nxw3a3epZ9Wn/+f4F/5X0se113gXKjbM9lFl6IVTlMP0KuN6AsLiFwFYIJgP2C8aXlA9q3ztvDhrnQr8+mmJ48l82QWIvrhpCDTYEogCOAQIF6g82GMoufkAaXW56MpoevOLmIw2HOqtlJ5SXxIv0lCRQV0yBJLFo370HuS0NV112XZXJsWHI8dxN71H15f/5/Y3+ofdF65nbucfVrCGU3XZRUMksmQYc2bSvxHy0UPAg4/D3wZeTL2IrNu8J1uNKu5qXEnYGWLJDTioOGRYMggRqANIBvgceDOIe5i0GRw5cwn3enh7BJuqnEj8/j2ormavJp/msKVxYPInstgTgGQ/VMNla0XlxmHm3pcrF3a3sOfpV/+39Bf2h9dHprdldxQ2s+ZFVcnVMoSgtAXjU5KrQe6hL1BvH6+O4m45TXXsycwWe31q3+pPScyZWOj1GKHYb9gvaAD4BIgKGBGISmh0SM55GCmAegZaiIsV27zMW/0Bzcy+ew87H/sQuYF0ojrS6lORxE+U0mV49fIGfIbXhzI3jAe0V+rX/1fx1/JX0Teu11vnCPanFjclukUhxJ7z40NAMpdh2mEa4Fqvm07efhXtYzy3/AWrbcrBmkJpwUlfOO0om7hbiC0IAHgF+A14FrhBeI0YyPkkSZ4aBVqYyycrzwxvDRV90M6fb09wD3DNoYhCTdL8k6MEX8ThVYZ2DgZ25uBHSTeBJ8eX7Df+x/9X7ffK95bXUhcNlpomKMWqlRD0jRPQkzzSc3HGIQZwRk+HHsquAp1QrKZL9QteSrN6Nbm2KUW45WiVyFd4KtgAOAeYAPgsKEi4hhjTqTCJq9oUaqkbOJvRbIItOS3k/qPPY+AjwOGhq+JQwx6ztDRvxPAVk9YZ5oEm+MdP94YXyqftV/33/JfpV8SHnpdIJvIGnQYaNZrFD/RrI83DGVJvcaHQ8gAx33Lett3/XT4shKvke076pXopKaspPGjd2IAIU5go2AAoCXgEuCHIUCifSN6JPQmpyiO6uZtKG+PclV1M/fkeuC94UDgQ9aG/YmOTILPVNH+1DrWRFiWWm0bxJ1aHmsfNd+5H/Qf5t+SXzeeGJ04G5kaPtguFitT+5FkTuuMF0ltxnYDdkB1/Xr6THew9K7xzK9QLP7qXmhy5kFkzSNZoinhP6BcYAEgLiAi4J5hXyJio6YlJmbfaMxrKK1u79myonVDOHV7Mn4zATGEJocLShlMyo+Ykj3UdNa4mISalJwlXXOefV8AX/vf7x/aX75e3F42XM7bqVnJWDLV6xO20RvOn8vIyR2GJIMkgCR9Kno9dyR0ZbGHLw7sgqpnaAImVuSpYzzh1GExoFXgAmA3IDNgtmF+Ykjj0yVZZxgpCmtrbbXwI/LvtZK4hjuEPoTBgoS2B1jKZE0Rz9vSfFSuFuwY8dq7XAVdjF6On0of/h/pn80fqZ7AHhMc5Nt5GZLX9xWqU3GQ0s5Ti7pIjUXTAtL/0vzZ+e722HQcsUHuzixG6jEn0eYs5EZjISH/oORgUGAEoADgRODPIZ5ir+PApY0nUalJK67t/XBu8z014jjXe9X+1oHThMWH5gqujVjQHpK6lOcXHxke2uGcZF2kXp8fUx//X+Mf/x9UHuNd7xy6WwgZnBe61WkTLBCJjgdLa4h8xUGCgT+BvIn5oLaMs9QxPW5N7Aup+6eiJcPkY+LF4evg2CBL4AegC2BXIOjhvyKXZC7lgaeLqYgr8q4FMPnzSzZyOSh8J78oQiRFFMgzCvjNn1Bg0vgVHxdRmUrbBxyC3fuert9bX/+f3B/wX33ehd3KnI8bFllkl33VJ1LmEH/NuorciCwFMAIvfzB8ObkSdkEzi/D5Lg5r0SmGp7Nlm2QCYuthmODMoEfgC2AW4GngwyHgov/kHaX2Z4Ypx+w2rk0xBXPZNoI5ubx5f3nCdQVjyH/LAk4lUKLTNNVW14NZthsr3KCd0d7932Kf/1/T3+CfZp6nXaVcYxrkGSxXAFUlEp+QNc1tio1H20TeQd2+3zvp+MS2NfMEMLUtzyuXKVInRSWzo+FikaGGoMHgROAP4CMgfeDeYcLjKORNJiwnwSoILHtulbFRNCd20nnLPMs/y0LFhfLIjEuLzmsQ5BNxVY2X9Fmg20+c/V3nnsvfqR/+H8sf0F9O3ohdvxw2WrEY85bCVOJSWM/rTSBKfcdKRIzBi/6OO5o4tzWrMvywMe2Qa12pHmcXZUyjwWK44XUgt+ACoBVgMGBSYTph5eMSpL1mIig86gisgG8esZ00dfciuhy9HIAcwxYGAUkYi9TOsFEk061VxBgkmcrbstzZnjxe2R+un/wfwV//HzYeaF1YXAjavZi6VoPUnxIRT6CM0souBzlEOwE6Pj07CrhptWCyta/vLVJrJKjrZuqlJmOiImChZGCu4AEgG6A+IGehFuIJo30kriZZKHkqSezF72fx6XSEt7M6bj1uQG4DZgZPyWRMHU71EWVT6JY52BRaNBuVXTUeEF8ln7Of+V/2360fHJ5H3XDb2tpJWICWhNRbkcnPVYyFCd5G6EPpQOi97Dr7d9y1FnJvL6ytFKrsaLjmvmTAo4NiSWFUYKagAKAioAzgveE0Yi4jaGTf5pBoteqLrQvvsXI2NNO3w7r/vYBA/4O2Rp3Jr8xljzlRpRQjVm7YQ5pc2/cdD55jnzFft5/1n+ufmh8CXmZdCJvsGhSYRhZFVBdRgc8KTHcJTkaXA5eAlv2buqx3j/TMsijvauzXqrSoRuaS5NvjZaIy4QVgnyAAoCqgHGCU4VKiU2OUZRHmyGjzas2tUm/7ckM1YvgUuxE+EgEQhAYHK8n7DK2PfVHkVF1Wo1ix2kScGB1pXnYfPF+63/Ff35+GnydeBF0fm7yZ3xgLFgVT0tF5Tr6L6Mk+RgWDRYBFfUr6XXdDdIMx428pbJsqfagV5mfkt+MIohzhNyBYYAGgM2AsoKyhcaJ5Y4DlRKcA6TErEG2ZMAWy0DWyeGV7Yv5jwWHEVcd5SgXNNQ+AkmMUlxbXWN+aq9w4XUKeh59GX/1f7B/Sn7Iey54hXPYbTJnpF89VxJON0TCOcouaSO3F9EL0P/P8+rnO9zc0OjFd7uhsXyoHKCVmPeRUYyxhyCEpoFKgA6A84D2ghSGRYp/j7iV4JzopL6tTbeBwUHMdtcH49nu0vrWBssSlR4bKkI18D8OSoVTQFwqZDJrSXFfdmt6Yn0+f/t/l38TfnN7vHf3ci5tb2bJXk1WDk0hQ504mS0uInUWiwqJ/oryqeYB263PxcRkup+wjqdEn9WXUZHHi0KHz4NzgTaAGIAcgT6DeYbHih2Qb5awnc+luq5buJ/Cbc2t2EbkHvAZ/BwIDhTTH08razYLQRhLfFQhXfRk5Gvfcdp2yXqifWB//n98f9l9G3tHd2ZygmyqZexdWlUITApCdzdmLPIgMxVECUL9RPFo5cjZfs6kw1K5oK+jpm+eGJeukD+L14aBg0SBJYAmgEiBiIPhhkuLvZAql4Oeuaa3r2u5v8OazuXZhuVj8WD9YwlRFQ8hgyySNyRCIExxVQFevGWSbHNyUncje999fn/+f11/nH3Aes920XHTa+JkDF1lVABL8UBPNjMrtR/wE/4H+/v/7yjkkNhRzYTCQriirrqlnZ1elg6QuopvhjeDGIEXgDeAeIHWg02H04tgkeeXWJ+kp7ewfbrgxMnPHtvG5qjyp/6pCpMWSyK1Lbg4O0MmTWNW3l6CZj5tBHPHd3t7GX6af/t/O39cfWJ6VHY6cSJrF2QrXG5T9UnWPyY1/il4Hq0Stwa0+rvu6eJZ1yXMZsE0t6et06TNnKeVcY85iguG8ILvgA2ATICrgSeEu4dejAaSp5gwoJKoubGRuwPG+NBY3Ajo7fPv/+8L1ReGI+Yu3TlRRCpOVFe4X0Rn522Sczl40HtPfrJ/9H8Vfxh9AHrVdaBwbWpKY0ZbdVLpSLk+/DPJKDodaRFwBW35d+2r4STW+8pJwCi2razuo/+b8pTWjrqJqYWsgsmABoBkgOGBe4QsiOyMr5JpmQqhgqm9sqa8KMcp0pLdSekz9TUBNA0WGcAkFjAAO2RFLU9CWJBgBGiObh50qHghfIN+xn/qf+1+0XyceVR1A3C2aXpiYFp6UdxHmz3QMpIn+xskECkEJvgz7G7g79TSyS6/HrW2qwyjNJtAlD+OP4lKhWuCp4ACgH6AG4LThKGIfY1bky6a56F0qsOzvr1OyFvTzt6M6nr2fAJ6Dlca+SVFMSE8d0YtUC5ZZmHCaDFvpnQTeW98s37Yf91/wX6HfDR50HRkb/xoqGF3WXxQzEZ8PKMxWia7Gt8O4gLf9vDqMd+706rIFb4VtMGqLKJsmpGTqo3GiO+ELYKIgAKAnYBXgi2FGYkQjgmU9ZrGommry7TWvnXJj9QL4M7rwPfDA78PlxsxJ3IyQj2HRytRF1o5Ynxp0m8rdXx5unzffuZ/zH+Sfjp8yXhJdMFuQGjTYIxYfU+6RVo7dTAiJXsZmg2bAZn1run13YnSg8f9vA+zzqlPoaaZ5JIZjVGIloTzgWyABIC+gJeCi4WTiaeOupTAm6ejYKzUtfG/nsrD1UjhEu0H+QoFAxHWHGgonjNgPpVIJ1L/WgljNGpwcK114XkCfQl/8X+4f2B+6XtceL5zHG6AZ/xfnld7TqdEODpFL+gjOhhVDFQAU/Rs6LrcWNFfxui7CrLdqHSg45g7koqM3odBhLyBU4AKgOOA2oLshRGKQI9ulYyci6RYreC2DcHIy/nWhuJW7k36UQZHEhQeninJNH0/okkhU+Rb12PqagtxLHZEekd9L3/5f6F/Kn6We+t3MXNzbb9mIl+vVnhNkkMUORUurSL4Fg8LDv8O8yvngNsn0DvF07oIse6nnJ8imJSR/otvh++DiIE+gBSAC4Egg1CGkordjyWWXJ1xpVOu7rcrwvPML9jF45rvlPuYB4sTUh/TKvI1mECtShhUxlyjZJxro3GpdqN6iH1Tf/1/h3/xfT97d3ehcshs+mVGXr1Vckx7Qu434yxyIbYVyQnG/cjx6uVH2vnOGcTBuQewAqfGnmWX8JB2iwKHoINXgSuAIIA2gWqDt4YVi3yQ3pYtnlqmUK/9uErDIM5m2QTl3/Db/N4IzhSPIAYsGjeyQbVLDlWmXWxlTGw4ciJ3/3rHfXJ//n9qf7V95XoAdw5yG2wzZWddyVRrS2NBxzawKzYgcxSCCH/8g/Cq5A/Zy835wrC4Ca8YpvKdqZZPkPCKmYZVgymBHIAwgGSBtoMhh5yLHpGalwKfRKdPsA66a8ROz5/aROYk8iP+JQoRFsshOS1BOMpCvEwBVoReMmb5bMpymHdYewJ+j3/8f0l/dn2IeoZ2eHFqa2pkhlzTU2JKSUCfNXwq+R4wEzwHOPs+72vj19efzNrBobcMrjClIZ3xlbCPbYozhgyD/4ARgEOAloEGhI6HJYzDkVmY2J8xqFCxIbuNxX3Q2NuF52nzav9rC1MXBiNrLmY54EPBTfNWYF/2ZqNtWXMLeK57On6of/d/JX80fSh6CXbfcLdqnWOjW9pSVkktP3U0Rim7HewR9QXx+frtLOKh1nTLvcCUthKtS6RSnDuVFY/tidCFx4LYgAiAWoDLgVmE/oeyjGqSGpmyoCGpU7I2vLHGrtET3cfor/SwALAMlBhBJJsvijr1RMRO4lc5YLdnS27mc3t4AHxufr5/7n/+fu58xXmJdUNwAWrPYr5a4FFJSA8+SjMQKHwcqBCuBKr4t+zu4GzVSsqhv4m1Gqxoo4abiJR8jnCJcIWFgrSAA4BzgAOCr4RxiEKNFZPemY2hEqpZs0y91sff0k7eCer19fcB9g3VGXolyjCsOwhGxU/OWA9hdWjvbm906HhQfJ9+0X/if9N+pnxfeQZ1pW9Iaf1h1lnjUDpH8DwdMtkmPRtjD2cDZPdz67HfONQiyYe+gLQkq4eivZrYk+aN94gThUaClIACgJCAPoIIheiI1I3Ck6Saa6IGq2C0ZL79yBLUit9L6zz3PgM7DxUbsib4Mc08GUfEULlZ42ExaZFv9XRSeZx8zn7hf9N/pX5afPV4gHQDb4xoKmHrWOVPKUbQO+8woCX9GR4OIAId9jHqdd4F0/vHb715szCqqaH2mSqTU42AiLqECoJ3gAOAsIB9gmWFYYlpjnKUbZtMo/urabV+vyXKRtXH4I/sgviGBIAQVRzqJyUz7D0oSMFRoVq1YuppMHB5dbh55Xz5fu1/wX90fgp8iXj3c19uzmdTYP9X5E4XRa46wC9nJLwY2QzYANf07ug63dPR1cZYvHSyPqnNoDKZf5LEjAyIY4TSgV2ACIDUgL6CxIXeiQKPJZU5nC+k86xztprAT8t71gXi0u3J+cwFxBGTHSApUDQKPzVJu1KHW4RjoGrMcPl1HHorfSB/9n+rf0B+uHsZeGtzuG0OZ3tfEFfhTQNEijmQLi0jeheTC5L/kvOt5//bo9CxxUO7cLFPqPOfcJjXkTeMm4cQhJyBRoAQgPqAA4Mnhl2KnY/alQedFKXtrYC3t8F6zLHXQ+MW7xD7EwcIE9EeVSp6NSZAQUq0U2tcUGRUa2Vxd3Z9em59RX/8f5J/CX5je6Z33HIObUpmn14fVt1M7EJlOF8t8iE5Fk0KS/5M8mzmxtpzz4/EMLpvsGGnHJ+xlzKRrYsuh8CDaoEygBuAJIFLg4yG34o7kJKW2J37pemuj7jVwqbN6NiD5FvwV/xaCEsUDyCKK6I2QEFKS6tUTF0aZQVs/HHxdtp6rn1mf/5/dn/OfQp7MXdKcmFshGXCXSxV1kvVQT83LCy2IPYUBwkE/QfxLOWN2UXObcMfuXCvdqZHnvWWkJAmi8OGc4M7gSKAKYBRgZeD9YZli9yQTZernuWm6K+fufXD084g2sLloPGe/aAJjhVLIb0syjdZQlJMn1UrXuJls2yPcmh3NHvqfYR//n9Xf5B9rnq4drVxsmu8ZOJcN1TNSrtAFzb5KnkfsxPAB737wu/s41XYGM1Owg+4cq6OpXWdO5bwj6KKXIYpgxCBFYA7gIGB5YNhh+2Lf5ELmIGf0afosLG6F8UC0FnbA+fl8uX+5wrQFoci7y3wOHBDWE2RVgdfp2ZebR9z3XeLeyN+nn/6fzR/T31Qejx2HXEAa/BjAFw/U8NJoD/uNMQpPB5vEnkGdvp+7q3iH9ftyzDBAbd3raekppyElVOPIYr4heKC6IALgFCAtYE3hNCHeYwmksuYWaC/qOqxxbs6xjLRk9xE6Cv0KwAsDBIYwSMgLxQ6hURbToFX4V9pZwdurXNOeN97WX62f/J/Dn8Lfe55vXWDcEtqI2MbW0ZSt0iDPsMzjij9HCsRMgUv+Trtb+Hp1cLKFMD1tX6sw6PZm9CUuo6jiZeFn4LCgAWAaIDsgYyEQogHjc+Sjpk0obCp7rLbvF/HY9LO3YbpcfVzAXINUxn7JE8wNzuYRV1Pb1i5YChorW44dLx4MHyMfsp/6H/lfsN8iHk7deVvk2lSYjRaSlGoR2U9lzJXJ74b5w/rA+j39usy4LXUmsn5vuu0h6viog6bH5QjjiiJOYVfgqGAAoCEgCaC5IS3iJiNe5NTmhGioqr1s/K9hciV0wrfyeq39roCtw6TGjQmfjFYPKpGXVBaWY5h5WhQb790J3l+fLt+23/af7h+eXwgebZ0RW/ZaIBhS1lMUJhGRTxqMR8mfhqiDqQCovaz6vXegdNyyOC947OSqgKiRppwk4+NsIjehCKCgoACgKOAY4I/hTCJLI4qlByb8KKXq/20DL+tycnURuAM7P73AQT8D9MbbCerMng9ukdaUUNaYGKfafBvRHWPech86H7of8l/iX4rfLV4L3Sibhxoq2BfWExPhkUkOzsw5iQ+GV0NXQFc9XHpud1P0kzHybzdsqCpJaGBmcSS/ow7iIaE6IFngAWAxYCjgp2Fq4nEjtyU5pvSo46sB7YmwNbK/dWE4U/tRPlIBUEREh2iKNczlj7ISFZSKlswY1dqjXDGdfR5D30Rf/N/tH9Wftp7R3ikc/xtXGfTX3FXSk5zRAE6DC+tI/0XFwwWABb0L+h/3B7RJ8azu9mxsKhLoL6YG5JvjMmHMYSygU+ADIDqgOeC/oUpil6PkJWznLakiK0Tt0PBAMwz18Lik+6L+o8GhRJRHtgpATWzP9RJUFMPXP5jC2socUR2VnpUfTZ/+n+dfyB+hnvVdxZzU22aZvlegVZGTV1D3DjbLXIiuxbRCtD+0PLu5kXb7s8ExZ+617DBp3Of/pd1keSLWofgg36BOoAWgBOBLoNjhqqK+o9HloOdnaWDriG4YcIszWrYAeTX79L71gfIE44fDSsqNs5A30pHVPFcyWS+a79xwHa1epR9WX/+f4J/5n0ue2F3hXKobNVlHF6PVUFMRkK2N6ksNiF5FYsJif2L8a3lDNq/zuPDjbnXr9WmnZ5Bl9GQXIvuhpKDToEogCOAPoF4g8qGLouakAGXVZ6GpoCvMLmAw1nOodlB5RzxGf0cCQsVyyBALFI350HnSzxV0V2RZW1sVHI4dxB70n14f/5/ZH+qfdR66XbycflrDWU9XZpUOUsuQY82dSv6HzYURQhB/EbwbuTU2JLNwsJ9uNmu7KXKnYaWMJDXioaGR4MhgRqANIBtgcWDNYe2iz2Rvpcqn3GngLBCuqLEh8/a2oHmYfJh/mIKThYHInMteTj/Qu5ML1auXldmGW3lcq53aHsMfpR//H9Cf2p9dnpvdltxSGtDZFxcpFMvShNAZjVBKr0e8xL+Bvr6Ae8u453XZsykwW633a0FpfqczpWTj1WKIIb/gviAD4BHgKCBFYSjh0CM4pF9mAGgXqiBsVW7xMW30BTcwuen86j/qAuQF0IjpC6dORVE8k0gV4lfGmfDbXRzIHi+e0R+rX/2fx5/J30WevF1wnCUanZjeFurUiRJ9z48NAwpfx2vEbcFs/m97fDhZ9Y7y4fAYrbjrCCkLJwZlfiO1Ym+hbqC0YAHgF6A1YFphBSIzYyKkj+Z26BOqYWyarzoxufRTt0E6e307gDuDNEYfCTUL8E6KUX1Tg9YYWDbZ2puAHSQeBB8eH7Cf+x/9n7hfLJ5cHUmcN5pp2KSWrBRFkjZPREz1SdAHGoQcARt+HnssuAy1RLKbL9XteurPaNgm2aUX45ZiV6FeYKugAOAeIAOgsCEh4hdjTWTA5q3oUCqirOBvQ7IGdOK3kbqM/Y1AjMOEhq1JQMx4zs7RvVP+1g4YZloDm+JdPx4X3yoftR/4H/Lfpd8S3ntdIdvJWnWYapZs1AHR7o85DGeJgAbJg8pAyb3Nut13/7T6shSvk609apdopeat5PKjeCIAoU6go6AAoCWgEqCGYX+iPCN45PKmpaiNKuRtJm+NclM1Mbfiet593wDeA9SG+0mMTIDPUxH9FDlWQtiVGmvbw51ZXmqfNZ+43/Qf5x+S3zheGZ05W5paAFhv1i0T/ZFmTu2MGUlwBnhDeIB4PX06Tney9LDxzq9R7MCqn+h0ZkJkziNaoiphP+BcYAEgLeAiYJ2hXiJho6UlJSbdqMqrJu1tL9dyoDVA+HM7MD4wwS9EJEcJChdMyI+W0jwUc1a3GINak5wkXXMefN8AH/vf71/a377e3R43HNAbqpnK2DSV7NO40R3OocvLCR/GJsMmwCa9LLo/tya0Z7GJLxCshGpo6ANmV+SqYz3h1OEx4FYgAmA24DLgtaF9Ykfj0eVYJxapCKtprbPwIfLtdZB4hDuB/oKBgES0B1bKYg0Pz9oSetSslurY8Nq6XARdi96OH0nf/d/p382fqh7BHhQc5ht6WZRX+NWsE3OQ1M5Vy7yIj4XVQtU/1TzcOfE22nQesUPuz+xIqjKn0yYuJEcjIeHAYSTgUKAEYACgRGDOoZ1irqP/ZUvnT+lHa6zt+3Bsszs14DjVO9O+1EHRRMNH5AqsjVbQHNK41OVXHdkdmuCcY52j3p6fUt//X+Nf/59UnuQd8By7mwlZnZe8VWrTLhCLjglLbYh/BUPCg3+D/Iv5oraOs9YxPy5PrA1p/SejZcTkZOLGoexg2GBL4AdgCyBWYOghviKWZC2lgCeJ6YZr8K4DMPfzSPZv+SY8JX8mAiIFEogxCvaNnVBfEvZVHZdQGUmbBhyCHfrerl9bH/+f3B/w335ehp3LnJAbF5lmF3+VKRLoEEHN/IreiC5FMkIxvzJ8O/kUtkMzjfD67hAr0qmIJ7SlnGQDIuwhmWDM4EfgCyAWoGlgwmHfov6kHGX1J4Rpxiw07ksxAzPW9r/5d3x3P3eCcsVhyH3LAE4jkKETM1VVF4HZtRsq3J/d0V79X2Jf/1/UH+EfZ16oXaZcZBrlWS3XAhUm0qGQN81vio9H3YTggd/+4XvsOMb2ODMGMLct0OuYqVOnRmW0o+JikmGHIMIgROAP4CLgfSDdocHjJ+RL5iqn/6nGbHluk7FO9CU20DnI/Mj/yQLDRfCIikuJzmkQ4lNv1YwX8tmf206c/J3m3sufqN/+H8tf0J9PXokdgBx3mrKY9VbEFOQSWo/tTSJKQAeMhI8Bjj6QO5x4uTWtMv6wM+2SK18pH+cYpU2jwmK5YXWguCACoBUgL+BR4Tlh5OMRpLwmIKg7agbsvq7csZs0c/cgehp9GkAagxPGP0jWS9LOrlEjE6uVwpgjWcnbsdzY3jve2N+un/xfwZ//nzbeaV1ZXAoavxi71oWUoRITT6KM1MowRzuEPUE8fj97DPhr9WKyt6/w7VPrJmjspuulJ2Oi4mFhZOCvIAEgG2A9oGchFiIIo3wkrOZXaHdqSCzEL2Xx53SCt7D6a/1sAGwDZAZNiWJMG47zEWOT5tY4WBMaMxuUXTReD98lX7Nf+V/3X62fHV5InXHb3BpK2IIWhpRdUcvPV4yHCeCG6kPrgOr97nr9t971GLJxL65tFmrt6Lomv2TBo4RiSeFU4KbgAKAioAxgvWEzoi0jZyTeZo7otGqJrQnvr3I0NNG3wbr9fb4AvUO0BpvJrcxjzzeRo1Qhlm2YQhpbm/ZdDt5jHzEft5/13+wfmp8DHmddCdvtWhYYR5ZHFBlRg48MTHkJUIaZA5mAmT2duq53kfTOsirvbKzZKrYoSGaT5NzjZmIzYQXgn2AAoCpgG+CUIVHiUmOTJRCmxujxqsvtUG/5ckD1YLgSew7+D8EORAQHKYn5DKuPe1HilFvWohiwmkOcF11o3nWfPB+63/Ff39+HHygeBV0g274Z4JgMlgcT1JF7ToCMKskARkfDR8BHvU06X7dFdIVx5S8rLJyqfygXJmkkuKMJYh2hN6BYoAGgMyAsIKvhcKJ4I7+lA2c/aO9rDm2XMAOyzjWwOGM7YL5hgV+EU4d3SgPNMw++0iFUlVbV2N5aqtw3nUHeh19GH/0f7B/TH7KezF4iXPcbThnql9EVxlOPkTKOdIucSPAF9kL2f/Y8/LnQ9zk0PDFf7uosYKoIqCamPuRVYy0hyKEqIFKgA6A8oD0ghGGQYp7j7OV2pzipLetRrd5wTnMbtf+4tDuyfrNBsISjR4TKjo16D8HSn5TOlwkZC1rRHFcdmh6YH09f/t/mH8VfnZ7v3f7cjNtdWbPXlRWFU0pQ6U4oS02In4WkwqS/pLyseYJ27XPzcRruqawladKn9qXVZHKi0WH0YN1gTaAGIAbgTyDdobDihiQaparncmls65UuJfCZc2l2D3kFfAQ/BMIBRTKH0crYjYDQRFLdVQbXe9k32vbcdd2xnqgfV9//n98f9t9HntKd2pyh2yvZfJdYVUPTBFCfzdvLPogPBVNCUv9TfFx5dHZhs6sw1q5p6+ppnWeHZeykEOL2oaDg0WBJYAmgEeBhoPehkiLuZAll32esqawr2S5t8OSzt3ZfeVa8Vf9WglIFQcheiyKNxxCGUxqVftdt2WObG9yT3che919fn/+f15/nn3DetJ21nHYa+dkE11sVAdL+EBXNjsrvh/5EwcIBPwI8DHkmdhZzYzCSriprsClo51jlhKQvopyhjmDGYEYgDeAd4HUg0qH0ItckeKXU5+ep7CwdrrYxMDPFdu+5p/ynv6gCosWQiKtLbA4M0MfTV1W2F58ZjptAHPEd3l7F36Zf/t/PH9dfWR6V3Y/cSdrHWQxXHVT/UndPy41ByqBHrUSwAa9+sTu8uJi1y3MbsE8t62t2aTTnKyVdY88ig2G8oLwgA2AS4CqgSWEuIdajAKSoZgqoIuosrGJu/vF8NBP3P/n5PPm/+YLzBd9I94u1TlJRCNOTVeyXz9n422PczZ4zXtOfrF/9H8Wfxp9A3rZdaVwcmpPY01bfFLxSME+BDTRKEIdcRF5BXb5gO204SzWA8tRwC+2tKz1owWc95Tbjr6Jq4WtgsqABoBjgOCBeYQpiOiMqpJkmQShfKm2sp+8IMch0ordQOkq9SwBLA0OGbckDjD4Ol1FJU87WIpg/2eJbhp0pXgffIF+xn/qf+5+03yfeVh1CHC7aYBiZlqBUeNHoz3YMponAxwtEDIEL/g87Hbg99TayTa/JbW9qxKjOptFlEOOQolNhW2CqIACgH6AGYLQhJ6IeY1Wkyia4aFuqryztr1GyFPTxd6D6nH2cwJxDk4a8CU8MRo8b0YmUCdZYGG8aC1vonQQeW18sX7Xf91/wn6JfDd503RobwFprmF9WYNQ00aEPKsxYybEGugO6wLo9vnqOt/E07LIHb4ctMeqM6JxmpaTro3JiPGEL4KIgAKAnIBVgiuFFYkMjgSU8JrAomKrxLTPvm3JhtQC4Mbrt/e6A7YPjhsoJ2oyOj1/RyRREVozYndpzW8ndXl5uHzefuZ/zX+Tfjx8zHhMdMZuRWjZYJJYhE/CRWI7fTAqJYMZow2kAaL1t+n+3ZHSi8cFvRaz1KlVoayZ6ZIdjVSImYT0gWyABIC9gJWCiIWQiaOOtZS6m6GjWazNtem/lsq71T/hCe3++AEF+hDNHF8oljNYPo5IIFL4WgNjL2prcKp133kAfQh/8X+5f2F+7HtfeMJzIG6GZwJgpVeCTq9EQDpOL/EjQhheDF0AXPR16MPcYNFnxu+7EbLjqHqg6Jg/ko6M4YdDhL2BVIAKgOKA2ILphQ2KPI9plYechaRSrdm2BcHAy/DWfeJN7kT6SAY+EgwelSnBNHU/m0kaU91b0mPlagZxKXZBekV9Ln/5f6J/LH6Ye+53NXN4bcRmKF+1Vn9NmkMcOR0utiIBFxgLF/8W8zPniNsw0EPF27oPsfWnoZ8omJiRAoxyh/GDiYE+gBOACoEeg02GjorYjyCWVp1rpUyu5rcjwuvMJti845Hvi/uPB4ITSR/KKuo1kUClShJUwFydZJdrnnGldqB6h31Sf/1/iH/zfUJ7enelcs1sAGZMXsRVeUyDQvY36yx7Ib8V0gnP/dHx8+VP2gHPIcTIuQ6wCKfLnmqX9JB5iwWHooNYgSyAIIA1gWiDtIYSi3eQ2ZYonlOmSa/1uELDGM5e2fvk1vDT/NUIxRSGIP4rEjeqQa5LB1WgXWZlR2w0ch93/XrFfXJ//n9rf7d96HoDdxJyH2w5ZW5d0FRyS2pBzza4Kz4gfBSLCIj8jPCz5BfZ080Bw7i4EK8epvidrpZTkPOKnIZXgyuBHYAwgGOBtIMeh5iLGZGVl/yePqdIsAe6Y8RGz5baPOYb8hr+HAoIFsIhMS05OMJCtUz7VX5eLWb0bMZylXdWewB+jn/8f0p/eH2Leol2fHFva29kjVzZU2lKUECnNYQqAR85E0UHQftH73Pj4NenzOLBqbcTrjalJ532lbSPcIo2hg6DAIERgEOAlYEEhIuHIoy+kVOY0p8rqEmxGbuFxXXQ0Nt852DzYf9iC0oX/iJiLl452UO6TexWWl/wZp9tVXMIeKt7OH6of/d/Jn82fSt6DHbjcLxqo2OpW+FSXkk1P300TynDHfUR/gX6+QPuNeKq1nzLxMCcthmtUaRYnECVGY/xidOFyYLZgAmAWYDJgVeE+4eujGaSFJmsoBqpTLIuvKnGpdEK3b7opvSnAKgMixg4JJMvgjrtRL1O21czYLFnRm7ic3h4/nttfr5/73//fvB8yHmMdUhwBmrUYsRa51FRSBc+UjMZKIUcsRC3BLP4v+z34HTVUsqpv5G1Iaxuo4ybjZSAjnSJc4WGgrWAA4BygAGCrYRuiD6NEJPYmYehC6pRs0S9zsfX0kXeAOrs9e4B7Q3MGXElwjCkOwBGvk/IWAlhcGjrbmt05XhOfJ5+0X/jf9R+qHxheQl1qW9NaQNi3FnqUEJH+DwlMuEmRRtsD3ADbfd867rfQNQqyY++h7Qqq42iwprck+qN+ogWhUeClYACgI+APYIGheSI0I29k5+aZaL/qli0Xb71yArUgd9D6zP3NQMyDwwbqibwMcU8EUe9ULJZ3mEsaY1v8nRPeZp8zH7gf9R/p35cfPh4g3QIb5JoL2HyWOxPMUbYO/gwqSUFGicOKQIm9jnqft4N0wPIdr2Aszeqr6H8mS+TV42DiLyEDIJ3gAOAr4B7gmKFXolljm2UaJtGo/WrYbV2vx3KPdW+4Ibsefh9BHcQTBzhJxwz5D0gSLpRm1qvYuVpLHB1dbZ55Hz3fu1/wX92fg18jHj6c2Ru1GdZYAVY604eRbY6yS9wJMUY4gzhAOD09+hC3dzR3cZgvHuyRanToDeZhJLHjA+IZoTTgV2AB4DTgL2CwYXaif2OIJUznCik7KxstpLAR8ty1vzhye3A+cQFuxGLHRgpSDQCPy5JtVKBW35jm2rIcPZ1GXoqfR9/9n+sf0J+unsceG9zvW0TZ4FfF1foTQpEkjmZLjYjgxecC5v/mvO25wjcq9C5xUu7d7FVqPmfdpjckTqMn4cShJ6BRoAPgPmAAYMkhlmKmI/VlQKdDaXmrXm3r8FxzKjXO+MO7wf7Cgf/EskeTSpyNR5AOUqtU2RcS2RPa2Fxc3Z6emx9RH/8f5N/Cn5le6l34HITbVBmpl4mVuRM9EJtOGct+yFBFlYKVP5V8nXmztp8z5bEN7p2sGinIp+2lzaRsIsxh8KDbIEzgBqAI4FJg4qG3Io2kI2W0p31peKuh7jNwp7N4Nh65FLwTvxRCEIUBiCBK5o2OEFDS6RURl0VZQBs+HHudth6rH1lf/5/d3/QfQ17NHdOcmZsimXIXTNV3UvcQUc3NSy/IP8UEAkN/RDxNOWW2U3OdcMmuXevfaZNnvqWlJApi8aGdYM9gSOAKYBQgZWD8oZhi9eQSJelnt6m4a+Yue7Dy84Y2rrll/GV/ZcJhRVCIbQswjdRQktMmFUlXtxlrmyLcmV3MnvofYN//n9Yf5J9sXq7drlxt2vBZOhcPVTVSsNAHzYBK4IfvBPJB8b7y+/1417YIM1Wwha4ea6UpXudQJb0j6WKX4YrgxGBFYA7gICB44Neh+qLe5EGmHufyqfhsKq6D8X6z1Hb+ubc8tz+3grHFn4i5i3nOGhDUE2KVgFfoWZabRxz2neJeyJ+nn/6fzV/UX1Sej92InEFa/ZjBlxGU8pJqD/2NMwpRB54EoIGf/qH7rbiJ9f1yzjBCbd+ra6kq5yJlViPJIr7heSC6YAMgFCAtIE1hM2HdYwhksaYU6C5qOOxvrsyxirRi9w76CL0IgAjDAkYuSMXLww6fURUTnpX219jZwJuqXNLeN17WH61f/N/D38NffB5wXWHcFBqKGMhW0xSvkiLPsszligGHTQROwU4+UPteOHy1cvKHMD9tYWsyqPem9WUvo6miZmFoYLDgAWAaIDqgYmEP4gDjcuSiZkuoamp57LTvFfHW9LF3X3paPVqAWkNShnyJEcwLzuRRVZPaFizYCNoqG40dLl4LnyLfsl/6H/mfsV8i3k/depvmGlYYjpaUVGwR209nzJgJ8cb8A/0A/H3/+s64L3UoskBv/O0jqvoohSbJJQnjiuJO4VhgqKAAoCDgCSC4YS0iJSNd5NOmguinKrts+u9fciN0wHfwOqu9rECrg6LGismdTFQPKNGVlBUWYhh4GhLb7x0JHl8fLp+2n/af7p+e3wjebp0Sm/eaIZhUVlTUKBGTTxyMSgmhxqrDq0Cq/a86v7eitN6yOi967OZqgiiTJp1k5ONs4jghCOCg4ACgKKAYYI8hSyJKI4llBab6qKRq/a0BL+lycDUPuAD7PX3+APzD8obYyejMnA9s0dUUT1aWmKaaexvQHWMecZ85n7of8l/in4tfLh4MnSnbiFosGBmWFNPjkUsO0Qw7yRHGWYNZgFl9Xrpwt1X0lTH0LzksqepK6GGmcmSAo0+iIiE6oFngAWAxICigpqFp4m/jteU4ZvMo4isALYfwM7K9dV74UbtO/k/BTgRCh2aKM4zjj7BSE9SJFsrY1JqiXDCdfF5Dn0Pf/N/tX9Xftx7SniocwFuYWfZX3hXUU56RAk6FC+1IwYYIAwfAB/0OOiH3CbRL8a7u+CxtqhRoMSYIJJzjMyHNISzgU+ADIDpgOWC/IUAAEQOWxwXKk4300OATzBawGMRbApzlHidfBh//n9LfwJ9K3nQcwRt3WRzW+ZQVkXqOMcrGR4LEMoBhPNl5ZvXUsq0vemxGKdineeUwo0JiM+DIoEJgIiAnoJFhm+LDpILmk6jua0quX3Fi9Ip4C7ua/yzCtoYsSYNNMJAqkycV3dhG2pscVR3v3uffup/nn+7fUZ6S3Xabgdn7F2lU1NIGjwhL5IhmBNfBRb36egF25jNy8DItLSptZ/olmuPVYm6hKiBKYBCgPOBNYUAikOQ65ffoAKrNbZTwjbPtNyj6tf4IAdTFUMjwTClPcNJ91QbXw9ouG/8dch6DH6+f9h/Wn5Je692mnAdaVJgU1ZASz4/cTIEJSAX8wiq+nLsd97o0O/DtbdjrBui/pgrkbmKvYVHgmOAFYBggT+EqYiPjuCVg55dqE+zNb/ry0bZHedD9YsDyRHNH2wtezrORkBSq1zvZe1tjXS4eWB9d3/3f+B+M3z6d0JyHmukYu9YH05VQrc1biikGoUMP/7+7/DhQtQfx7K6Iq+TpCmbAZM0jNmGAIO2gAKA54Bhg2mH8ozpkzqcyaV4sCW8qsjg1Zzjs/H3/zoOUhwOKkU3y0N5TylaumMMbAZzkXiafBd//n9MfwR9LnnUcwlt42R6W+1QX0XyONArIx4VENQBjvNu5aTXWsq8vfGxH6doneyUxo0NiNKDI4EJgIeAnIJChmuLCZIGmkijsa0iuXTFgtIg4CTuYvypCtAYqCYENLpAokyVV3FhFmpocVB3vHudfup/n3+8fUl6T3Xfbg1n8l2sU1pIIjwqL5shoRNpBSD38ugP26DN08DPtLypu5/ulnCPWYm8hKmBKYBBgPGBM4X8iT+Q5ZfYoPuqLbZKwi3Pq9ya6s34FgdKFTkjuTCcPbxJ71QUXwpos2/4dcV6Cn69f9h/W35Me7J2nnAjaVhgWlZIS0Y/ejINJSoX/Qi0+nvsgN7x0PfDvbdqrCGiBJkvkbyKwIVJgmOAFYBfgTyEpYiLjtqVfZ5WqEezLb/iyz3ZFOc69YIDvxHEH2MtcjrGRjlSpVzpZehtiXS1eV59dn/4f+F+NXz+d0dyI2uqYvZYJk5dQsA1dyiuGo8MSf4I8PnhS9Qnx7q6Ka+apC+bBpM4jNyGAoO3gAKA5oBfg2aH7ozkkzScwqVxsB28ocjX1ZLjqfHt/zEOSBwFKjw3w0NxTyJatGMHbAJzjXiYfBZ//n9NfwZ9MXnYcw9t6WSBW/VQZ0X7ONkrLB4eEN0Bl/N45a3XY8rEvfixJqdunfKUy40QiNSDJIEJgIaAm4I/hmeLBJIAmkGjqq0auWzFedIX4BvuWPygCscYnyb7M7JAmkyOV2thEGpkcU13unucfup/oH++fUx6U3XkbhNn+V2zU2JIKzwzL6UhqxNyBSr3/OgY26nN28DXtMOpwZ/zlnSPXIm/hKuBKoBBgO+BMIX5iTqQ4JfSoPSqJbZCwiTPotyQ6sP4DQdAFTAjsDCUPbRJ6FQOXwRor2/1dcJ6CH68f9l/XX5Oe7Z2o3AoaV5gYVZQS04/gzIWJTMXBgm++oXsit760ADExbdxrCiiCpk0kcCKwoVLgmSAFYBdgTqEooiGjtWVdp5PqD+zJb/ZyzTZCucw9XgDthG7H1stajq+RjFSnlzjZeNthXSyeVx9dX/4f+J+OHwBeEtyKWuwYv1YLk5lQsk1gCi3GpgMU/4R8ALiVNQwx8K6MK+hpDWbC5M8jN+GBIO4gAKA5YBdg2OH6Yzfky6cvKVpsBS8mcjN1Ynjn/Hk/ycOPxz8KTQ3u0NqTxxarmMCbP1yiniWfBV//X9Ofwh9NHndcxRt7mSHW/xQb0UEOeMrNR4oEOcBofOB5bbXbMrMvQCyLKd0nfeUz40TiNaDJYEJgIaAmYI8hmOL/5H6mTqjo60SuWPFcNIO4BHuTvyWCr0YlSbyM6pAk0yHV2RhC2pfcUp3t3uaful/oH/AfU96V3Xpbhhn/126U2pIMzw8L64htBN8BTP3Bekh27LN5MDftMqpyJ/5lnmPYInBhKyBKoBAgO6BLYX1iTWQ2pfMoO2qHbY6whvPmdyH6rr4Awc3FScjpzCMPaxJ4VQHX/9nqm/xdcB6B368f9l/Xn5Re7l2p3AuaWVgaFZXS1c/jDIfJT0XEAnH+o7sk94D0QjEzbd4rC6iD5k5kcSKxYVNgmWAFIBcgTiEnoiCjtCVcJ5IqDizHL/QyyvZAecn9W4DrBGxH1ItYTq2RipSl1zdZd5tgXSveVp9dH/4f+N+OnwEeE9yLmu2YgRZNU5tQtE1iijAGqIMXP4b8AziXdQ5x8q6OK+opDubEJNAjOKGBoO5gAKA5IBbg1+H5YzakyictaVisAy8kMjE1YDjlvHa/x4ONRzzKSs3s0NiTxVaqGP9a/lyh3iUfBN//X9Pfwp9N3nhcxlt9GSOWwRRd0UMOewrPx4xEPEBqvOL5b/XdMrUvQeyM6d7nfyU040XiNmDJ4EKgIWAl4I5hl+L+pH0mTSjm60KuVvFZ9IE4AjuRfyNCrQYjCbqM6FAi0yAV15hBmpbcUZ3tXuZful/oX/CfVF6W3Xtbh5nBl7CU3JIPDxFL7chvhOGBT33D+kq27vN7MDntNGpzp/+ln2PY4nEhK6BK4BAgOyBK4XxiTGQ1ZfFoOaqFbYxwhLPj9x+6rD4+gYtFR4jnjCDPaRJ2lQBX/lnpW/tdb16BX67f9l/YH5Te712rHAzaWtgb1ZfS18/lDIpJUYXGQnR+pfsnN4M0RHE1beArDWiFZk+kciKyIVOgmaAFIBagTWEm4h9jsqVap5BqDCzFL/IyyHZ9+Yd9WUDoxGoH0ktWTquRiNSkVzYZdltfXSteVh9c3/4f+V+PHwIeFRyM2u8YgtZPU51Qto1kyjKGqsMZv4k8BXiZtRBx9K6P6+upEGbFZNEjOWGCIO6gAKA4oBYg1yH4YzVkyKcrqVasAS8h8i71XbjjPHR/xQOLBzqKSI3q0NbTw5aomP4a/VyhHiSfBJ//X9Qfw19Onnlcx5t+mSVWwtRf0UVOfUrSB47EPoBtPOU5cjXfcrdvQ+yOqeBnQGV2I0aiNuDKIEKgISAlYI2hlyL9ZHumS2jlK0CuVLFXtL73/7tO/yDCqsYgybhM5lAg0x5V1hhAGpWcUN3snuYful/on/EfVR6XnXybiRnDF7JU3pIRDxOL8AhxxOPBUb3GOkz28TN9cDutNip1J8El4KPZ4nHhK+BK4A/gOqBKIXuiSyQz5e/oN6qDrYpwgnPhtx06qf48AYkFRUjlTB7PZxJ01T7XvNnoW/qdbp6A366f9p/YX5We8F2sHA5aXFgdlZnS2c/nTIyJVAXIwna+qHspt4U0RnE3beHrDuiG5lDkcyKy4VQgmaAFIBZgTOEl4h5jsWVZJ46qCizDL+/yxjZ7uYU9VsDmRGfH0AtUDqmRhtSilzSZdVteXSqeVZ9c3/4f+Z+P3wLeFhyOGvDYhJZRU5+QuM1nCjTGrUMb/4u8B7ib9RKx9q6R6+1pEebGpNIjOiGCoO7gAKA4YBWg1mH3YzQkxycp6VSsPy7f8iy1W3jg/HH/wsOIxzhKRo3okNTTwdanGPza/FygHiPfBF//X9Rfw99PXnpcyNtAGWbWxJRh0UdOf4rUR5FEAQCvfOd5dHXhsrlvReyQaeHnQeV3I0diN2DKYEKgIOAk4IzhliL8ZHpmSajja36uErFVdLy3/XtMvx6CqEYeibYM5FAe0xyV1Jh+2lScT93sHuWfuh/o3/FfVd6YnX3bilnE17QU4JITDxXL8oh0ROZBVD3Iuk8283N/cD2tN+p258Jl4aPa4nJhLGBLIA+gOmBJYXqiSeQype4oNeqBrYgwgHPfdxr6p345gYaFQsjjDByPZRJzFT0Xu5nnG/mdbh6An66f9p/Y35Ye8R2tXA+aXdgfVZvS3A/pjI7JVkXLQnk+qrsr94d0SLE5beOrEKiIZlHkdCKzoVSgmeAE4BYgTCElIh1jr+VXZ4zqCGzBL+2yw/Z5eYK9VIDkBGWHzctRzqeRhRShFzMZdBtdXSneVR9cn/5f+d+QXwOeFxyPmvJYhlZTE6GQus1pSjdGr8Mef438CjieNRSx+K6Tq+8pE2bH5NMjOuGDIO8gAKA4IBUg1aH2YzLkxacoKVLsPS7dsip1WTjefG9/wEOGRzYKRE3mkNMTwBalmPta+1yfXiNfBB//X9SfxF9QHntcyhtBmWiWxpRj0UmOQcsWx5OEA0Cx/On5dvXj8rtvR6ySKeNnQyV4I0hiOCDK4EKgIKAkYIwhlSL7JHjmSCjha3yuEHFTNLo3+vtKPxwCpgYcSbPM4lAdExrV0xh9WlNcTx3rXuVfuh/o3/HfVp6ZnX8bi9nGV7XU4pIVTxfL9Mh2hOiBVn3K+lG29XNBcH+tOap4Z8Pl4uPbonMhLKBLIA+gOeBI4XmiSOQxJeyoNCq/rUYwvjOdNxh6pT43QYRFQIjgzBqPYxJxFTuXuhnl2/idbV6AH65f9t/ZX5be8h2uXBEaX5ghFZ2S3g/rzJEJWIXNgnt+rTsuN4m0SrE7beVrEiiJplMkdSK0YVUgmiAE4BWgS6EkIhwjrqVV54sqBmz+76tywbZ2+YB9UgDhhGMHy4tPzqWRg1SfVzGZcttcXSkeVJ9cX/5f+h+Q3wReGFyQ2vPYh9ZVE6OQvQ1rijmGsgMg/5B8DHigdRbx+q6Vq/CpFObJJNQjO6GDoO9gAKA34BSg1OH1IzGkxCcmqVDsOy7bcig1VrjcPG0//gNEBzPKQg3kkNET/pZkGPoa+hyeniLfA9//X9TfxN9Q3nxcy1tDGWpWyFRl0UuORAsZB5YEBcC0fOw5eTXl8r1vSayT6eTnRGV5Y0kiOKDLIEKgIGAj4IthlCL55HdmRmjfq3quDnFQ9Lf3+LtH/xnCo4YaCbHM4BAbExkV0Vh8GlJcTh3q3uTfuh/pH/JfV16anUAbzVnIF7fU5JIXTxoL9wh5BOsBWP3NOlP297NDsEGte2p558Ul5CPconOhLSBLYA9gOWBIIXiiR6QvpesoMmq9rUQwu/OatxY6or40wYIFfkiezBhPYVJvVTnXuNnkm/edbJ6/n25f9t/Zn5de8t2vnBJaYRgi1Z+S4A/uDJNJWwXQAn3+r3swd4v0TPE9bedrE+iLJlRkdeK1IVWgmmAE4BVgSuEjYhsjrWVUZ4lqBGz876ly/3Y0ub39D8DfRGDHyUtNjqORgVSdlzAZcZtbXSheVB9cH/5f+p+RnwVeGVySGvVYiZZW06WQv01tyjvGtIMjP5K8DriitRkx/K6Xa/JpFibKZNVjPGGEIO+gAKA3oBQg0+H0IzAkwqck6U8sOS7ZciX1VHjZvGq/+4NBxzGKQA3ikM9T/NZimPja+Ryd3iJfA5//X9UfxV9Rnn1czJtEmWwWylRn0U3ORksbR5hECAC2vO65e3XoMr9vS2yVqeZnRaV6Y0niOSDLYELgICAjYIqhkyL4pHXmROjd63iuDDFOtLW39jtFfxdCoUYXya+M3hAZExdVz9h62lEcTV3qXuSfud/pX/LfV96bnUFbzpnJl7mU5pIZjxxL+Uh7RO1BWz3PulY2+fNFsEOtfSp7p8al5SPdYnRhLaBLYA9gOSBHYXfiRmQuZeloMKq7rUHwubOYdxO6oD4ygb+FPAicjBZPX1JtlThXt1njm/bda96/X24f9x/aH5ge892w3BOaYpgklaGS4k/wDJWJXUXSQkB+8fsy9440TvE/bekrFWiMplWkduK1oVXgmmAEoBUgSmEiohnjq+VS54eqAqz676cy/TYyObu9DUDcxF6HxwtLjqGRv5RcFy7ZcFtaXSeeU59b3/5f+t+SHwYeGlyTWvbYi1ZY06eQgU2wCj5GtsMlv5U8ETik9Rsx/q6ZK/QpF6bLpNZjPSGEoO/gAKA3YBOg0yHzIy7kwScjKU0sNy7XMiO1UjjXfGh/+UN/Ru9Kfc2gkM1T+xZhGPea+Byc3iHfAx//X9Vfxd9SXn5czdtGGW2WzBRp0VAOSIsdx5rECoC5PPD5fbXqcoGvjWyXaefnRyV7Y0riOeDLoELgICAi4InhkiL3ZHSmQyjb63auCjFMdLN38/tC/xTCnsYVSa1M3BAXUxWVzlh5WlAcTF3pnuQfud/pX/NfWJ6cXUKb0BnLV7tU6JIbjx6L+8h9xO/BXb3R+lh2/DNHsEVtfup9J8fl5mPeYnUhLeBLoA8gOKBG4XbiRWQs5efoLuq57X/wd3OWNxF6nf4wAb1FOYiaTBRPXVJr1TaXtdniW/Xda16+323f9x/aX5je9J2x3BUaZFgmVaOS5E/yTJgJX8XUwkK+9Ds1N5B0UTEBbirrFyiN5lbkd+K2YVZgmqAEoBSgSeEhohjjqqVRZ4XqAKz476Ty+vYv+bk9CsDahFwHxMtJTp+RvZRaVy1ZbxtZXSbeUx9bn/5f+x+SnwbeG5yU2vhYjRZak6nQg42ySgCG+UMn/5d8E3inNR1xwK7bK/XpGSbM5NdjPiGFYPAgAKA3IBLg0mHyIy2k/6bhaUtsNO7U8iF1T7jU/GX/9sN9Bu0Ke42ekMuT+VZfmPZa9xycHiEfAt//X9Wfxl9THn9czxtHmW9WzhRr0VIOSssgB50EDQC7fPM5f/XscoOvj2yZKelnSGV8o0uiOmDMIELgH+AiYIkhkSL2JHMmQajaK3SuB/FKNLD38XtAvxKCnIYTCasM2dAVUxPVzNh4Gk7cS53pHuPfud/pn/OfWV6dXUPb0ZnM170U6lIdzyDL/ghABTJBYD3Uelq2/nNJ8EdtQOq+p8ll52PfYnWhLmBLoA7gOCBGIXXiRCQrpeYoLSq37X3wdTOT9w76m34tgbrFN0iYDBIPW1JqFTUXtJnhG/Tdap6+X23f91/a35le9Z2zHBZaZdgoFaVS5k/0jJpJYgXXAkU+9rs3d5K0UzEDLizrGKiPZlgkeOK3IVbgmuAEoBRgSSEg4hejqWVP54QqPqy2r6Ky+LYtuba9CIDYBFnHwotHTp2Ru9RYlyvZbdtYXSYeUp9bX/5f+1+THwfeHJyWGvnYjtZck6vQhc20igLG+4Mqf5n8FbipdR9xwq7c6/dpGqbOJNhjPuGF4PBgAKA24BJg0aHxIyxk/ibfqUmsMu7S8h81TXjSvGN/9IN6xurKeY2ckMmT95ZeGPUa9dybXiCfAp//X9Xfxt9T3kBdEFtI2XEWz9Rt0VROTQsiR5+ED0C9/PW5QjYusoWvkSya6esnSaV9o0xiOuDMYELgH6Ah4IhhkCL05HGmf+iYa3KuBfFH9K637zt+PtACmkYQyakM19ATUxIVyxh22k3cSp3oXuOfuZ/p3/QfWh6eXUTb0tnOl78U7FIfzyMLwEiChTSBYn3Wul02wHOL8EltQqqAaAql6KPgInZhLqBL4A7gN+BFYXUiQuQqJeSoKyq17XuwcvORtwy6mT4rQbiFNQiVzBAPWVJoFTOXsxngG/Pdad6+H22f91/bH5oe9p20HBfaZ1gp1adS6E/2zJyJZIXZgkd++Ps5t5T0VTEFLi6rGmiQ5lkkeeK34VdgmyAEYBPgSKEf4hajp+VOJ4JqPOy0r6Cy9jYrObR9BgDVxFeHwEtFDpuRuhRXFypZbJtXXSVeUh9bH/6f+9+T3wieHZyXWvtYkJZek63QiA22ygVG/gMsv5w8GDirtSGxxK7e6/kpHCbPZNljP6GGYPCgAKA2oBHg0OHv4ysk/KbeKUesMO7Qshz1SzjQPGE/8gN4RuiKd02aUMfT9dZcmPOa9NyaniAfAl//X9Yfx19U3kFdEZtKWXKW0ZRv0VZOT0skx6HEEcCAPTf5RHYw8oevkyycqeynSyV+o01iO6DMoEMgH2AhoIehjyLzpHAmfiiWa3CuA7FFtKx37Lt7/s3Cl8YOiabM1dARkxBVyZh1WkycSd3n3uMfuZ/p3/SfWt6fXUYb1FnQF4DVLlIiDyVLwoiExTcBZP3ZOl92wrON8EttRGqB6Awl6aPhInbhLyBL4A6gN2BEoXQiQeQo5eMoKWqz7XmwcPOPNwo6lr4owbYFMsiTjA3PV1JmVTHXsdne2/MdaR69n21f91/bn5qe9121XBkaaRgrlalS6o/5DJ7JZsXbwkn++3s8N5c0V3EHLjBrHCiSJlpkeuK4oVfgmyAEYBOgR+EfIhWjpqVMp4CqOuyyr55y8/Yo+bH9A8DTRFUH/gsDDpmRuBRVVyjZa1tWXSSeUZ9a3/6f/B+UXwleHpyYmvzYklZgU6/Qig25CgeGwENvP568Gnit9SPxxu7gq/rpHabQpNpjAGHG4PDgAKA2IBFgz+Hu4ynk+ybcaUXsLu7Oshq1SLjN/F6/78N2BuYKdQ2YUMXT9FZbGPJa89yZnh+fAh//H9Zfx99VnkJdEttL2XRW05Rx0ViOUYsnB6REFACCvTo5RrYzMomvlSyeKe4nTGV/404iPCDNIEMgHyAhIIbhjiLyZG6mfKiUq26uAbFDdKo36nt5fstClYYMSaSM09APkw6VyBh0GkucSN3nHuLfuV/qH/UfW16gXUdb1dnR14KVMFIkDyeLxMiHBTlBZz3bemG2xPOQME0tRiqDaA1l6uPiInehL2BMIA6gNyBEIXMiQKQnZeFoJ6qx7XdwbrOM9wf6lH4mgbPFMEiRTAvPVVJklTBXsFndm/IdaJ69H21f95/b35te+F22XBqaapgtlatS7I/7DKEJaQXeQkw+/bs+d5l0WXEJLjIrHaiTpluke+K5YVhgm2AEYBNgR2EeIhRjpWVLJ77p+Oywr5wy8bYmea+9AUDRBFLH+8sAzpeRtlRTlydZahtVXSPeUR9an/6f/F+U3wpeH9yZ2v5YlBZiU7HQjE27SgoGwsNxv6D8HLiwNSXxyO7iq/ypHybR5NtjASHHYPEgAKA14BDgzyHt4yik+abaqUPsLO7Mchh1RnjLfFx/7UNzxuPKcw2WUMQT8pZZWPEa8tyY3h7fAd//H9afyF9WXkNdFBtNWXYW1VRz0VqOU8spR6aEFoCE/Ty5SPY1Movvluyf6e+nTaVA448iPKDNYEMgHuAgoIZhjSLxZG1meuiS62yuP3EBNKe36Dt2/skCkwYKCaJM0ZANkwzVxphymkqcSB3mnuJfuV/qX/VfXB6hHUib1xnTV4RVMlImTynLx0iJhTvBab3d+mP2xzOSME8tR+qFKA7l7CPi4nhhL+BMIA5gNqBDYXJif2PmJd/oJeqv7XVwbHOKtwW6kf4kAbFFLgiPDAnPU5Ji1S6Xrtncm/EdZ968n20f95/cX5ve+R23nBvabBgvVa0S7o/9TKNJa4Xgwk6+wDtAt9u0W7ELLjQrH2iVJlzkfOK6IVigm6AEYBLgRqEdYhNjo+VJp70p9yyub5ny73YkOa09PsCOhFCH+Ys+zlWRtJRSFyYZaNtUXSMeUJ9an/6f/J+VnwseINybWv/YlZZkE7QQjo29ygxGxQNz/6N8HziydSgxyu7ka/4pIKbTJNxjAeHH4PFgAKA1oBBgzmHs4ydk+CbY6UIsKu7KMhY1RDjJPFn/6sNxRuGKcM2UUMIT8NZX2O/a8dyYHh5fAV//H9bfyN9XHkRdFVtO2XeW11R10VzOVgsrx6kEGQCHfT75S3Y3co3vmOyhqfEnTuVB44/iPWDNoEMgHuAgIIWhjCLwJGvmeWiQ62quPXE+9GV35bt0vsaCkMYHyaAMz5AL0wsVxNhxWklcRx3l3uIfuV/qn/XfXN6iHUnb2JnVF4ZVNFIoTywLyYiLxT4Ba/3gOmY2yXOUMFEtSaqGqBAl7SPj4njhMGBMYA5gNiBCoXFifmPkpd5oJCquLXNwajOIdwM6j34hwa8FK8iMzAePUZJhFS0XrZnbW/AdZx68X2zf99/cn5ye+h24nB1abZgxFa8S8M//jKXJbcXjAlE+wntC9930XbENLjXrIOiWpl4kfaK64Vkgm+AEIBKgRiEcYhIjoqVIJ7tp9Sysb5fy7TYh+ar9PICMRE5H90s8jlORspRQVySZZ5tTXSJeUB9aX/6f/R+WHwveIdycmsGY11ZmE7YQkI2ACk6Gx4N2f6W8IXi0tSoxzO7ma//pIibUZN1jAqHIYPGgAKA1YA/gzaHr4yYk9qbXaUAsKO7IMhP1QbjGvFe/6INvBt9Kbo2SUMAT7xZWWO6a8JyXXh3fAR//H9cfyV9X3kVdFptQWXlW2RR30V8OWEsuB6tEG0CJvQF5jbY5so/vmqyjafKnUGVDI5CiPeDOIENgHqAfoIThiyLu5Gpmd6iPK2iuOzE8tGM343tyPsQCjoYFSZ4MzZAJ0wlVw1hwGkhcRl3lXuGfuR/qn/ZfXZ6jHUrb2hnWl4gVNlIqTy4Ly8iORQCBrn3iemi2y7OWcFMtS2qIKBGl7mPkonmhMKBMYA4gNeBCIXBifSPjZdyoImqsLXEwZ/OGNwD6jT4fQayFKYiKzAWPT5JfFStXrBnaG+9dZl6732zf99/c350e+t253B6ab1gy1bES8s/BzOgJcEXlglN+xPtFd+A0X/EPLjerIqiX5l9kfqK7YVmgnCAEIBJgRaEbohEjoWVGZ7mp8yyqb5Wy6vYfeah9OgCJxEvH9Qs6TlGRsNRO1yMZZltSXSGeT59aH/6f/V+WnwzeIxyd2sMY2RZn07gQks2CSlEGycN4v6g8I7i29Sxxzu7oK8GpY6bVpN6jA2HI4PHgAKA1IA8gzOHq4yTk9SbVqX5r5u7F8hG1f3iEfFU/5gNsht0KbI2QUP5TrVZU2O1a75yWXh1fAN//H9dfyd9YnkZdF9tR2XsW2tR50WEOWkswR63EHcCMPQO5j/Y7spHvnKylKfQnUaVEI5GiPmDOYENgHmAfIIQhiiLtpGjmdeiNa2auOTE6dGC34Ptv/sHCjAYDCZvMy1AH0weVwdhumkccRV3knuFfuR/q3/bfXl6kHUwb21nYV4nVOFIsjzBLzgiQhQMBsP3k+mr2zbOYcFUtTSqJ6BLl72PlonphMSBMoA4gNWBBYW+ifCPh5dsoIKqqLW8wZbODtz56Sr4cwapFJ0iIjANPTZJdVSnXqtnY2+5dZd67X2yf+B/dX53e+9263B/acNg0lbLS9M/EDOpJcoXnwlX+xztHt+J0YfERLjmrJCiZZmBkf6K8IVognCAEIBHgROEa4hAjoCVE57fp8Wyob5Ny6LYdOaY9N8CHhEmH8ss4Tk+RrtRNFyGZZRtRXSDeT19Z3/7f/Z+XHw2eJByfGsSY2tZp07oQlQ2EilNGzEN7P6p8Jji5NS6x0O7qK8NpZSbW5N+jBGHJYPIgAKA04A6gzCHpoyNk86bT6Xxr5O7Dsg91fTiB/FK/48NqRtrKak2OEPxTq5ZTWOva7pyVnhzfAJ//H9efyl9ZXkddGNtTWXyW3NR70WNOXIsyh7AEIACOvQX5kjY98pQvnqym6fXnUuVFI5JiPyDOoENgHiAeoINhiWLsZGemdGiLa2SuNvE4NF533rttfv9CScYAyZmMyVAF0wXVwFhtWkYcRJ3kHuDfuR/rH/cfXt6lHU1b3NnZ14uVOlIujzKL0IiTBQVBsz3nOm02z/OacFbtTuqLaBRl8KPmonrhMWBMoA3gNOBA4W6ieuPgZdloHqqoLWzwY3OBdzw6SH4agagFJMiGTAFPS5JblSgXqVnX2+1dZR67H2yf+B/dn55e/J28HCFaclg2VbTS9w/GDOyJdMXqQlg+ybtJ9+R0ZDETLjtrJeia5mGkQKL84VqgnGAD4BGgRGEZ4g7jnqVDZ7Yp72ymL5Ey5nYauaO9NUCFBEdH8Is2Dk2RrRRLVyAZY9tQXSAeTt9Zn/7f/d+X3w5eJRygWsYY3JZr07wQlw2GylWGzsN9v6z8KHi7dTCx0u7r68TpZqbYJOCjBSHJ4PKgAKA0oA4gyyHooyIk8ibSKXqr4q7Bsg01eri/vBB/4UNoBtiKaA2MEPqTqhZR2Oqa7ZyU3hwfAF//H9ffyt9aHkhdGhtUmX5W3pR90WVOXss1B7KEIoCQ/Qh5lHYAMtYvoGyoqfdnVGVGY5NiP6DO4ENgHeAeIIKhiGLrJGYmcqiJq2KuNPE2NFw33DtrPv0CR0Y+iVdMx1AEEwQV/pgr2kTcQ53jXuCfuN/rH/efX56l3U6b3lnbl41VPBIwzzTL0siVRQfBtb3pum920jOcsFjtUKqM6BWl8ePnYnuhMeBM4A2gNKBAIW2ieaPfJdfoHOqmLWrwYXO/Nvm6Rf4YAaWFIoiEDD8PCZJZ1SaXp9nWm+xdZF66n2xf+B/eH58e/Z29HCKac9g4FbbS+Q/ITO7Jd0Xsglq+y/tMN+a0ZjEVLj0rJ2icZmLkQaL9oVsgnKAD4BFgQ6EZIg3jnWVB57Sp7aykL48y4/YYeaE9MwCCxETH7ks0DkuRq1RJ1x6ZYptPXR9eTl9ZX/7f/h+YXw8eJhyh2seY3lZtk74QmU2JClgG0QN//688Kri9tTLx1O7tq8apaCbZpOGjBeHKoPLgAKA0YA2gymHnoyDk8KbQqXir4K7/ccr1eHi9PA3/3wNlhtZKZg2KEPiTqFZQWOla7FyUHhufP9+/H9ffy19a3kldG1tWGUAXIJR/0WeOYQs3R7TEJQCTfQq5lrYCctgvomyqafjnVaVHY5QiAGEPYEOgHeAd4IHhh2Lp5GSmcSiH62CuMrEz9Fn32ftovvqCRQY8SVVMxRACEwJV/RgqmkPcQt3i3uBfuN/rX/gfYF6m3U+b35ndF49VPhIyzzcL1QiXxQoBt/3r+nG21HOesFrtUqqOqBcl8uPoYnwhMiBM4A2gNCB/YSzieKPdpdZoGyqkbWjwXzO89vd6Q74VwaNFIEiBzD0PB5JYFSTXppnVW+udY566H2wf+F/eX5+e/l2+XCQadZg51bjS+w/KjPEJeYXvAl0+zntOt+j0aHEXLj7rKSidpmQkQqL+YVtgnOAD4BDgQyEYIgyjnCVAZ7Lp66yiL4zy4bYWOZ79MICAREKH7AsxzkmRqVRIFx1ZYVtOXR6eTd9ZH/7f/p+Y3xAeJ1yjGskY4BZvk4BQ242LSlpG04NCf/G8LTi/9TTx1u7vq8hpaaba5OKjBqHLIPMgAKA0IA0gyaHmox+k7ybO6Xbr3q79cci1dji6vAu/3INjRtQKY82IEPbTppZO2Oga61yTHhsfP5+/H9gfy99bnkpdHJtXmUGXIlRB0amOY0s5h7dEJ0CVvQ05mPYEctovpGysKfpnVuVIo5TiAOEPoEOgHaAdYIEhhmLo5GMmb2iGK16uMLExtFd313tmPvhCQoY6CVMMwxAAEwCV+5gpGkKcQd3iHt/fuJ/rn/ifYR6n3VDb4Rne15EVABJ1DzlL10iaBQyBun3uenP21rOg8FztVGqQKBhl9CPpYnzhMqBNIA1gM+B+4Svid2PcZdSoGWqibWawXPO6tvT6QT4TQaDFHgi/i/sPBdJWFSNXpRnUG+qdYx65n2wf+F/e36Be/12/XCVadxg7lbqS/U/MzPOJfAXxgl9+0LtQ9+s0anEZLgDrauifJmVkQ6L/IVvgnOAD4BCgQqEXYgujmqV+53Ep6aygL4qy33YTuZx9LgC+BABH6csvzkeRp5RGVxvZYFtNXR3eTV9Y3/7f/t+ZXxDeKFykWsqY4ZZxU4JQ3Y2NilyG1cNEv/P8L3iCNXcx2O7xa8opaybcJOOjB2HLoPNgAKAz4AygyOHlox5k7ebNKXTr3K77McZ1c7i4fAk/2kNhBtHKYY2GEPTTpNZNWOba6lySXhqfP1++39hfzF9cXkudHdtZGUNXJBRD0avOZYs8B7mEKcCYPQ95mzYGstxvpiyt6fvnWCVJo5XiAWEP4EOgHWAc4IBhhWLnpGHmbeiEK1yuLnEvdFU31Ttj/vXCQEY3iVDMwRA+Uv7Vuhgn2kGcQN3hnt+fuJ/rn/jfYd6o3VIb4pngV5LVAhJ3DzuL2cichQ8BvL3wunZ22POi8F7tViqR6Bnl9WPqIn2hMyBNIA1gM2B+ISridiPa5dMoF6qgbWSwWrO4NvK6fr3RAZ6FG4i9S/jPA9JUVSHXo5nTG+mdYl65X2vf+J/fH6DewB3AnGbaeJg9VbyS/0/PDPXJfkXzwmH+0ztTN+10bLEbLgKrbGigpmakRKL/4VxgnSADoBBgQeEWogqjmWV9J29p5+yd74hy3TYReZo9K8C7hD3Hp4stjkWRpdRE1xpZXxtMXRzeTN9Yn/7f/x+aHxGeKVylmswY41ZzU4RQ382Pyl8G2ENHP/Z8MbiEdXlx2u7za8upbKbdZOSjCCHMIPOgAGAzoAwgyCHkox0k7GbLaXMr2q748cQ1cXi1/Aa/18Nehs+KX42EEPMToxZL2OVa6RyRnhnfPx++39ifzN9dHkydHxtamUUXJhRF0a4OZ8s+R7wELACafRG5nXYI8t5vqCyvqf1nWaVKo5aiAiEQYEOgHSAcYL+hRGLmZGBmbCiCa1quLHEtNFL30rthfvOCfgX1SU6M/w/8Uv0VuFgmmkBcQB3g3t8fuJ/r3/lfYl6p3VMb49niF5SVBBJ5Dz3L3AiexRFBvz3zOni22vOk8GCtV+qTaBsl9mPrIn4hM2BNYA0gMuB9YSoidSPZpdGoFeqebWKwWHO19vB6fH3OgZwFGUi7C/bPAdJSlSAXolnR2+idYZ6432uf+J/fn6GewR3BnGgaelg/Fb6SwVARDPgJQMY2QmQ+1XtVt++0brEdLgRrbiiiJmekRaLAoZzgnWADoA/gQWEVogljmCV7p22p5eyb74Zy2vYO+Ze9KUC5RDuHpUsrjkORo9RDFxjZXdtLXRweTF9YX/7f/1+anxKeKlym2s2Y5RZ1E4ZQ4g2SCmFG2oNJv/i8NDiGtXtx3O71K81pbebepOXjCOHMoPPgAKAzYAtgx2Hjoxvk6ubJqXEr2K728cH1bzizvAR/1YNcRs1KXU2B0PEToVZKWOQa6ByQ3hlfPt++39jfzV9d3k2dIFtcGUaXJ9RH0bAOagsAh/5ELoCc/RQ5n/YLMuBvqeyxaf8nWuVL45eiAqEQoEPgHOAb4L7hQ2LlJF7mamiAq1juKjEq9FB30HtfPvECe4XzCUxM/M/6UvtVttglGn9cPx2gXt7fuF/sH/nfYx6qnVRb5Vnjl5aVBhJ7TwAMHkihRRPBgb41enr23TOnMGKtWaqU6Byl96PsIn7hM+BNYA0gMqB84Skic+PYJc/oFCqcbWBwVjOztu36ef3MAZnFFwi4y/SPP9IQ1R6XoNnQm+edYN64X2uf+J/f36Jewh3C3Glae9gA1cBTA1ATTPpJQwY4gma+1/tX9/H0cPEfLgZrb6ijZmjkRmLBYZ1gnaADoA+gQOEU4ghjlqV6J2vp4+yZ74Qy2LYMuZV9JwC2xDlHowspTkGRohRBVxdZXJtKXRteS99YH/8f/5+bHxNeK5yoWs8Y5tZ3E4hQ5A2USmPG3QNL//s8NniI9X2x3y73K88pb2bf5ObjCeHNIPQgAKAy4ArgxqHiYxqk6WbIKW9r1q70sf+1LLixPAH/0wNaBssKWw2/0K8Tn5ZI2OLa5xyP3hjfPl++39kfzd9enk6dIZtdWUhXKdRKEbJObEsDB8DEcMCfPRZ5ojYNMuJvq+yzKcCnnCVM45hiAyEQ4EPgHOAbYL5hQmLj5F1maOi+qxbuKDEotE43zftcvu6CeUXwyUpM+s/4UvmVtVgj2n4cPl2fnt5fuF/sH/ofY96rnVWb5tnlV5hVCBJ9TwIMIIijhRYBg/43un0233OpMGStW2qWqB3l+KPs4n+hNCBNoAzgMiB8ISgicuPW5c5oEiqarV5wVDOxduu6d73JwZdFFMi2y/KPPdIPFRzXn1nPm+bdYF64H2tf+N/gX6Lewt3D3GrafVgClcJTBZAVjPyJRUY7Amj+2jtaN/Q0cvEhLggrcWik5mokR2LB4Z3gneADoA9gQCET4gdjlWV4p2op4iyX74Hy1nYKeZL9JIC0hDcHoMsnDn+RYBR/1tXZW1tJXRqeS19X3/8fwB/bnxQeLJypmtCY6JZ404pQ5k2WimYG30NOf/28OLiLNX/x4S7469DpcObhJOfjCqHNoPRgAKAyoApgxaHhYxlk5+bGaW1r1K7ycf11Kniu/D+/kMNXhsjKWQ290K1TnhZHWOGa5hyPHhhfPh++39lfzl9fXk+dItte2UoXK5RMEbRObosFR8MEc0ChvRj5pHYPcuRvrey06cInnaVOI5kiA+ERYEPgHKAa4L2hQWLipFwmZyi86xTuJfEmdEv3y7taPuxCdsXuiUgM+M/2kvfVs5giWn0cPV2fHt4fuB/sX/qfZJ6snVbb6Bnm15oVChJ/jwRMIwimBRiBhn46On924bOrMGatXSqYKB9l+ePt4kAhdKBN4AzgMeB7YSdicaPVZcyoEGqYrVwwUfOvNuk6dT3HQZUFEki0i/BPO9INFRtXnhnOW+XdX563n2sf+N/gn6Oew93FHGwaftgEVcRTB5AXzP7JR8Y9Qmt+3Ltcd/Z0dTEjLgnrcuimZmtkSGLCoZ5gniADYA7gf6DTIgYjlCV3J2hp4CyV77+ylDYH+ZC9IgCyBDSHnoslDn2RXlR+FtRZWhtIXRneSt9Xn/8fwF/cXxTeLZyq2tIY6lZ604yQ6I2ZCmhG4cNQv//8OziNdUHyIy7669JpcmbiZOjjC2HOIPSgAKAyYAngxOHgYxgk5mbEqWur0q7wcfr1KDisfD0/jkNVRsZKVs270KtTnFZF2OBa5NyOXhefPd++39mfzt9gHlCdJBtgWUuXLVROEbaOcMsHh8WEdcCkPRs5prYRsuavr6y2qcOnnuVPI5oiBGERoEPgHGAaYLzhQGLhZFqmZai7KxLuI/EkNEm3yTtX/unCdIXsSUXM9o/0kvYVshghGnvcPJ2eXt2fuB/sn/sfZR6tnVfb6ZnoV5vVC9JBj0aMJUioRRrBiL48ekH3I/OtcGitXyqZqCCl+yPu4kDhdSBN4AygMWB64SZicGPUJcsoDqqWrVowT7Ostub6cv3FAZKFEAiyS+5POdILVRmXnJnNG+TdXt63H2sf+R/hH6QexJ3GHG2aQJhGFcZTCZAZzMFJigY/wm3+3vte9/i0dzElLgvrdKin5mykSWLDYZ7gniADYA6gfuDSYgUjkqV1p2ap3iyTr72ykbYFuY49H8CvxDJHnEsiznuRXJR8VtMZWNtHXRkeSl9XX/8fwJ/c3xXeLpysGtOY7BZ8046Q6o2bSmrG5ANTP8J8fXiPtUQyJS78q9Qpc+bjpOnjDCHO4PTgAKAyIAlgxCHfYxbk5ObC6Wmr0K7uMfi1JbiqPDq/jANSxsQKVI250KmTmpZEWN7a49yNXhcfPZ++39nfz19g3lGdJVth2U1XL1RQEbiOcwsJx8fEeACmfR15qPYTsuivsay4acUnoCVQI5riBSESIEQgHCAaILwhf6KgZFkmY+i5KxDuIbEh9Ec3xvtVfueCckXpyUOM9I/ykvRVsJgf2nrcO52dnt1fuB/sn/ufZd6uXVkb6tnqF52VDdJDz0jMJ4iqhR1Biz4++kQ3JjOvcGptYOqbaCIl/CPvokGhdWBOIAygMOB6ISVib2PSpcmoDOqUrVgwTXOqduR6cH3CgZBFDciwC+xPN9IJlRgXm1nL2+PdXh62n2rf+R/hX6TexZ3HXG7aQhhH1cgTC9AcDMOJjIYCArA+4XthN/r0eXEm7g2rdiipJm3kSmLEIZ8gnmADYA5gfmDRYgPjkWVz52Tp3GyRr7tyj3YDeYv9HUCtRDAHmgsgznmRWpR61tGZV5tGXRheSd9XH/8fwN/dXxaeL9ytWtUY7ZZ+k5CQ7M2dim0G5oNVf8S8f7iR9UYyJy7+q9XpdWbk5OrjDOHPYPUgAKAx4Ajgw2HeYxWk42bBaWfrzq7sMfZ1I3invDh/iYNQhsHKUo230KeTmNZC2N2a4tyMnhafPV++n9ofz99hnlKdJptjWU8XMRRSEbrOdUsMR8pEeoCo/R/5qzYV8uqvs6y6KcanoaVRY5viBaESYEQgG+AZoLthfqKfJFemYmi3aw7uH7EftET3xHtTPuUCb8XniUFM8o/wkvKVrxgeWnmcOt2dHtzft9/s3/vfZp6vXVpb7Fnrl5+VD9JFz0sMKcitBR/BjX4BOoZ3KHOxsGxtYqqc6CNl/WPwokIhdeBOIAxgMKB5YSSibiPRZcfoCyqS7VXwSzOoNuI6bj3AQY3FC4ity+oPNhIH1RZXmdnK2+LdXV62X2qf+R/h36Vexl3IXHAaQ5hJlcoTDdAeTMXJjsYEgrK+47tjd/00e3Eo7g9rd+iqpm8kS2LE4Z+gnqADYA3gfeDQogLjkCVyZ2Mp2myPr7kyjTYA+Yl9GwCrBC2Hl8sejneRWNR5FtAZVltFXReeSV9XH/8fwR/d3xdeMNyu2taY71ZAk9KQ7w2fym9G6MNX/8c8QjjUNUhyKS7AbBepdubmJOvjDaHP4PVgAKAxoAhgwqHdYxQk4eb/qSXrzG7p8fQ1ITilfDX/hwNORv+KEE21kKXTlxZBWNxa4dyL3hXfPN++n9pf0F9iXlOdJ9tk2VCXMtRUEbzOd4sOh8yEfMCrPSI5rXYYMuyvtWy7qchnouVSY5yiBiESoEQgG+AZILqhfaKd5FZmYKi1qwzuHXEddEK3wjtQvuLCbYXlSX9MsE/u0vCVrVgdGnicOd2cXtyft9/tH/xfZ16wXVub7dntV6FVEdJHz01MLAivRSIBj/4Duoi3KnOzsG5tZGqeqCTl/qPxokLhdmBOYAxgMCB44SOibSPP5cZoCWqQ7VPwSPOl9t+6a739wUuFCQiri+gPNBIF1RTXmFnJm+IdXN6132pf+V/iH6Yex13JnHGaRRhLVcwTD9AgjMgJkQYHArT+5jtlt/90fbEq7hFreaisJnAkTGLFoaAgnuADIA2gfSDPogHjjuVw52Fp2KyNr7cyivY+uUb9GICohCtHlYscjnWRVtR3Vs6ZVRtEXRbeSN9W3/8fwZ/enxgeMdywGtgY8RZCU9SQ8Q2iCnHG60Naf8l8RHjWdUqyKy7CbBkpeGbnpO0jDqHQYPWgAKAxYAfgweHcYxLk4Gb96SQrym7nsfH1Hrii/DO/hMNLxv1KDg2zkKPTlVZ/mJsa4JyK3hVfPJ++n9qf0N9jHlSdKRtmWVJXNNRWEb8OecsQx88Ef0CtvSS5r7Yacu7vt2y9acnnpCVTo51iBuETIERgG6AYoLnhfKKcpFTmXyiz6wruG3EbNEB3/7sOfuBCawXjCX0Mrk/s0u7Vq9gbmndcOR2b3twft5/tH/zfZ96xXVyb7xnu16MVE9JKD0+MLoixxSSBkn4F+or3LLO1sHBtZiqgKCYl/6PyYkOhdqBOYAwgL+B4ISLia+POpcToB6qO7VHwRvOjtt16aT37QUkFBsipS+XPMhIEFRMXlxnIW+EdXB61X2pf+V/iX6aeyB3KnHLaRthNFc3TEhAizMpJk4YJQrd+6HtoN8G0v7Es7hMreyitpnFkTWLGYaCgnyADIA1gfKDO4gCjjWVvZ1+p1qyLb7TyiLY8OUS9FgCmRCkHk0saTnORVRR11s0ZU9tDXRYeSF9Wn/8fwd/fHxkeMtyxWtmY8tZEU9aQ802kSnQG7cNcv8v8RrjYtUyyLS7ELBrpeebo5O4jD2HQ4PYgAKAxIAdgwSHbYxGk3ub8aSJryG7lse+1HHigvDE/gkNJhvsKC82xkKITk5Z+GJna35yKHhTfPF++n9rf0V9j3lWdKltnmVQXNpRYEYFOvAsTR9FEQcDv/Sb5sjYccvDvuWy/KctnpaVUo55iB2ETYERgG2AYILkhe6KbZFNmXWix6wjuGTEY9H33vXsL/t4CaMXgyXrMrE/q0u0VqlgaWnYcOB2bHtvft5/tX/0faJ6yHV3b8Jnwl6TVFdJMD1HMMMi0BSbBlL4Ieo13LvO38HJtZ+qhqCelwOQzYkQhdyBOoAwgL2B3oSHiaqPNJcMoBeqM7U+wRLOhNts6Zv35AUbFBIinC+PPMBICVRGXlZnHG+AdW16032of+Z/i36ceyR3L3HRaSFhO1c/TFBAkzMyJlcYLwrn+6vtqd8P0gfFu7hTrfOiu5nKkTmLHIaEgnyADIAzgfCDOIj+jTCVt513p1KyJb7KyhnY5+UI9E8CjxCaHkQsYTnGRU1R0FsuZUptCXRVeR59WX/8fwh/fnxneNByymtsY9JZGE9iQ9Y2minZG8ANfP848STja9U7yLy7GLBype2bqJO8jECHRYPZgAKAw4AagwCHaIxBk3Wb6qSBrxm7jce11GjiePC7/gANHRvjKCc2vkKATkhZ8mJha3pyJXhRfPB++n9sf0d9knladK5tpGVWXOJRaEYNOvksVh9PERADyfSk5tHYesvLvuyyA6gznpuVVo58iCCEToERgGyAXoLhheqKaJFImW6iwKwbuFzEWtHu3uvsJftuCZkXeiXiMqg/pEutVqNgY2nUcNx2anttft1/tn/2faV6zHV8b8dnyF6aVF9JOT1QMMwi2hSlBlz4Kuo+3MTO58HQtaaqjaCklweQ0YkThd2BOoAvgLyB24SDiaaPL5cGoBCqK7U2wQnOe9ti6ZH32gUSFAkiky+GPLhIAlQ/XlBnGG98dWp60n2nf+Z/jH6feyd3M3HWaSdhQldHTFhAnDM7JmEYOArw+7Ttst8Y0g/Fw7harfmiwZnPkT2LH4aGgn2ADIAyge2DNIj6jSuVsZ1wp0uyHb7ByhDY3uX/80UChhCRHjssWDm+RUVRyVsoZUVtBXRSeRx9WH/9fwl/gHxqeNRyz2tzY9lZIE9rQ942oynjG8oNhf9C8S3jdNVEyMW7H7B5pfObrZPAjEOHR4PagAKAwoAYg/2GZIw8k2+b46R6rxG7hces1F7ib/Cx/vYMExvaKB42tkJ4TkFZ7GJca3VyInhOfO5++n9sf0l9lXledLNtqmVdXOlRcEYWOgItXx9YERoD0vSu5trYg8vTvvSyCqg5nqCVW46AiCKEUIERgGyAXYLfheaKZJFCmWiiuawTuFPEUtHl3uLsHPtkCZAXcCXZMqA/nEumVpxgXmnPcNl2Z3tsft1/tn/4fah60HWAb81nz16iVGZJQT1YMNUi4xSuBmX4M+pH3M3O78HYta2qk6CplwyQ1IkWhd+BO4AvgLqB2ISAiaGPKZcAoAiqJLUuwQDOcttZ6Yj30QUIFAAiiy9+PLBI+lM5XktnE294dWd60H2nf+Z/jn6heyt3OHHbaS1hSVdPTGBApTNFJmoYQgr6+73tvN8h0hjFy7hirQCjx5nUkUGLIoaIgn6AC4AxgeuDMYj1jSWVq51qp0OyFb65ygfY1OX18zwCfBCIHjIsTzm2RT5Rw1sjZUBtAHRPeRp9V3/9fwp/g3xteNhy1Gt5Y99ZJ09zQ+c2rCnsG9MNj/9L8TbjfdVMyM27J7CApfmbspPEjEaHSoPbgAKAwYAWg/qGYIw3k2mb3KRyrwm7fMej1FXiZfCn/u0MChvRKBU2rUJxTjpZ5mJXa3FyHnhMfO1++X9tf0t9mHlidLhtsGVjXPBReEYeOgstaR9iESMD3PS35uPYjMvcvvyyEahAnqaVX46DiCWEUYESgGuAW4LcheKKX5E8mWGisawLuEvESdHc3tjsEvtbCYcXZyXRMpg/lEufVpZgWGnLcNV2ZXtqft1/t3/6fap61HWFb9Nn1V6pVG5JSj1hMN8i7RS4Bm/4PepQ3NbO+MHgtbWqmaCvlxGQ2IkYheGBPIAugLiB1oR8iZ2PJJf5nwGqHLUlwffNadtP6X73xwX/E/Yhgi91PKhI81MyXkVnDm91dWV6zn2mf+d/j36key53PHHhaTRhUFdWTGlArjNOJnQYSwoD/Mftxd8p0iDF07hprQejzZnZkUWLJYaKgn+AC4AvgemDLojxjSCVpJ1jpzuyDb6wyv7Xy+Xs8zICcxB+HiksRzmuRTZRvFsdZTtt/HNMeRh9Vn/9fwt/hXxxeNxy2mt/Y+ZZL097Q/A2tSn2G90Nmf9V8UDjh9VVyNW7LrCGpf+bt5PIjEqHTIPcgAKAwIAUg/eGXIwyk2Ob1qRrrwG7c8ea1EziXPCe/uMMARvIKA02pUJpTjNZ4GJSa21yG3hKfOx++X9uf019m3lmdL1ttmVqXPhRgEYnOhQtch9rES0D5fTB5uzYlMvkvgOzGKhGnquVZI6HiCeEUoESgGqAWYLZhd+KWpE2mVuiqqwDuELEQNHS3s/sCftRCX0XXiXIMo8/jEuYVpBgU2nGcNJ2Yntpftx/t3/7fa1613WKb9hn216wVHZJUj1qMOgi9hTCBnj4Rupa3N7OAMLotbyqoKC0lxWQ3IkbheKBPIAugLeB04R4iZiPHpfzn/qpFLUdwe7NYNtG6XX3vQX1E+0heS9tPKBI7FMsXj9nCW9xdWJ6zH2lf+d/kX6mezJ3QXHmaTphV1deTHFAtjNXJn0YVQoN/NDtzt8y0inF27hwrQ2j0pnekUiLKIaMgoCAC4AugeaDKojtjRuVnp1cpzSyBL6nyvTXweXi8ykCaRB1HiAsPjmmRS9RtVsXZTZt+HNJeRZ9VX/9fw1/h3x0eOFy32uFY+1ZNk+DQ/g2vin/G+YNov9e8UnjkNVdyN27NrCNpQWcvJPNjE2HToPdgAKAv4ASg/SGWIwtk12bz6Rjr/m6a8eR1ELiUvCU/toM9xq/KAQ2nUJiTixZ2mJMa2lyGHhHfOt++X9vf099nnlqdMJtu2VxXP9RiEYvOh0tex91ETYD7/TK5vXYncvsvguzH6hMnrCVaI6KiCmEVIESgGmAV4LWhduKVZExmVSio6z7tzrEN9HJ3sXs//pICXQXVSW/Moc/hUuRVolgTmnCcM52YHtnftx/uH/9fbB623WPb95n4l63VH5JWj1zMPEiABXLBoL4UOpj3OfOCcLwtcOqpqC6lxqQ34keheSBPYAtgLWB0YR1iZOPGZftn/OpDLUVwebNV9s86Wv3tAXsE+QhcC9kPJhI5VMlXjpnBG9tdV96yn2lf+d/kn6pezV3RXHsaUBhXldmTHlAvzNgJoYYXgoW/Nrt19870jHF47h4rRSj2JnjkUyLK4aNgoGAC4AtgeSDJ4jojRaVmJ1Vpyyy/L2fyuvXuOXZ8x8CYBBsHhcsNjmeRShRrlsRZTFt9HNGeRR9VH/9fw5/iXx3eOVy5GuLY/RZPk+LQwE3xykIHPANrP9o8VLjmdVmyOW7PbCUpQucwZPRjFCHUIPegAKAvoAQg/GGVIwok1ebyKRcr/G6YseI1DniSfCL/tAM7hq2KPs1lUJaTiVZ1GJHa2RyFHhFfOp++X9wf1B9oXludMdtwWV3XAZSkEY4OiYthB9+EUAD+fTT5v7Ypsv0vhOzJqhSnraVbI6OiCyEVYETgGiAVYLThdeKUJErmU6inKzztzHELtHA3rzs9fo+CWoXTCW2Mn8/fUuKVoNgSGm9cMt2XXtmftt/uX//fbN633WTb+Rn6F6+VIZJYz18MPoiCRXVBoz4Weps3PDOEcL3tcqqraC/lx+Q44kgheaBPYAtgLSBzoRxiY+PE5fmn+ypBbUMwd3NTdsz6WH3qgXiE9shZy9cPJFI3VMfXjRnAG9pdVx6yX2kf+h/k36rezl3SnHxaUZhZVdtTIJAyDNpJpAYaAog/OPt4d9E0jrF67h/rRqj3pnokVCLLYaPgoGACoAsgeKDI4jkjRCVkp1OpyWy9L2WyuLXr+XP8xUCVhBjHg4sLTmWRSBRqFsLZSxt8HNDeRJ9U3/9fw9/i3x6eOly6WuRY/tZRU+TQwo30CkSHPkNtf9x8VzjotVvyO27RbCbpRGcxpPVjFOHUoPfgAKAvYAOg+6GUIwjk1KbwaRUr+m6Wsd/1DDiP/CB/scM5BqsKPM1jUJSTh5ZzmJCa2ByEXhDfOh++X9xf1J9pHlydMttx2V+XA5SmEZAOi8tjh+IEUoDAvXd5gjZr8v9vhqzLahYnruVcY6RiC6EV4ETgGiAU4LQhdOKTJElmUeilKzstynEJdG33rLs7Po1CWEXQyWtMnc/dUuDVn1gQ2m5cMd2Wntkftt/uX8AfrV643WYb+ln717FVI5Jaz2FMAQjExXeBpX4Y+p13PnOGcL/tdGqs6DFlyOQ54kjheeBPoAsgLKBy4RuiYqPDpfgn+Wp/bQEwdTNRNsq6Vj3oQXZE9EhXi9UPIlI1lMYXi5n+25ldVl6x32jf+h/lX6uezx3TnH2aUxhbFd1TIpA0TNyJpkYcgoq/O3t6t9N0kLF87iGrSGj5JnskVSLMIaRgoKACoAqgd+DIIjgjQuVjJ1Hpx2y7L2NytnXpeXG8wwCTBBZHgUsJDmORRlRoVsFZSdt7HNAeRB9Un/9fxB/jnx+eO1y7muXYwFaTU+cQxI32SkbHAMOv/978WXjq9V3yPW7TLChpReczJPZjFaHVIPggAKAvIAMg+uGTIwek0ybu6RNr+G6Ucd21CbiNvB3/r0M2xqjKOo1hUJLThdZyGI9a1xyDnhBfOd++X9yf1R9p3l2dNBtzWWFXBVSoEZJOjgtlx+REVMDDPXm5hHZt8sFvyKzNKhensCVdY6UiDGEWIETgGeAUoLNhc+KR5EgmUGijazktyDEHNGt3qns4vorCVcXOSWlMm4/bUt8VnZgPWm0cMR2WHtjftp/un8Cfrh65nWdb+9n9V7NVJZJdD2OMA0jHBXoBp/4bOp+3ALPIsIHttiquaDKlyiQ6okmhemBPoAsgLGByYRqiYaPCJfan96p9bT8wMvNO9sg6U73lwXPE8ghVS9LPIFIz1MSXiln9m5idVd6xX2if+h/ln6we0B3UnH8aVNhc1d9TJJA2jN7JqMYewoz/Pbt899W0kvF+7iOrSij6pnxkViLM4aTgoOACoApgd2DHYjbjQaVhp1ApxWy472EytDXnOW88wICQxBQHvwrHDmGRRFRmlv/ZCJt6HM9eQ59UX/9fxF/kHyBePJy82udYwhaVU+kQxs34ikkHAwOyP+E8W/jtNWAyP27VLCopR2c0ZPdjFqHV4PhgAKAu4AKg+iGSIwZk0abtKRFr9m6SMdt1B3iLPBu/rMM0hqaKOE1fEJDThFZwmI4a1dyCng+fOZ++H9zf1Z9qnl6dNVt02WLXBxSqEZROkEtoB+bEV0DFfXw5hrZwMsNvyqzO6hlnsaVeo6YiDOEWYEUgGaAUILLhcuKQpEamTqihqzctxjEE9Gk3p/s2fohCU4XMCWcMmY/Zkt1VnBgOGmwcMB2VXthftp/u38Efrt66nWhb/Rn/F7UVJ1JfD2XMBYjJRXxBqj4duqI3AvPKsIPtuCqwKDQly2Q7okoheuBP4ArgK+BxoRmiYGPA5fTn9ep7bTzwMLNMtsX6UX3jgXGE78hTC9DPHlIyFMLXiNn8W5edVR6w32if+l/mH6ze0N3V3EBallheleETJpA4jOFJqwYhQo9/ADu/d9f0lTFA7mVrS6j75n2kVyLNoaVgoSACoAogdqDGYjXjQGVgJ05pw6y2718ysfXk+Wy8/kBORBHHvMrEzl9RQpRlFv5ZB1t5HM6eQx9UH/9fxJ/knyEePZy+GujYw9aXE+sQyQ37CkuHBYO0v+O8XjjvdWJyAW8W7CvpSOc1pPijF2HWYPjgAKAuoAIg+SGQ4wUk0CbraQ+r9G6QMdk1BTiI/Bk/qoMyBqRKNk1dEI8TgpZu2Iya1NyB3g8fOV++H90f1h9rXl9dNpt2WWSXCRSsEZaOkotqh+kEWYDH/X55iPZycsWvzGzQqhrnsuVfo6biDaEW4EUgGWAToLIhceKPZEUmTSif6zUtw/ECtGb3pbsz/oYCUUXJyWTMl4/XktuVmpgMmmrcLx2U3tgftl/u38Ffr167nWmb/pnAl/bVKVJhD2fMB8jLxX7BrL4f+qR3BTPM8IXtueqxqDWlzGQ8okrheyBQIArgK6BxIRjiXyP/ZbNn9Cp5bTrwLrNKdsN6Tv3hAW8E7YhQy86PHFIwVMFXh1n7W5adVF6wn2hf+l/mX61e0d3W3EGal9hgVeMTKNA6zOOJrUYjgpG/AnuBuBo0lzFC7mcrTWj9Zn7kWCLOYaXgoWACoAmgdiDFojSjfuUep0ypway071zyr7XieWp8+8BMBA9HuorCzl1RQJRjVvzZBht4HM2eQp9T3/9fxR/lHyHePpy/mupYxZaZE+0Qyw39Sk3HB8O3P+X8YHjxtWRyA68Y7C2pSmc25PmjGCHW4PkgAKAuYAGg+GGP4wPkzqbp6Q3r8i6N8db1AriGfBb/qAMvxqIKNA1bEI0TgNZtWIta09yBHg6fON++H90f1p9sHmBdN9t3mWYXCtSuEZiOlMtsx+uEXADKPUC5yzZ0ssevzmzSahxntCVg46fiDiEXIEUgGWATILFhcSKOJEOmS2id6zMtwfEAdGS3o3sxvoOCTsXHiWKMlU/VktnVmRgLWmncLl2UHteftl/vH8HfsB68nWrbwBoCF/iVK1JjT2oMCgjOBUFB7v4iOqa3BzPO8Iftu6qzaDblzaQ9okuhe6BQIAqgKyBwYRfiXiP+JbHn8mp3rTiwLHNH9sE6TL3egWzE6whOi8yPGlIuVP+XRhn6G5WdU56wH2gf+l/m364e0p3YHEMamVhiFeUTKtA9DOXJr8YmApQ/BPuD+Bx0mXFE7mkrTuj+5kAkmSLPIaZgoaACYAlgdaDE4jOjfaUc50rp/+xy71qyrXXgOWf8+UBJhA0HuErAjltRftQhlvuZBNt3HMzeQh9Tn/9fxV/lnyLeP5yA2yvYx1aa0+8QzU3/ilAHCkO5f+h8Yvjz9WayBa8arC9pS+c4JPqjGOHXYPlgAKAuIAEg96GO4wKkzSboKQvr8C6L8dS1AHiEPBR/pcMthp/KMc1ZEItTvxYr2Ioa0pyAHg3fOJ++H91f1x9s3mFdORt5GWfXDJSwEZrOlwtvB+3EXoDMvUM5zXZ2ssmv0GzUKh3ntaVh46iiDqEXYEVgGSASoLChcCKM5EJmSeicKzEt/7D+NCI3oPsvPoFCTIXFSWBMk0/TktgVl1gJ2micLV2Tntdfth/vH8JfsN69XWvbwVoD1/pVLVJlT2xMDIjQhUOB8X4kuqj3CXPQ8ImtvWq06DhlzuQ+YkwhfCBQYAqgKqBvoRciXOP8pbAn8Kp1rTawKjNFtv66Cj3cQWpE6MhMS8pPGFIslP4XRJn425SdUt6vn2gf+p/nH66e053ZHERamxhj1ebTLNA/TOgJsgYoQpa/BzuGOB60m3FG7mrrUKjAZoFkmiLP4abgoeACYAkgdSDD4jKjfGUbZ0kp/exw71iyqzXduWW89wBHRArHtgr+jhlRfRQgFvoZA5t2HMweQZ9TX/+fxZ/mXyOeAJzCGy1YyRac0/EQz43BypKHDIO7/+r8ZTj2NWjyB68crDDpTWc5ZPujGaHX4PmgAKAt4ACg9uGN4wFky6bmaQor7i6JsdJ1PjhBvBH/o0MrBp2KL41XEIlTvVYqWIja0Zy/Xc1fOF++H92f159tnmJdOlt6mWmXDpSyEZzOmUtxR/BEYMDO/UV5z7Z48suv0izV6h+ntuVi46miD2EX4EVgGOASYK/hbyKL5EDmSCiaay8t/bD79B/3nrssvr7CCgXDCV5MkU/R0tZVldgImmdcLJ2S3tbfth/vX8KfsZ6+XW0bwtoFV/xVL1Jnj26MDsjSxUYB8/4m+qs3C7PTMIutvyq2aDmlz+Q/YkzhfGBQYApgKmBvIRYiW+P7Za6n7qpzrTSwJ/NDdvx6B73ZwWgE5ohKS8hPFlIq1PxXQxn3m5OdUh6vH2ff+p/nX69e1F3aXEXanJhllejTLxABTSpJtIYqwpj/CbuIuCD0nbFI7myrUmjBpoKkmyLQoadgoeACYAjgdGDDIjGjeyUZ50ep++xur1ZyqPXbeWM89IBExAhHs8r8ThdRexQeVviZAlt1HMteQR9TH/+fxd/m3yReAdzDWy7Yypaek/MQ0Y3ECpTHDwO+P+08Z3j4dWryCa8ebDKpTuc6pPyjGqHYoPngAKAtoD/gtiGM4wAkyibkqQgr7C6HcdA1O7h/e8+/oQMoxptKLY1U0IdTu5Yo2Ida0Jy+nczfN9+9393f2B9uXmNdO5t8GWsXEFS0EZ8Om4tzx/KEY0DRfUf50fZ7Ms3v1CzXqiEnuCVkI6piD+EYIEVgGKAR4K8hbiKKpH9mBqiYay0t+3D5tB23nDsqfryCB8XAiVwMjw/P0tRVlFgHGmZcK52SXtafth/vn8Mfsh6/XW5bxBoHF/4VMVJpj3DMEQjVRUhB9j4peq23DfPVMI2tgOr4KDsl0SQAYo2hfOBQoApgKeBuYRUiWqP55a0n7OpxrTJwJbNBNvo6BX3XgWWE5EhIC8YPFFIo1PrXQZn2W5LdUZ6un2ef+p/n36/e1R3bXEcanhhnVerTMRADjSyJtsYtApt/C/uK+CM0n7FK7m6rU+jDJoPknCLRYafgoiACYAhgc+DCYjBjeaUYZ0Xp+ixsr1QypnXZOWD88kBChAYHsYr6DhVReVQclvcZARt0HMqeQJ9S3/+fxh/nXyUeAtzEmzBYzFagk/UQ083GSpcHEUOAQC+8afj6tW0yC68gbDRpUGc75P3jG2HZIPogAKAtYD9gtWGL4z7kiKbjKQZr6i6Fcc31OXh8+80/noMmRpkKK01S0IWTudYnWIYaz1y9ncwfN5+9394f2J9vHmRdPNt9mWzXElS2EaFOnct2B/UEZYDT/Uo51HZ9cs/v1izZaiKnuaVlI6tiEKEYoEWgGKARYK6hbSKJZH4mBOiWqyst+XD3tBt3mfsn/roCBUX+SRnMjQ/N0tKVkpgF2mUcKp2RntYftd/vn8Ofst6AHa9bxZoIl//VMxJrj3MME0jXhUrB+L4ruq/3EDPXcI+tgur5qDyl0mQBIo5hfSBQ4AogKaBt4RRiWaP4patn6ypv7TBwI3N+9re6Av3VAWNE4chFy8QPElInFPkXQFn1W5HdUN6uX2df+t/oH7Ce1h3cnEhan5hpFeyTMxAFzS7JuQYvgp2/DnuNOCV0ofFM7nBrVajEpoUknSLSIahgomACIAggc2DBYi9jeGUW50Qp+Cxqr1HypDXWuV5878BABAPHr0r4DhNRd1Qa1vWZP9szHMneQB9Sn/+fxl/n3yXeA9zF2zHYzhaiU/dQ1g3IipmHE8OCwDH8bDj89W9yDa8iLDYpUec9ZP7jHCHZoPpgAKAtID7gtKGK4z2khybhaQRr6C6DMcu1Nzh6u8AAAMTmyVcN+RH01bVY59u9XaofJZ/sH/0fHJ3Sm+qZM5X/0iROOImVhRWAVDurtvayTm5KqoDnQ+Si4mog4eAOoDDghSIDpCEmjqn6bU8xtjXWOpT/VwQCSPvNKhF1lQiYkBt8nUFfFh/2H+CfWJ4l3BMZrxZLkv1Om0p+hYEBPnwQd5KzHi7LKy8nnSTlYpRhMyAGYA9giuHyI7omFGlvrPcw0/Vteel+rMNcyB8MmVD0FJkYNVr4XRVewx/8n8BfkR513HiZ6BbVU1SPfQrmxmxBqLz2eDAzr+9N65/oOaUrYsJhR+BBoDEgVCGjo1Xl3Kjm7GCwcvSFeX49wgL2h0DMBpBwFCbXl1qw3OXerJ+/n9yfhl6CnNtaXldc0+pP3UuOhxeCU72dOM80Q7AS7BNomOW0YzOhYCBAoBagYKFYozSlZ6hgq8vv0zQeOJM9VwIPhuELcg+qE7IXNpomHLKeUl++3/WfuB6MHTsaklfiFH4QfIw1R4JDPr4Eua902PCaLIlpOyXA46hhvCBDID+gMKEQotZlNSfca3jvNLN39+i8q8FnhgBK288hkzrWktnYHHxeNN96n8rf5l7SXVfbA1hlFNARGgzbSGzDqf7s+hD1sDEjrQIpoGZQY+Bh26CJICwgBCEL4rskhWeaquful7LSd347wID/BV4KA86XEoDWbBlG3AJeE59y39xf0R8VXbGbcdil1WARto1ASRcEVX+VuvN2CPHvLb1pyKbjJBviPqCSoBxgGuDKomMkWGcbKliuPDIt9pR7VQAVxPsJak3KkgRVwpkym4Vd7t8nX+qf+J8VHcgb3VkkFe5SEU4kSYCFAIB/O1c243J8rjsqc6c45FriZSDf4A/gNWCMog3kLiad6cutojGKdir6qj9sBBaIzw170UVVVhibG0Tdhp8YX/Uf3F9RXhucBlmf1npSqk6HSmmFq8DpPDw3fzLMbvsq4WeR5NzijuEw4AcgE2CR4fvjhqZjaUCtCfEn9UI6Pr6Bw7FIMoyrUMQU5xgAmwDdWt7F3/wf/J9KXmwcbBnZFsRTQg9pCtIGV0GTvOH4HLOd732rUegt5SJi/GEFIEIgNOBaoa0jYiXraPesczBGtNo5U34XQstHlEwY0ECUdRejGrnc696vn79f2V+/3nkcj1pP10wT18/Ji7nGwkJ+fUh4+3QxL8JsBOiM5asjLWFdIECgGeBm4WGjAKW16HEr3i/m9DL4qH1sQiQG9MtEj/rTgNdCmm9cuR5V378f8p+yHoMdL1qEF9GUa9BozCDHrULpfi/5W3TGcIlsuqju5fcjYaG4oEKgAmB2YRli4eUDKCyrSu9IM4x4PbyBAbxGFErujzKTCZbfWeHcQx54n3tfyF/g3sndTJs1mBUU/hDGzMbIV8OUvtf6PPVdcRJtMylT5kZj2WHXoIggLmAJYRRihmTS56pq+a6rMua3U3wVwNPFskoWzqhSkBZ42VEcCd4X33Pf2l/MHw1dpptkWJYVTpGjTWvIwgRAP4D633Y18Z2tren7ppikFGI6IJFgHiAf4NKibaRlpyqqam4PckI26XtqQCrEz0m9TdwSE9XPmT0bjR3znyjf6R/z3w1d/ZuQWRSV3NI+DdAJq4TrQCo7QvbQMmsuK2pmJy4kUuJgIN4gEWA54JQiGGQ7Jq1p3O21MZ52P/q/P0EEawjiTU2RlVVjmKYbTN2L3xpf9B/YH0oeEZw5WVCWaRKXjrMKFMWWwNQ8J7dr8vpuqyrTp4bk1KKJoS5gCCAXYJkhxePTZnJpUa0csTv1VzoT/tbDhchFzP1Q1FT02AwbCV1gnshf+1/430OeYlxf2cpW81MvTxUK/UYCAb68jTgJM4uvbWtDqCJlGaL2oQJgQqA4YGFhtuNuZfooyKyFsJq07vlovixC38eoDCsQURRDV+7agt0x3rKfvx/WH7meb9yDGkFXe1OFT/XLZQbtQil9c7intB7v8av2qEEloiMnIVngQKAc4G0hauMMZYRogawwb/q0B3j9fUGCeMbIy5cPy1PPV07aeNy/nllfv1/vn6weuhzjmrXXgVRZkFVMDAeYAtR+GzlHtPPweGxr6OKl7aNa4bTgQiAE4HwhIiLtZREoPOtdL1vzoPgSvNZBkQZoCsEPQ5NYluuZ65xKHnxffB/F39sewV1BGyeYBNTsEPNMskgCw7++gzoo9UqxAW0kKUcmfGOSIdNgh2AwoA7hHKKRZOCnumrLrv5y+zdofCsA6MWGSmmOuZKfFkWZmxwRHhwfdR/YX8bfBR2bm1bYhhV80VANV4jtBCr/a/qLNiLxjG2eqe6mjmQM4jWgkCAf4CTg2mJ4pHLnOmp77iJyVnb+e3+AP4TjSZBOLZIjVdzZB5vUnfhfKp/nX+8fBZ3zG4MZBRXLUisN+8lWhNYAFTtutrzyGW4bqljnI2RK4lsg3GASoD5gm6IipAgm/KnubYgx8rYU+tR/lgR/SPWNX1GlFXEYsRtVHZDfHF/y39PfQt4HXCyZQVZX0oTOnwo/xUGA/zvTN1iy6K6bKsXnu6SMYoRhLGAJIBtgoCHP49/mQWmi7S9xD/Wr+ik+7AOaSFlMz1EkVMLYV1sSHWYeyp/6n/TffJ4YXFNZ+1aiUxyPAQrohizBaXy4t/Wzea8dK3Wn1uUQ4vDhP6ADIDvgaCGAY7qlyOkZbJgwrnTDub2+AYM0R7uMPVBhVFGX+pqLnTfetV++39Kfsx5mXLcaMtcq07LPogtQRtgCFD1fOJP0DK/hK+godSVY4yDhVuBAoCAgc2F0IxhlkqiSLALwDjRcONK9loJNhxyLqY/cE93XWtpCHMYenJ+/n+zfph6xHNfap5ew1AeQQYw3h0MC/z3GeXO0oXBnrF1o1mXkI1RhsWBBoAfgQiFq4vklH2gNK68vb3O1eCf864GmBnwK089Uk2dW+Bn1XFDeQB+8n8Nf1Z74nTXa2Zg01JoQ38ydyC2Dan6uedT1d/DwbNUpeqYyo4shz6CGYDLgFCElIpyk7meKax1u0fMPt718AAE9hZpKfI6K0u5WUlmlXBheIF92H9ZfwZ883VCbSRi2VSrRfI0DCNfEFb9W+rc10DG7LU9p4aaEJAViMSCOoCHgKeDiYkNkgGdKKo2udbJqttN7lMBUhTeJo44+0jLV6hkSG9xd/N8sH+Xf6l893ahbtdj1VbnR2A3niUHEwMAAe1p2qfIH7gwqS6cY5EMiVmDaoBQgAuDjIi0kFSbMKj+tmzHG9mn66b+rBFPJCM2xEbTVfpi7210dlh8eX/Gfz197Xf0b35lyFgaSsc5KyisFbECqO/73BTLW7otq+GdwpIQivyDqIAogH6CnYdoj7KZQqbPtAjFkNYD6fj7BA+7IbMzhUTRU0Jhimxpda57NH/nf8R91ng6cRtnsVpFTCg8tCpOGF4FUfKQ34jNnrwzrZ6fLZQhi6yE9IAOgP6Bu4YojhyYXqSpsqvCCdRh5kv5WgwkHzwxPkLGUX9fGGtSdPZ64H76fzx+sXlzcqtokFxoToI+OC3uGgsI/PQp4gHQ6b5Dr2ehpZU/jGuFToECgI2B5oX1jJGWhKKKsFTAh9HD45/2rwmJHMEu7z+yT7Fdm2ktczF6f37+f6Z+f3qgczBqZV6BUNRAty+LHbcKp/fG5H/SO8FbsTqjKJdqjTeGt4EFgCqBH4XPixKVtaB1rgW+C88o4fPzAgfrGUAsmT2VTdhbEWj8cV55D370fwJ/P3vAdKlrL2CSUiBDMTIlIGINVPpm5wPVlMN9sxiluJiijhCHLoIWgNWAZoS2ip+T8Z5prL27lMyQ3knxVQRKF7opPTtvS/VZfGa9cH54kX3cf1B/8XvSdRZt7mGZVGRFpTS7IgsQAv0I6ovX9MWntQCnUprnj/iHs4I2gI6Au4OqiTiSN51nqn25I8r826HuqAGmFC8n2jhBSQlY3GRyb493BX21f5B/lXzXdnZuomOXVqFHEzdNJbMSr/+t7BjaWsjZt/Ko+Zs4ke2IRoNjgFaAHoOriN6QiJtuqES3uMds2frr+/4AEqAkcDYLRxJWMGMbbpR2bHyAf8F/LH3Pd8tvS2WLWNVJeznbJ1gVXAJU76ncx8oUuu2qqp2Wku+J54OfgCyAjoK6h5CP5Zl+phS1U8Xg1lbpTfxYDw0iADTMRBFUeWG3bIt1xHs9f+R/tH26eBJx6GZ2WgFM3TtkKvsXCgX98T7fOs1WvPKsZ58AlP6KloTqgBCADYLWhk+OTZiZpOyy9cJZ1LTmoPmuDHYfizGGQghSt19Ha3V0Dnvsfvh/Ln6XeU1yemhWXCRONz7pLJsatwen9Nfhss+gvgGvLqF2lRuMUoVDgQOAmoEAhhqNwZa+os2wnsDX0Rbk8/YDCtscEC84QPVP6l3LaVJzSnqMfv5/mn5mentzAGorXj9Qi0BpLzkdYwpT93PkMNLxwBixAKP4lkSNHYapgQSANYE3hfKLQZXuoLeuTr5az3rhSPRXBz4ajyzkPdlNE1xDaCJyeXkefvZ/+H4oe510e2v3X1FS2ELjMdMfDg3/+RLns9RJwzmz3KSGmHuO9YYeghOA34B8hNiKzJMon6qsBbzizOLenfGqBJ0XCiqIO7RLMlqvZuVwmniifeB/R3/ce7F16Wy3YVpUHUVYNGkitw+t/LTpO9eoxWK1w6Yfmr6P2oeigjGAloDPg8qJZJJtnaaqw7lwyk3c9e78AfoUgCcmOYdJRlgQZZxvrncYfbt/iX+CfLh2S25sY1lWWkfHNvwkXxJb/1nsx9kOyJO3tKjEmw6Rzogzg12AXIAwg8qICJG9m6yoircEyLzZTuxQ/1QS8SS9NlFHUFZlY0ZutHZ/fIh/vH8afbF3oW8XZU5YkEkvOYonBBUHAgDvWNx6ys25rqp0nWqSzonSg5eAMICfgteHuY8YmrumWbWfxTDXqumi/KwPXyJONBRFUVSwYeNsrXXZe0Z/4H+kfZ546nC2ZjlavUuSOxQqqBe1BKjx7N7szA68sqwvn9KT3Ip/hOCAE4AcgvGGdo5/mNWkMLNAw6nUCOf0+QMNyB/ZMc5CSVLvX3VrmHQle/Z+938gfnx5J3JJaBtc4U3tPZosSBpiB1P0heFkz1e+v671oEeV94s6hTeBBICogRmGQI3ylviiELHnwCbSaORI91gKLh1eL4JAN1AkXvppd3Njeph+/n+Nfk16V3PRafJd/U9CQBov5hwOCv72IOTh0afA1rDGoseWH40DhpyBA4BBgU+FFoxwlSeh+K6WvqjPzOGc9KwHkRrfLC4+HE5OXHRoSHKUeSx++H/tfhF7enRNa75fEFKPQpUxgR+5DKv5v+Zj1P/C9bKhpFSYVI7Zhg+CEYDpgJOE+or6k1+f6qxNvDDNNN/y8f8E8BdaKtM7+EtuWuJmDXG2eLJ9438+f8Z7j3W9bIBhGlTVRAo0FyJjD1j8Yenq1l3FHbWGpuyZlY+9h5GCLICegOSD64mQkqOd5aoKur3Kn9xJ71ECTRXQJ3E5zEmDWERlxW/Mdyl9wH+Bf258mHYgbjdjGlYUR3o2qyQLEgb/Bex22cLHTbd2qI+b45CviCCDV4BjgEOD6YgzkfKb6qjQt1HIDdqi7KT/qBJCJQk3mEePVptjcW7TdpN8j3+2fwh9k3d4b+NkEFhKSeM4OiexFLMBrO4G3C3Khrlvqj6dPpKuib6Dj4A1gLGC9Ifhj0ya+KaeterFgdf96ff8ABCwIps0W0WRVOdhEG3Ode57T3/cf5R9gXjCcINm/Vl4S0c7xClUF2AEVPGa3p7MxrtyrPiepZO6immE1oAWgCyCDYedjrGYEKV0s4rD+NRb50n6Vw0aICcyF0OJUidgo2u7dDx7AX/1fxF+YnkBchho4FueTaM9Siz1GQ0H/vMy4RXPDr5+rrygGJXTiyKFK4EFgLWBM4ZljSKXM6NTsTHBddK75Jz3rAqBHa0vy0B5UF1eKmqbc3x6pX7+f4F+NHoyc6FpuF27T/k/yy6THLoJqvbO45LRXsCTsIyil5b6jOmFj4ECgE2BZ4U6jJ+VYKE6r9++988f4vH0AAjkGi4teD5fTolcpWhucq55On76f+J++XpWdB5rhl/PUUdCRzEuH2UMVvls5hPUtMKxsmakIpgtjr6GAIIOgPOAqYQciyeUl58rrZW8fs2G30byUwVEGKoqHjw8TKpaFGc1cdJ4wn3nfzV/sXtudZBsSWHaU45EvTPGIQ8PA/wN6ZrWEsXYtEqmuZltj6CHgIIogKeA+YMLiryS2p0kq1G6Csvw3J3vpgKhFSEovTkRSsFYeGXub+l3O33Ff3p/Wnx4dvVtAWPbVc1GLTZZJLcRsf6x6yXZdscItzioW5u5kJCIDoNRgGmAVoMIiV2RJ5woqRa4nche2vbs+f/8EpQlVjfeR81W0GOcbvN2pnyWf7B/9nx1d05vrmTTVwVJlzjpJl0UXgFY7rXb4Mk/uTCqCJ0Tko6JqYOIgDqAwoISiAqQf5o1p+O1NsbR11HqS/1VEAIj6DSiRdFUHWI8be91BHxYf9l/g31leJpwUGbBWTRL+zp0KQEXCwQA8UjeUcx+uzGswJ54k5iKU4TNgBmAPIIph8SO45hMpbiz1cNI1a7nnvqrDWwgdTJfQ8pSX2DRa950U3sLf/J/An5Hedpx5melW1pNWT36K6IZuQaq8+Dgx87GvTyuhKDqlLCLC4UggQaAw4FNhouNU5dto5axe8HE0g7l8fcBC9Md/C8UQbtQll5ZasBzlHqxfv5/dH4beg1zcWl+XXhPrz98LkEcZQlV9nvjQ9EUwFGwUqJnltSM0IWCgQKAWYGAhV+MzpWZoXyvKL9F0HHiRfVVCDYbfS3CPqJOw1zWaJRyyHlIfvt/137iejN08GpNX45R/kH4MNweEAwB+RnmxNNqwm6yKqTxlwaOo4bxgQyA/YDAhD+LVZTPn2ut3bzMzdjfmvKoBZcY+ippPIBM5VpGZ1xx7njRfep/LH+be0x1Y2wSYZlTRkRvM3Qhug6u+7roStbGxJS0DaaGmUWPhIdvgiSAr4AOhCyK6JIQnmSrmbpYy0Ld8e/7AvQVcSgJOlZK/lirZRdwB3hMfcp/cn9GfFh2yW3LYpxVhkbgNQgkYxFc/l7r1Ngqx8K2+qcmm5CQcoj7gkuAcIBqgyeJiJFcnGapXLjpyLDaSu1NAFAT5SWiNyRIDFcFZMZuEne5fJx/qn/jfFZ3JG96ZJVXv0hLOJgmCRQJAQTuY9uTyfi48anSnOeRbYmVg4CAP4DUgi+INJCzmnKnKLaCxiLYpOqg/akQUyM2NelFEFVTYmhtEHYYfGB/1H9yfUh4cnAdZoRZ70qwOiQprha3A6zw990DzDe78auJnkuTdoo9hMOAHIBLgkWH7I4WmYil/LMgxJjVAejz+gAOviDDMqdDC1OXYP5rAHVpexZ/8H/zfSt5s3G1Z2lbF00OPasrTxlkBlXzjuB5zn29+61LoLuUjIvzhBWBCIDRgWiGsY2El6ij2bHFwRTTYeVG+FULJh5KMF1B/FDQXohq5HOter1+/X9mfgJ66HJBaURdNk9lPy0u7hsQCQD2KOP00Mu/DrAYojeWsIy3hXWBAoBlgZmFg4z9ldKhvq9yv5TQxOKa9aoIiRvNLQw/5U7+XAZpunLieVZ+/H/Lfsp6D3TBahVfTFG2Qaowih68C634xuV00yDCKrLvo7+X4I2IhuOBCoAIgdeEYouDlAegrK0lvRrOKuDv8v0F6hhKK7M8xEwhW3hnhHEKeeF97X8if4V7KnU2bNpgWVP+QyEzIiFmDlr7Z+j61XvET7TRpVOZHI9nh1+CIIC4gCOETooVk0eepKvguqXLk91F8FADSBbCKFQ6m0o6Wd9lQHAkeF59z39qfzJ8N3aebZViXVVARpM1tiMPEQf+CuuE2N7GfLa9p/KaZpBUiOmCRYB3gH2DR4mzkZGcpamjuDbJAdue7aIAoxM2Ju83akhKVzpk8W4xd8x8o3+kf9B8OHf6bkVkV1d5SP83Rya2E7QAsO0S20fJsriyqZ2cvJFOiYKDeYBEgOWCTYhdkOear6dtts3Gctj46vX9/RClI4M1MEZPVYpilG0wdi18aH/Qf2F9K3hJcOplSFmqSmU60yhaFmIDV/Cl3bbL77qyq1OeHpNViiiEuoAggFuCYYcUj0iZxKVAtGvE6NVV6Ef7VA4QIREz70NLU85gLGwjdYB7IH/tf+R9EHmMcYNnLlvTTMQ8Wyv8GA8GAfM74CvONb26rROgjZRpi9yECoEJgOCBgobXjbWX46McshDCY9O05Zr4qgt4HpkwpkE+UQhft2oIdMV6yX78f1l+6HnCchFpCl3zThw/3i2bG7wIrPXW4qXQgb/Mr9+hCJaLjJ6FaIECgHKBsYWojC2WDKIAsLu/49AW4+71/gjcGxwuVj8nTzhdNmngcvx5ZH79f8B+snrrc5Jq3F4LUW1BWzA3HmgLWPhz5SXT1cHnsbWjjpe5jW6G1IEIgBOB7oSFi7GUP6DtrW29aM584EPzUgY9GZkr/jwITV1bqmercSV58H3vfxh/bnsIdQhso2AZU7dD1DLQIBIOBfsT6KrVMMQLtJWlIZn1jkuHT4IdgMGAOYRvikGTfp7kqye78svl3ZnwpAOcFhIpoDrgSndZEmZpcEF4b33Tf2J/HXwXdnJtX2IeVflFRjVlI7sQs/226jPYksY3tn+nvpo9kDaI14JAgH6AkYNnid6Rx5zjqem4g8lS2/Ht9wD3E4YmOziwSIhXbmQbb1B333ypf55/vnwZd89uEGQZVzNIszf2JWITXwBc7cHa+shsuHSpZ5yRkS6JboNygEqA94JriIeQG5vtp7O2GcfD2EzrSv5REfYj0DV3Ro5VwGLAbVF2Qnxwf8t/UH0NeCBwtmULWWVKGTqDKAcWDQMD8FPdaMuounKrHJ7ykjSKEoSxgCOAbIJ+hzyPe5kApoW0tsQ41qjonPuoDmIhXjM3RIxTBmFZbEV1lnspf+p/1X30eGVxUWfyWo9MeTwLK6kYugWt8unf3M3svHmt259flEaLxYT/gAuA7oGdhv6N5pcepF+yWsKz0wfm7/j+C8oe5zDvQX9RQV/mait03XrUfvt/S37OeZxy4GjQXLBO0j6PLUgbZwhX9YPiVtA4v4qvpaHYlWaMhYVcgQKAf4HLhcyMXZZFokKwBMAy0WnjQ/ZTCS8cay6fP2pPcl1naQVzFnpxfv5/tH6aesdzY2qjXslQJEENMOUdEwsD+CDl1dKLwaSxeqNdl5ONU4bGgQaAHoEGhaiL4JR4oC6utr22zs7gl/OmBpAZ6StJPUxNmFvcZ9JxQXn/ffJ/Dn9Ye+V022trYNhSbkOGMn4gvg2w+sDnWtXlw8ezWaXumM2OL4c/ghmAy4BOhJGKbpO1niSsb7tAzDfe7vD5A+8WYynrOiVLtFlFZpFwXnh/fdh/Wn8IfPZ1Rm0pYt5UskX5NBMjZxBe/WPq4tdGxvK1QqeLmhOQGIjGgjuAhoClg4eJCZL8nCKqMLnQyaPbRe5LAUsU1yaHOPVIxlejZEVvbnfyfK9/l3+qfPp2pW7bY9tW7UdmN6UlDhMKAAjtcNqtyCW4NakynGaRD4lbg2uAT4AKg4qIsJBPmyqo+LZlxxTZn+uf/qURSCQdNr5GzVX2YuxtcXZWfHh/xn8/ffB392+DZc5YIErNOTIosxW4Aq/vAt0by2G6MqvlncaSE4r9g6mAJ4B8gpqHZI+umT2mybQBxYnW++jx+/0OtCGsM35EzFM9YYZsZnWsezN/53/Ffdh4PXEfZ7daS0wuPLsqVhhmBVjyl9+OzaS8Oa2jnzGUJIuuhPWADoD9gbiGJI4XmFmko7KkwgLUWuZE+VMMHR82MTdCwVF6XxRrT3T0euB++n89frR5d3KvaJVcbU6IPj8t9RoTCAP1MeII0O++SK9soamVQoxthVCBAoCMgeSF8oyNln+ihbBOwIHRvOOX9qcJghy6Luk/rE+sXZdpKnMven5+/n+nfoF6o3M0ampeh1DbQL4vkh2/Cq/3zeSG0kHBYbE/oy2XbY05hriBBYApgR2FzIsOlbCgcK7/vQTPIOHs8/sG4xk5LJM9j03TWw1o+HFceQ5+9H8Df0F7w3StazNgl1ImQzgyLCBpDVv6becK1ZvDg7MdpbyYpY4Thy+CFoDUgGSEs4qbk+yeZKy3u47Mid5C8U4EQhezKTY7aUvwWXhmunB7eJB93H9Rf/N71XUabfJhn1RqRaw0wiITEAn9D+qS1/vFrbUFp1ea6o/6h7SCNoCOgLmDp4k1kjKdYap2uRzK9duZ7qABnxQoJ9M4O0kDWNdkb2+NdwR9tX+Qf5d82nZ6bqZjnFanRxo3VCW6Erf/tOwf2mHI37f3qP2bPJHviEeDZIBVgByDqIjakISbaKg+t7HHZdnz6/P++RGZJGk2BUcMVitjF26Rdmp8gH/Bfy190nfOb09lkVjbSYI54idfFWMCW++w3M7KGrrzqq+dmpLyieiDoIAsgI2Ct4eNj+GZeaYOtU3F2dZP6Ub8UQ8GIvozxkQMVHRhs2yIdcJ7PH/kf7V9vHgWce1me1oHTOM7ayoCGBEFBPJF30HNXLz4rGufBJQBi5eE64AQgAyC04ZLjkmYlKTmsu/CUtSt5pj5pwxvH4QxgEICUrJfQ2tydAx76374fy9+mXlRcn5oW1wqTj4+8CyjGr4HrvTe4bnPpr4HrzOhepUejFSFRIEDgJmB/YUXjb2WuaLHsJfA0NEO5Oz2/AnUHAkvMkDvT+Vdx2lPc0h6i37+f5t+aXp/cwVqMF5FUJJAby9AHWoKWvd65DfS98AesQWj/JZIjR+Gq4EEgDSBNYXviz2V6aCxrke+U89z4UD0UAc2Gogs3T3TTQ5cPmgfcnd5HX72f/l+KnugdH9r+19XUt5C6jHaHxUNB/oa57rUUMM/s+Gkiph+jveGIIITgN6AeoTVismTI5+krP6728zb3pbxowSWFwMqgTuuSyxaq2bicJh4oH3ff0h/3nu0de1svGFfVCNFXjRwIr4PtPy86ULXr8VotcimI5rBj92Ho4IxgJaAzoPHiWCSaJ2gqr25acpG3O7u9QHyFHknHzmBSUFYC2WYb6t3Fn26f4l/hHy7dk9ucWNeVmBHzTYDJWYSYv9g7M7ZFciZt7moyJsRkdCININdgFyAL4PHiAWRuZumqIS3/se12UfsSP9NEuoktjZLR0tWYWNCbrF2fnyHf7x/G320d6VvG2VTWJZJNjmRJwwVDwIH71/cgcrTubOqeZ1uktGJ1IOYgDCAnoLUh7WPFJq2plO1mMUp16Lpm/ylD1giRzQORUxUq2HgbKp113tFf+F/pX2geO5wumY/WsNLmDsbKq8XvASw8fPe88wUvLesNJ/Wk9+KgYThgBOAG4LvhnKOe5jPpCqzOcOi1ADn7fn7DMEf0jHIQkNS6l9xa5V0I3v1fvd/IX5/eSpyTWggXOdN9D2gLFAaaQda9Izhas9dvsWu+qBLlfqLPIU4gQSApoEXhjyN7Zbzogqx4cAf0mHkQPdQCicdWC97QDFQH172aXRzYXqXfv5/j35Qelpz1Wn3XQNQSEAhL+0cFQoF9yfk6NGuwNuwy6LMliKNBYadgQOAQIFNhROMbJUiofOukL6hz8XhlfSkB4ka2CwnPhZOSVxwaEVykXkrfvh/7n4Te310UWvDXxZSlkKcMYgfwQyy+cbmatQFw/uypqRYmFeO3IYRghGA6ICRhPeK9pNbn+SsRrwpzSzf6vH3BOkXUyrMO/JLaVrdZgpxtHiwfeN/P3/Ie5J1wGyFYR9U3EQRNB8iag9f/Gjp8dZkxSO1i6bwmZmPwIeSgi2AnoDig+iJjJKeneCqBLq3ypfcQu9KAkYVySdrOcZJflg/ZcJvyXcofcB/gn9wfJt2JG48Yx9WGkeBNrIkEhIN/wzsfdnIx1O3e6iUm+eQsogig1eAYoBCg+aIL5Htm+SoyrdKyAbam+yd/6ESOyUDN5FHilaWY21u0XaRfI5/t38JfZZ3e2/nZBZYUEnqOEAnuBS6AbPuDdw0yoy5dKpDnUKSsYm/g5CANYCvgvGH3o9HmvOmmLXkxXrX9unv/PkPqSKUNFVFi1TiYQxty3Xte05/3X+VfYR4xnCHZgJafktNO8spXBdnBFvxod6lzMy7d6z8nqmTvYprhNeAFYArggqHmo6tmAulbrOEw/HUVOdC+lANEyAgMhFDhFIiYJ9ruHQ6ewB/9X8SfmR5BHIcaOVbpE2pPVEs/RkVBwX0OeEczxS+g67BoByV1oskhSyBBYC0gTGGYo0ely6jTbErwW7StOSV96UKeR2mL8VAc1BYXiZqmHN6eqR+/n+Cfjd6NXOlab1dwU//P9IumxzBCbH21eOZ0WTAmbCRopuW/YzshZCBAoBMgWWFN4yblVuhNK/ZvvDPGOLp9PkH3BonLXI+WU6EXKFoa3KseTl++n/jfvt6WXQia4tf1FFNQk0xNR9sDF35c+Ya1LvCt7JrpCaYMI7AhgGCDoDygKeEGYsjlJKfJa2OvHfNft8/8kwFPBijKhc8NkylWhBnMXHQeMB95n82f7N7cXWUbE5h31OURMMzzSEWDwv8Femh1hjF3rRPpr2ZcI+jh4GCKYCmgPeDCYq4ktWdH6tLugTL6dyW758CmhUaKLc5C0q7WHNl62/ndzp9xX96f1x8e3b5bQZj4FXTRjQ2YCS+Ebj+uess2XzHDrc9qF+bvZCTiA+DUYBpgFWDBYlZkSKcIqkQuJbIV9ru7PL/9RKNJU832EfIVstjmG7wdqV8lX+xf/d8eHdRb7Nk2FcLSZ448CZkFGUBX+682+fJRbk1qg2dFpKQiauDiIA5gMCCD4gHkHuaMKfdtS/GytdJ6kT9TRD7IuI0nEXLVBhiOG3sdQJ8V3/Zf4R9Z3iecFRmxlk6SwI7eykIFxMEB/FQ3lfMhbs3rMWefJObilWEzYAZgDqCJofBjt+YR6Wys8/DQdWn55f6pA1lIG4yWUPFUlpgzWvbdFF7C3/zfwR+SXndcetnqltgTV89ASypGcAGsfPn4M7OzL1Cromg7pSziw2FIYEGgMKBS4aIjU+XaKOQsXXBvdIH5er3+grMHfUvDkG1UJJeVWq8c5J6sH7+f3V+HXoQc3Vpg11+T7U/gy5IHGwJXPaC40rRGsBWsFeia5bYjNKFg4ECgFiBfoVbjMqVlKF2ryK/PtBq4j71TggvG3ctvD6cTr5c0WiRcsZ5R377f9h+5Ho2dPRqUl+TUQVC/zDjHhgMCfkg5svTcMJ0si+k9ZcJjqWG84EMgPyAvoQ8i1GUyp9mrde8xc3R35PyoQWQGPMqYjx7TOBaQmdZcex40H3qfyx/nXtPdWdsF2GfU0xEdjN7IcIOtvvB6FHWzcSatBKmiplIj4aHcYIlgK+ADIQqiuWSC55fq5O6Ucs73erv8wLtFWsoAjpQSvhYp2UUcAR4S33Kf3N/SHxbds1t0GKiVY1G5zUPJGoRY/5l69vYMMfItv+nK5uTkHWI/YJLgG+AaIMkiYSRV5xhqVa448ip2kLtRgBIE94lnDceSAZXAGTCbg93uHycf6t/5XxZdydvfmSaV8VIUjifJhEUEAEL7mvbmsn+uPap15zrkXCJl4OBgD6A0oItiDCQr5ptpyK2e8Yb2J3qmf2hEEwjLzXjRQtVT2JlbQ12F3xff9V/dH1KeHVwIWaJWfVKtjorKbUWvgOz8P7dCsw9u/erjp5Pk3mKP4TEgByASoJCh+mOEZmDpfazGsSR1frn6/r4DbcgvDKhQwVTkmD6a/10aHsVf/B/9X0uebZxuWdvWx1NFT2yK1YZawZd85Xgf86DvQGuUKC/lI+L9YQWgQeA0IFmhq6Nf5ejo9Oxv8EN01rlPvhOCx4eRDBXQfdQy16EauFzq3q8fv1/aH4EeutyRWlJXTxPbD80LvUbGAkI9i/j+9DRvxSwHaI8lrOMuYV2gQKAZIGWhYCM+ZXNobiva7+N0L3ikvWiCIIbxi0FP99O+VwCabdy4HlVfvx/zH7MehJ0xWoaX1JRvEGxMJEewwu0+M3le9MmwjCy9KPEl+ONi4bkgQqAB4HVhF+Lf5QCoKetH70TziPg5/L2BeMYQyutPL5MHFt0Z4BxCHngfex/I3+Hey11OWzfYF9TBUQoMykhbg5h+27oAdaCxFW01qVXmSCPaodggiGAt4AhhEuKEZNCnp6r2rqey4zdPvBIA0EWuyhOOpVKNVnaZT1wInhcfc9/a38zfDp2om2aYmJVRkaaNb4jFhEP/hHri9jkxoK2wqf3mmqQVojrgkaAdoB8g0SJr5GNnJ+pnbgvyfralu2aAJwTLyboN2RIRFc1ZO1uLnfLfKJ/pX/SfDp3/W5KZF1Xf0gGOE4mvRO7ALftGdtNybi4uKmhnMCRUImDg3mARIDkgkuIWZDjmqqnZ7bHxmvY8eru/fUQniN8NSpGSlWFYpBtLnYrfGh/0H9jfS14TXDuZU1ZsEprOtooYRZpA1/wrN28y/a6t6tXniKTWIoqhLuAH4Bagl+HEI9Emb+lOrRlxOHVTehA+00OCSEKM+lDRlPKYChsIHV+ex9/7n/mfRJ5j3GHZzNb2UzKPGIrAxkWBgjzQ+Axzju9wK0YoJGUbIvehAuBCYDegYCG1I2xl96jFrIJwlzTreWT+KILcR6SMKBBOFEEX7NqBHTDesh+/H9afup5xXIVaQ9d+U4iP+UtohvDCLP13eKs0Ii/0q/koQyWjoyghWmBAoBxga+FpIwplgei+q+1v9zQD+Pn9fcI1RsVLk8/Ik8zXTJp3HL6eWJ+/X/BfrR67nOWauFeEFFzQWIwPh5vC1/4euUs09zB7bG6o5OXvY1whtaBCIASgeyEgoutlDqg6K1nvWHOdeA880oGNhmTK/g8Ak1XW6Znp3Ejee99738Zf3B7C3UMbKhgHlO9Q9oy1yAZDgz7Guiw1TfEEbSapSWZ+I5Nh1CCHYDBgDeEbIo+k3me3qshu+zL3t2S8J0DlBYLKZk62kpyWQ5mZXA/eG19039jfx98GnZ2bWRiI1X/RU01bCPCELr9vuo62JjGPbaFp8OaQJA4iNmCQIB+gI+DZInakcKc3qnjuHzJS9vq7e8A8BN/JjQ4qkiCV2pkF29Nd918qX+ef798G3fTbhVkHlc5SLk3/SVpE2cAY+3I2gHJcrh5qWyclZExiXCDcoBJgPaCaYiDkBeb6KetthPHvNhE60L+SRHvI8k1cUaJVbtivG1OdkB8cH/Mf1J9EHgkcLtlEFlrSiA6iigOFhQDC/Ba3W/Lrrp3qyGe9pI2ihSEsoAjgGqCe4c4j3aZ+6V/tLDEMtah6JX7oQ5bIVgzMUSGUwFhVWxCdZR7KX/rf9Z993hocVVn+FqVTH88EiuwGMIFtPLw3+PN87x/reCfY5RJi8eEAIELgO2Bm4b6jeKXGaRZslPCrNMA5uj49wvDHuEw6EF6UTxf4moodNt60377f0x+0HmgcuRo1Vy2Ttg+lS1QG28IX/WK4l3QPr+Qr6qh3JVpjIeFXYECgH6ByIXJjFmWQKI9sP6/K9Fi4zv2SwkoHGQumT9kT21dY2kCcxN6cH7+f7V+nHrKc2dqqF7OUCpBFDDsHRoLC/gn5dzSksGqsX+jYpeXjVWGx4EHgB2BBIWli9yUc6AprrC9r87H4JDznwaJGeIrQj1GTZNb12fOcT55/n3yfw9/WnvodN9rcGDeUnVDjDKFIMUNuPrH52DV7MPNs16l85jQjjGHQIIagMqATISOimqTsJ4erGm7Ocww3ubw8gPoFlwp5TofS69ZQWaOcFx4fn3Xf1p/Cnz5dUptLmLkVLhFADUbI24QZf1q6unXTcb4tUenj5oXkBuIx4I7gIWAo4OEiQWS+Jwdqiq5ycmc2z7uRAFEFNAmgDjvSMBXnmRBb2x38Hyvf5h/rHz8dqhu4GPgVvNHbTesJRUTEgAP7XfatMgruDupN5xqkRGJXINrgE+ACIOHiK2QS5slqPK2X8cN2Zjrl/6eEUEkFja4RshV8WLobW52VHx3f8d/QH3yd/tvh2XTWCZK1Dk5KLoVwAK27wndIstnujir6p3JkhWK/4OpgCeAe4KYh2GPqZk3psO0+8SC1vTo6vv1Dq0hpTN4RMZTOGGCbGR1qnsyf+h/x33beEFxI2e8WlFMNTzCKl0YbQVf8p7flc2qvD6tqJ81lCeLsIT2gA2A/IG2hiGOE5hUpJ2ynsL701PmPPlLDBUfLzExQrtRdV8Qa0x08nrffvp/P362eXpytGiaXHNOjj5GLf0aGggK9TjiDtD1vk6vcaGtlUWMb4VRgQKAi4Hihe6MiZZ6on+wR8B60bXjkPagCXocsy7iP6dPp12TaSdzLXp9fv5/qX6DeqZzOGpvXo1Q4UDFL5kdxgq299TkjdJIwWexRKMxl3GNO4a6gQWAKIEbhciLCpWroGqu+L3+zhnh5fP0BtwZMiyNPYlNzlsJaPVxWXkNfvR/BH9De8Z0sWs4YJ1SLUM/MjMgcQ1j+nTnENWhw4izIqXAmKmOFYcxgheA04BihLCKl5Pnnl6ssLuHzILeO/FHBDsXrCkwO2RL61l0ZrZweXiPfdt/Un/1e9h1HW33YaRUcUWyNMkiGhAQ/RbqmdcBxrO1Cqdbmu6P/Ye2gjaAjYC3g6SJMZIunVyqcLkWyu7bku6ZAZgUISfMODVJ/lfTZGtvincCfbR/kX+ZfN12fm6rY6JWrUcgN1slwRK+/7vsJtpoyOW3/KgCnD+R8ohJg2SAVYAag6aI15B/m2OoOLerx17Z7Ovs/vIRkiRjNv5GB1YnYxNujnZofH9/wn8vfdV30m9UZZZY4UmIOeknZxVrAmLvt9zUyiC6+Kq0nZ2S9Ynqg6GAK4CMgrWHiY/cmXSmCLVGxdLWSOk+/EkP/yHzM8BEBlRvYa9shXXAezx/5H+3fb94GXHxZoBaDUzqO3IqCRgYBQvyTN9HzWK8/qxwnwiUBIuZhOyAEIALgtGGSI5FmI+k4bLowkvUpuaR+aAMaB99MXpC/FGtXz9rb3QKe+p++X8xfpx5VHKDaGBcME5EPvcsqhrFB7b05eHAz6y+DK84oX6VIYxWhUWBA4CYgfuFFI25lrSiwrCRwMnRB+Tl9vUJzRwCLyxA6U/gXcJpTHNGeop+/n+cfmt6gnMJajVeS1CYQHYvRx1xCmH3geQ+0v7AJLEKowCXS40hhqyBBIAzgTOF7Is5leSgq65BvkzPbOE59EgHLxqBLNc9zU0JXDpoG3J0eRt+9n/6fix7o3SDawBgXFLkQvAx4R8cDQ76IefB1FbDRLPnpI6Ygo76hiGCFIDdgHiE0orFkx6fnqz4u9XM096P8ZsEjxf8KXs7qEsnWqZm3nCVeJ99339Jf+B7t3XxbMBhZVQpRWU0dyLGD7v8w+lI17bFbrXNpiiaxY/gh6WCMoCVgMyDxIldkmSdm6q3uWPKP9zm7u4B6xRyJxg5e0k7WAdllW+odxR9un+Kf4V8vXZTbnZjY1ZmR9Q2CiVtEmn/Z+zV2RvIn7e+qM2bFZHTiDaDXoBbgC2DxIgBkbSboah+t/fHrtlA7EH/RRLjJK82RUdGVlxjPm6udnx8hn+9fx19t3eobyBlWVicSTw5mCcTFRYCDu9m3IfK2bm5qn2dcZLUidaDmYAwgJyC0oeyjxCasaZNtZLFIteb6ZP8ng9QIkA0B0VGVKZh3GynddV7RX/hf6d9o3jxcL5mRFrIS587Iiq2F8QEt/H63vnMGry9rDmf2pPiioOE4oASgBqC7IZvjneYyqQkszPDm9T55ub59Ay6H8sxwkI9UuZfbWuSdCF79X73fyJ+gXkuclJoJVztTfo9pyxXGnEHYfST4XHPZL7Lrv+gT5X9iz6FOYEEgKWBFYY5jemW7qIEsdvAGNJa5Dn3SQogHVEvdUArUBpe8mlwc196ln7+f5B+Unpdc9lp/F0JUE9AJy/0HB0KDfcv5O7RtMDhsNCi0JYljQeGnoEDgD+BS4UQjGiVHaHtroq+ms++4Y70nQeCGtEsIT4QTkRca2hCco95Kn74f+9+FXuAdFVryF8bUpxCojGPH8gMufnO5nHUDMMBs6ukXJhajt6GEoIRgOeAj4T0ivKTVp/frEC8Is0l3+Px8ATiF0wqxjvsS2Na2WYGcbF4r33jf0B/ynuVdcRsimElVOJEGDQmInEPZ/xv6fjWasUptZGm9Zmcj8KHlIItgJ2A4IPliYiSmp3aqv65sMqQ3DrvQwI/FcInZDnASXlYO2W+b8Z3Jn2/f4N/cnyedihuQGMlViBHhza5JBkSFP8U7ITZz8dZt4ComJvrkLSII4NYgGGAQIPjiCuR6ZvfqMS3Q8j/2ZPslv+ZEjQl/DaLR4RWkmNpbs52kHyOf7d/C32Zd39v7GQbWFZJ8ThHJ78UwQG67hTcOsqSuXqqR51GkrOJwYORgDSAroLvh9qPQ5rtppK13cVz1+/p6PzyD6IijjRPRYZU3WEIbch163tOf91/ln2GeMlwjGYIWoRLVDvSKWMXbwRj8ajerMzTu32sAZ+tk8CKbYTYgBWAKYIIh5aOqZgGpWizfcPr1EznO/pJDQwgGTIKQ35SHmCba7V0OHv/fvV/FH5meQdyIGjqW6pNsD1YLAQaHAcN9EDhI88bvomuxqAgldmLJoUtgQWAs4Evhl+NGpcpo0exJcFn0q3kjveeCnIdoC++QG1QU14iapVzeHqjfv5/g345ejhzqWnCXcZPBUDZLqIcyAm49tzjn9FqwJ+wlqKglgCN7oWRgQKAS4FjhTSMl5VWoS+v077pzxDi4vTyB9UaIC1rPlNOf1ycaGhyqXk4fvl/5H7+elx0JmuQX9pRU0JUMT0fcwxl+XrmIdTBwr2ycKQrmDSOw4YDgg6A8YClhBaLIJSOnx+tiLxwzXffN/JFBTUYnCoRPDFMn1oLZy5xzni/feZ/N3+0e3R1mGxTYeVTmkTKM9QhHQ8S/BzpqNYfxeS0VKbCmXSPpYeDgimApYD1gwaKtJLQnRmrRbr9yuLcju+XApIVEyiwOQVKtlhvZedv5Hc4fcR/e39efH52/G0KY+ZV2UY6NmckxRHA/sDrM9mDxxS3Qqhkm8GQlogRg1KAaIBTgwKJVpEenB2pCriQyFDa5+zr/+0ShiVJN9JHw1bHY5Ru7XajfJV/sX/5fHp3VW+3ZN5XEUmlOPcmbBRsAWbuw9vtyUu5O6oRnRqSk4mtg4mAOYC/ggyIA5B2miqn17UpxsPXQuo9/UYQ9CLbNJZFxlQUYjVt6XUAfFZ/2X+GfWp4oXBZZstZQEsIO4IpDxcaBA7xV95ezIu7PKzKnoCTnopXhM6AGIA5giSHvo7bmEKlrLPIwzrVoOeP+p0NXiBnMlJDv1JWYMlr2HRPewp/838Ffkt54XHvZ69bZk1lPQgssRnHBrjz7uDUztK9SK6OoPKUtosPhSKBBoDBgUmGhI1Kl2OjirFvwbfSAOXi9/IKxR3uLwdBr1CNXlFquXOQeq9+/n92fh96E3N5aYhdhE+8P4ouTxx0CWT2ieNQ0SHAXLBconCW24zUhYSBAoBXgXyFWIzGlY+hca8cvzjQY+I39UYIKBtwLbU+lk65XM1ojnLEeUZ++3/ZfuZ6OXT4aldfmVELQgYx6h4fDBD5J+bR03fCebI1pPmXDY6ohvSBDID7gLyEOYtNlMWfYK3QvL7Nyd+M8poFiBjsKlw8dUzbWj5nVXHqeM996X8tf597UnVrbBthpVNTRH0zgiHJDr37yOhY1tPEn7QYpo+ZS4+Jh3KCJYCugAqEJ4rhkgeeWauMukrLNN3j7+wC5hVkKPw5SkrzWKJlEHACeEl9yX9zf0l8XXbRbdVip1WTRu41FiRxEWv+bOvi2DfHzrYFqC+bl5B3iP6CTIBvgGaDIomAkVOcW6lQuNzIoto77T4AQRPXJZU3GEgBV/xjv24Nd7Z8m3+rf+Z8XHcrb4NkoFfLSFg4piYYFBgBEu5y26HJBbn8qdyc75FziZmDgYA+gNCCKogtkKqaaKcctnTGFNiW6pL9mhBFIyg13UUFVUpiYW0KdhV8X3/Vf3V9TXh5cCZmj1n7Sr06MSm8FsUDuvAF3hDMQ7v8q5OeU5N8ikGExYAcgEmCQIfljg2ZfqXwsxPEitXz5+T68Q2wILUym0MAU41g9mv6dGZ7FH/wf/Z9MHm6cb1ndFsiTRs9uCteGXMGZPOc4IbOir0HrlWgw5STi/eEF4EHgM+BY4arjXuXnqPNsbnBBtNT5Tf4RwsXHj0wUEHxUMZegGrdc6l6u379f2l+BnrucklpTl1BT3I/Oy78Gx8JD/Y24wHR178asCKiQJa2jLuFd4ECgGOBlIV9jPWVyKGzr2W/htC14ov1mwh7G78t/z7ZTvNc/mi0ct55VH78f81+znoVdMlqH19XUcJBtzCYHssLu/jU5YLTLMI2svqjyJfmjY2G5YEKgAaB04Rci3uU/Z+hrRm9DM4c4ODy7gXcGDwrpzy5TBdbcGd9cQV53n3sfyN/iXswdT1s5GBkUwtELzMwIXUOaPt16AfWiMRbtNulXJkjj2yHYoIhgLeAH4RIig2TPZ6Zq9S6mMuF3TfwQQM6FrQoRzqPSjBZ1mU5cB94W33Of2x/NXw9dqVtn2JoVUxGoTXFIx0RFv4Y65LY68aItsen+5ptkFmI7IJGgHaAeoNBiauRiJyaqZe4Kcnz2o/tkwCVEygm4TdeSD9XMWTpbix3yXyif6V/1Hw9dwFvTmRiV4VIDDhVJsQTwwC+7SDbVMm+uL2pppzDkVOJhYN6gEOA4oJIiFaQ3pqlp2G2wMZk2Onq5v3uEJcjdTUkRkRVgGKNbSt2Knxnf9F/ZH0weFBw82VSWbZKcjrhKGgWcANm8LPdw8v8ur2rXJ4mk1uKK4S8gB+AWYJchw2PP5m6pTW0XsTa1UboOftFDgIhAzPjQ0BTxWAkbB11fHsef+5/530VeZNxjGc4W99M0DxpKwoZHgYP80rgOM5BvcWtHaCVlG+L4IQMgQmA3YF+htGNrJfZoxCyA8JV06bljPibC2oeizCZQTNR/16vagF0wXrHfv1/W37seclyGWkUXf9OKD/rLaobygi69eTis9COv9iv6aEQlpGMooVqgQKAcIGthaGMJZYCovWvrr/V0Ajj4PXwCM4bDi5JPxxPLl0uadly+Hlhfv1/wn62evJzmmrmXhZReUFpMEYedgtn+IHlMtPiwfOxv6OXl8CNcobXgQiAEYHqhH+LqZQ2oOKtYb1azm7gNfNDBi8ZjCvxPPxMUluhZ6RxIXnufe9/Gn9yew51EGytYCRTw0PhMt4gIQ4U+yLot9U9xBe0n6UpmfuOUIdSgh2AwIA1hGmKOpN0ntmrG7vly9fdi/CWA40WBCmTOtRKbVkJZmJwPHhsfdN/Y38gfBx2eW1pYilVBUZTNXMjyRDB/cXqQdifxkO2iqfHmkSQO4jagkGAfYCOg2GJ1pG+nNmp3bh2yUTb4+3oAOkTeCYuOKRIfVdlZBNvSnfcfKh/n3/BfB53124aZCRXP0jANwQmcBNuAGrtz9oHyXi4fqlxnJiRM4lxg3OASYD0gmaIf5ASm+Knp7YMx7XYPes7/kIR6CPCNWtGhFW2YrhtS3Y+fG9/zH9TfRJ4J3C/ZRVZcUomOpEoFRYcAxLwYd12y7S6faslnvqSOYoWhLOAI4BpgnmHNY9ymfalebSpxCvWmuiO+5oOVCFRMypEgVP8YFFsP3WSeyh/63/Xffl4bHFaZ/1am0yGPBkrtxjJBbvy+N/qzfm8ha3ln2eUTIvJhAGBC4DsgZmG943elxOkVLJNwqXT+eXg+PALvB7aMOJBdFE3X95qJXTZetJ++39OftJ5o3LoaNpcvE7fPpwtVxt2CGb1keJk0EW/lq+voeCVbYyJhV6BAoB9gcaFxoxVljuiN7D4vyTRW+M09kQJIRxdLpI/X09oXV5p/nIRem9+/n+2fp56znNraq1e1FAwQRow8x0iCxL4LuXj0pjBsLGEo2aXmo1YhsmBB4AcgQGFoovYlG6gI66pvanOwOCJ85gGghnbKzw9QE2OW9Nny3E8ef198X8Pf1x763Tia3Vg41J7Q5MyjCDMDb/6zudn1fLD0rNjpfeY1I40h0KCGoDJgEuEi4pnk6ueGaxjuzPMKd7f8OoD4RZVKd46GUupWTxminBZeH19139bfwx8/HVNbTJi6VS+RQY1IiN1EGz9cerw11PG/rVNp5OaGpAdiMmCPICFgKKDgYkCkvOcF6okucLJlds37j0BPRTJJno46Ui7V5pkPW9pd+58rn+Yf658/3asbuVj5lb5R3Q3syUcExkAFu1+2rvIMbhAqTucbpEUiV6DbIBOgAaDhIipkEabIKjstljHBtmR65D+lhE6JA82skbDVexi5G1sdlJ8d3/Hf0J99Xf+b4xl2FgsSto5QCjBFccCvu8Q3SjLbbo9q++dzZIYigGEqoAngHmClYddj6WZMqa+tPTEe9bt6OL77g6mIZ8zckTBUzRhfmxhdah7MX/of8h93XhEcShnwVpXTDs8ySpkGHQFZ/Kl35zNsbxEra2fOZQqi7KE94ANgPqBtIYejg+YT6SXspfC9NNM5jX5RAwOHygxK0K1UXBfDGtJdPB63n76f0B+uHl9crhon1x5TpU+TS0EGyEIEfU/4hXQ/L5Ur3ahsZVIjHGFUoECgIqB34XrjIWWdaJ5sEHAc9Gt44n2mQlzHKwu3D+hT6Jdjmkkcyt6fH7+f6p+hXqpczxqdF6SUOdAzC+hHc0Kvffb5JTSTsFtsUmjNZd0jT2Gu4EFgCeBGYXFiwaVpqBkrvK9984S4d3z7AbVGSsshj2ETclbBWjycVd5C370fwV/RXvJdLVrPWCjUjNDRTI6IHgNavp75xfVp8OOsyelxZisjhiHMoIXgNKAYIStipST4p5ZrKq7gMx63jPxPwQ0F6UpKTteS+ZZb2azcHZ4jX3bf1J/93vbdSFt/GGqVHdFuTTQIiEQGP0e6qDXCMa5tRCnYJrxj/+Ht4I3gIyAtoOhiS2SKZ1Wqmq5D8rn24vukgGQFBonxjgvSflXzmRnb4h3AX20f5F/mnzgdoFur2OnVrNHJzdiJcgSxf/C7C3absjrtwKpBpxDkfWIS4NlgFSAGYOjiNOQe5teqDK3pMdX2eXr5f7qEYskXDb4RgFWImMPbox2Znx+f8J/MH3Xd9VvWGWbWOdJjznwJ24VcgJq777c28omuv6quJ2hkveJ7IOigCuAioKyh4aP2JlvpgK1QMXL1kDpN/xCD/gh7DO6RAFUa2GrbIJ1vns7f+V/uH3BeB1x9WaFWhNM8Dt5KhEYIAUS8lPfTs1pvAOtdZ8MlAeLm4TtgBCACYLPhkWOQJiKpNuy4sJE1J/mivmYDGEfdjFzQvdRqF87a2x0CHvpfvl/Mn6eeVdyh2hlXDZOSz7+LLEazQe99Ozhx8+zvhKvPaGClSSMWYVGgQOAl4H5hRCNtZavorywi8DC0QDk3fbtCcYc+y4lQONP212+aUhzRHqIfv5/nX5teoVzDWo6XlBQnkB9L04deQpp94nkRNIEwSqxD6MEl06NI4atgQSAMoExhemLNZXfoKauO75Fz2XhMvRBBygaeyzQPcdNBFw2aBhycnkafvZ/+34ue6Z0h2sFYGJS60L3MegfJA0V+ijnyNRdw0qz7KSTmIWO/IYighSA3IB3hM+KwZMan5ms8rvOzMzeiPGUBIcX9Sl0O6JLIlqiZttwk3iefd9/Sn/he7l19WzFYWpUL0VsNH4izQ/D/MrpT9e8xXS106YsmsiP4oemgjKAlIDKg8KJWZJfnZWqsblcyjjc3+7mAeQUaycSOXVJNlgCZZFvpncTfbl/in+HfMB2V256Y2lWbEfaNhEldRJx/2/s3NkiyKW3xKjSmxmR1og4g1+AWoAsg8KI/ZCvm5uoeLfwx6jZOOw6/z4S3CSpNj9HQFZYYzturHZ6fIZ/vX8ffbl3rG8kZV5YoklDOZ8nGhUdAhXvbdyOyt+5vqqCnXWS14nXg5mAL4Cbgs+Hro8LmqumR7WLxRvXlOmM/JYPSSI6NAFFQVSiYdhspHXUe0R/4X+ofaV49XDDZklazkulOykqvRfLBL7xAd8AzSG8w6w9n96T5YqFhOKAEoAYguqGbI5ymMWkHrMsw5TU8ubf+e0Msx/FMbxCOFLhX2lrj3Qfe/R+938jfoN5MXJWaCpc800BPq4sXhp4B2j0muF4z2q+0K4EoVOVAIxAhTqBA4CkgROGNo3llumi/rDUwBHSU+Qy90IKGR1KL29AJlAVXu5pbXNdepV+/n+RflR6YHPdaQFeDlBVQC4v+xwkChT3NuT10brA57DVotSWKY0Khp+BA4A+gUmFDYxklRih566DvpTPt+GG9JYHexrKLBs+Ck4/XGdoPnKNeSl++H/wfhd7g3RZa81fIVKiQqkxlh/PDMH51eZ41BLDB7OwpGGYXo7ghhOCEYDmgI2E8Yruk1Gf2aw6vBzNHt/c8ekE2xdFKsA75kteWtVmA3GveK594n9Bf8x7mHXIbI5hKlToRB40LSJ5D278d+n/1nHFL7WWpvmZoI/Fh5WCLoCcgN+D4omFkpWd1ar4uanKidwz7zsCOBW8J145uklzWDZlum/EdyV9v3+Df3N8oHYrbkVjKlYmR442wCQhEhz/G+yL2dbHX7eGqJ2b7pC3iCWDWIBhgD6D4YgokeSb2ai+tz3I+NmM7I7/khItJfU2hUd/Vo1jZm7Ldo58jX+4fw19m3eCb/BkIFhcSfc4TifGFMkBwe4b3EHKmLl/qkydSZK2icODkYA0gKyC7IfXjz6a6KaMtdfFbNfn6eH86w+bIoc0SUWAVNhhBG3Fdel7TX/df5h9iXjNcJBmDVqKS1o72SlqF3YEavGw3rLM2buCrAafsZPDim+E2YAVgCiCBoeTjqSYAaVis3fD5NRF5zP6QQ0FIBMyBEN5Uhlgl2uydDZ7/n71fxV+aXkLciVo71uvTbY9XywLGiMHFPRI4SrPIb6PrsugJJXciyiFLoEEgLKBLYZbjRWXJKNBsR7BYNKm5If3lgprHZkvuEBoUE5eHmqSc3Z6on7+f4R+O3o7c61px13MTwxA3y6pHNAJv/bj46bRccCksJuipJYDjfCFkoECgEqBYYUxjJOVUaEpr8y+4s8J4tv06gfOGhotZT5OTnlcmGhlcqd5N375f+V+AHtgdCprlV/gUVpCWzFEH3sMbPmC5ijUyMLDsnWkL5g3jsWGBIIPgPCAo4QTixyUiZ8arYK8ac1w3zDyPQUuGJUqCjwrTJpaB2crcct4vn3mfzd/tnt3dZtsV2HqU6BE0TPbISUPGfwj6a/WJcXqtFmmxpl3j6iHhIIpgKWA84MDirGSy50Uqz+69srb3IfvkAKLFQwoqTn/SbFYamXkb+J3Nn3Ef3x/X3yAdgBuD2PrVd9GQTZuJM0Rx/7H6zrZiccat0ioaJvEkJiIEoNSgGeAUYMAiVKRGZwYqQS4ichJ2uDs4//mEn8lQjfMR71WwmOQbut2oXyUf7J/+nx9d1lvvGTjVxdJqzj+JnMUdAFt7srb9MlRuUCqFp0ekpaJr4OKgDmAvYIKiACQcpolp9G1Isa81zvqNf0/EO0i1DSQRcBUD2IxbeZ1/ntWf9p/h31seKVwXWbQWUVLDzuJKRcXIQQW8V7eZcyRu0Ksz56Ek6GKWYTPgBiAN4Ihh7qO1pg8paazwsM01ZjniPqWDVcgYTJMQ7lSUWDFa9V0TXsJf/N/Bn5OeeRx82e0W2xNbD0PLLgZzwbA8/Xg287YvU2ukqD2lLmLEYUjgQaAwIFHhoGNRpdeo4SxaMGw0vnk2/frCr4d5y8BQapQiF5NarZzjnqufv5/d34iehZzfmmNXYpPwj+QLlYcewlr9pDjV9EnwGKwYaJ0lt6M14WFgQKAVoF5hVWMwpWKoWuvFb8x0FziL/U/CCEbaS2vPpFOtFzJaItywXlFfvt/2n7oejx0/GpcX55REUINMfEeJgwX+S7m2NN9wn+yOqT9lxCOqob1gQyA+oC6hDaLSZTBn1utyry3zcLfhPKSBYEY5SpVPG9M1lo5Z1Jx53jNfel/Ln+he1V1bmwgYapTWUSDM4kh0A7E+9DoX9baxKW0HaaTmU+Pi4d0giWArYAIhCSK3ZICnlSrhrpEyy3d2+/lAt8VXSj1OURK7lieZQ1w/3dIfcl/dH9LfGB21W3ZYqxVmUb0NR0keRFy/nPr6dg9x9S2Cqg0m5qQeogAg0yAboBlgx+JfZFOnFapSrjWyJvaNO03ADoT0CWONxJI/Fb3Y7tuCne0fJt/rH/ofF53L2+HZKVX0UhfOK0mHxQfARnuedunyQu5AargnPKRdomag4KAPoDPgiiIKZCmmmKnFrZuxg3Yj+qK/ZMQPiMiNddFAFVFYl1tB3YTfF5/1X93fU94fHAqZpRZAUvEOjgpwxbNA8HwDN4XzEm7AqyYnleTf4pDhMaAG4BHgj6H4o4JmXil6rMNxITV7Ofd+uoNqSCvMpRD+lKJYPNr93RkexN/8X/3fTJ5vXHCZ3lbKE0hPb8rZRl6Bmvzo+CNzpC9DK5aoMeUlov5hBiBB4DOgWGGp413l5mjx7Gywf/STOUw+D8LEB42MEpB61DBXnxq2nOmerp+/X9qfgh68XJNaVNdR095P0EuAxwmCRb2PuMI0d6/ILAnokSWuYy9hXiBAoBigZKFeozxlcOhra9fv4DQruKE9ZQIdBu4Lfk+007uXPposHLbeVJ+/H/OftB6GXTNaiNfXVHIQb4wnx7SC8P42+WJ0zPCPLL/o8yX6o2PhueBCoAFgdGEWYt3lPmfm60SvQXOFODZ8ucF1Rg1K6A8s0wSW2tneXEDed197H8kf4p7M3VBbOlgalMRRDYzNyF8DnD7fOgO1o/EYbThpWCZJ49vh2OCIYC2gB6ERYoJkzmek6vOupHLft0v8DoDMhatKEE6iUorWdFlNnAdeFl9zn9sfzd8QHapbaNibVVSRqc1zCMlER3+IOuZ2PHGjrbNpwCbcZBciO6CR4B1gHiDP4mokYOclamQuCLJ7NqI7YwAjhMhJts3WEg6Vyxk5m4pd8d8oX+mf9V8QHcFb1NkZ1eLSBM4XCbLE8oAxe0n21vJxLjCqaucx5FWiYeDe4BDgOGCRYhSkNqaoKdbtrrGXdji6t/95xCQI281HkY/VXxiiW0odih8Zn/Rf2Z9MnhUcPdlV1m8Sng66ChwFngDbfC63crLArvCq2GeKpNeii2EvYAfgFeCWocKjzuZtKUvtFjE1NU/6DH7Pg77IPwy3EM7U8BgIGwadXp7HX/uf+h9F3mWcZBnPVvlTNc8cCsSGSUGF/NR4D/OR73LrSKgmZRyi+KEDYEJgNyBfIbNjaiX06MKsvzBTtOf5YT4lAtjHoUwk0EtUfpeq2r+c796xn79f1x+7nnMch1pGV0ETy8/8i2xG9IIwvXr4rnQlL/dr+2hFJaUjKSFa4ECgG+Bq4WejCGW/aHvr6i/ztAB49j16AjHGwcuQj8WTyldKmnWcvV5YH79f8N+uHr1c55q614cUYBBcDBNHn0LbviI5TnT6cH5scSjm5fDjXSG2IEIgBCB6IR8i6WUMaDcrVu9VM5n4C3zPAYoGYUr6zz3TE1bnWehcR557H3vfxp/dHsRdRRssWApU8lD6DLlICgOG/sp6L7VRMQdtKSlLpn/jlKHU4IegL+AM4RmijaTb57TqxW73svQ3YTwjgOGFv0ojDrOSmdZBWZecDp4an3Sf2R/Inwfdn1tbWIuVQtGWjV6I9EQyP3M6kjYpsZJto+nzJpHkD2I3IJBgHyAjINeidORuZzTqde4b8k929zt4QDiE3ImJzieSHhXYWQQb0h32nynf59/wnwhd9puHmQpV0VIxzcLJncTdQBx7dbaDsl+uISpdZyckTaJc4NzgEiA84JkiHyQDpvdp6G2Bseu2DbrNP47EeEjvDVlRn5VsmK1bUh2PHxuf8x/VX0VeCtwxGUaWXdKLTqYKBwWIwMZ8GjdfMu7uoKrKp79kjyKGIS0gCKAaIJ2hzKPbpnxpXO0o8Qk1pLohvuSDk0hSjMkRHtT+GBNbDx1kHsnf+t/2X37eG9xXmcCW6FMjDwgK74Y0AXC8v/f8c3/vIqt6p9rlE+Ly4QCgQuA6oGWhvSN2ZcOpE6yR8Ke0/Ll2fjoC7Ue0zDcQW5RMl/aaiJ013rRfvx/T37VeaZy7WjfXMJO5T6jLV4bfQht9Zjia9BLv5uvtKHllXCMjIVfgQKAe4HEhcOMUJY2ojGw8b8d0VTjLfY9CRkcVi6MP1lPY11aaftyD3ptfv5/t36getFzb2qyXtpQN0EhMPodKQsZ+DXl6tKewbWxiaNql52NWobKgQeAG4H/hJ+L1JRpoB2uo72izrnggvOQBnsZ1Ss1PTpNiVvPZ8dxOnn7ffF/EH9ee+505mt6YOlSgUOaMpMg0w3G+tbnbtX5w9izaKX7mNeONodDghqAyIBJhIiKY5OmnhOsXLsszCLe2PDjA9kWTinYOhNLpFk4ZodwV3h7fdd/XH8NfP91UW03Yu9UxEUNNSkjfBB0/Xjq99daxgS2UqeYmh6QIIjKgjyAhICgg36J/pHvnBKqHbm8yY7bMO41ATUUwiZzOONItleVZDpvZnftfK5/mX+vfAJ3sG7pY+tW/0d6N7olJBMgAB7thdrByDe4RalAnHGRF4lgg2yAToAFg4KIppBCmxuo5rZSx//YiuuJ/o8RMyQJNqxGvVXoYuBtaXZRfHZ/yH9Dffd3AnCQZd5YMkrhOUcoyRXOAsXvF90vy3O6Q6vzndGSG4oDhKuAJoB4gpOHWo+hmS2muLTuxHTW5ujb++cOnyGYM2xEu1MvYXpsXnWmezF/6H/JfeB4SHEsZ8ZaXUxBPNAqaxh8BW7yrd+jzbe8Sa2ynz2ULYu0hPiADYD5gbGGGo4LmEmkkbKRwu7TReYu+T0MBx8hMSRCsFFrXwhrRnTuet1++n9Bfrp5gHK8aKRcf06bPlQtCxspCBn1RuIc0AK/Wa97obWVS4xzhVOBAoCIgd2F6IyAlnCidLA7wGzRpuOB9pEJbBylLtY/m0+dXYppIHMoenp+/n+rfoh6rHNAanhemFDuQNMvqB3UCsX34+Sb0lTBcrFOozmXd41AhryBBYAmgReFwosClaGgX67svfDOC+HW8+UGzhkkLIA9fk3EWwBo7nFVeQp+9H8Gf0d7zHS5a0JgqFI5Q0wyQSB/DXH6guce1a7DlLMAAOcX9y5gRGFXT2eac9R7s38Tf/t5mHA+Y2dSqj64KFcRW/ma4erKGbbio+iUs4moggaA5IEziLiSFqHLsjjHpN1F9UYN0SQQOztPnGCXbq54hX7pf818TXWsaVNazUe/MukbFwQi7N7UH7+oqymbN45FhaWAgIDYhIWNOZqCqs29bNOd6o4CaRpVMYZGO1nMaK10dHzZf75+Lnlbb5xhblBsPEkmzg7O9iDfmsgHtCCih5O/iCqCAoBbgh+JE5TSotm0hckc4NL30Q9CJ1E9OVFEYttvgXnifst/NnxBdDVof1irRWQwaRmJAZzpeNLuvMCpm5kRjZKEaoDAgJCFr47Lm22sAMDU1STtHAXnHK8zpEgLWz5qtHUGffJ/XX5WeBJu8F9tTig61yNDDEH0qdxOxvyxaKAxktiHuYELgN6CGIp4lZik77bYy5fiX/pZEq8pjT8uU+JjE3FJejF/oH+ReylztGaiVoNDBC7mFvz+GecX0MS64acYmPeL64M8gA2BVYblj2edYa46wkDYrO+qB2QfAza7StNcpmuvdox9/X/ufXB3v2w6XmRM3jdhIbcJtvE22gnE+a+6nueQ/YZUgSGAboMci+iWZqYMuTDOFuXt/OAUFyzBQRtVd2VAcgR7dH9of+B6BnIoZbtUU0GfK2EUbfyY5LrNobgLpp+W6IpRgxyAZ4EnhyeRDZ9dsHvEsNo28jcK3CFROMtMkF4CbZ53BX78f3N9f3Zga3pcU0qONeceKgct78bXysH+rRadqI8uhv2ARIAKhC2MY5g+qDC7jtCX53z/ZBd7LvBDAFcAZ2FzsnuqfyN/I3rXcJJjzVIdPzUp2hHf+RviY8uGtj6kMZXmicOCCIDOgQSIdJK+oGKywcYk3cH0wgxSJJo60k5FYFRugXhxfu5/6nyCdfdpsVo6SDkzaxycBKXsW9WRvwyse5t0jmuFsoB1gLSESo3pmR+qW73w0hvqCQLnGdswF0bbWH9odnRUfNJ/0X5ZeZxv8mHVUOE8yCZRD1L3oN8RyXK0e6LOk/CIQoICgEKC7ojMk3iibrQNyZvfTfdND8Mm3TzSUO9hmm9XedB+0n9VfHh0gmjfWBpG3zDrGQ4CH+r00l+9I6rrmUuNtYR1gLKAaoVyjnibCayOv1fVoOyXBGYcNTM3SK5a9GmAdel87n9yfoN4Vm5IYNZOnjpWJMcMxfQo3cXGZbLBoHaSBojPgQiAwoLkiS+VO6SCtl/LFuLb+dYRMSkZP8lSj2PVcCF6In+qf7R7Y3MDZwNX80OALmkXgP+b55LQNLtCqGaYL4wMhEWA/IAshqWPE537rcbBwtco7yUH4x6KNU9Kd1xea312cn38fwZ+oHcFbZNezkxVOOEhOwo68rTaf8RhsBCfKZEoh2iBHIBQg+eKnZYIpp64ts2U5Gn8XRSbK09BuFQlZQRy33pof3R/BXtCcnllH1XFQRss5BTy/BrlNc4QuWqm65Yei2+DIYBUgfuG5ZC3nvavBcQx2rLxsglcIdo3YEw3Xr1sb3ftff1/jX2xdqhr1ly/Sgc2aB+uB7DvRNg+wmWuap3nj1eGDoE8gOqD9YsVmN6nwLoT0BXn9/7iFgAuf0OeVrFmJ3OQe6B/Mn9KehVx5WMyU5E/syleEmT6nOLcy/O2m6R6lRqK34ILgLiB1ocvkmWg+LFKxqTcPfQ+DNIjJDpqTu1fEG5UeFx+8n8HfbZ1QWoOW6hIszPsHCEFKO3Y1QTAcazOm7GOkYXBgGqAkIQPjZmZvanqvHTSmOmFAWUZYDCnRXxYM2g/dDR8y3/ifoN53W9HYjxRVT1GJ9UP1vcg4InJ3bTVohWUIYlbggKAKYK+iIWTHaIDtJbIG9/J9skORSZoPGtQmWFZby15vn7Zf3V8r3TOaD5ZiUZZMW0akgKi6nHT0b2Fqjyah43ZhICApYBEhTWOJ5ulqxu/2tQd7BME5Ru7MslHUFqpaUt1zHzpf4Z+r3iZbp9gPk8UO9UkSw1K9ajdPMfPshmhu5I0iOWBBoCngrKJ5pTfoxa25sqV4Vb5UhGzKKY+ZFI8Y5Zw+nkTf7N/1Xucc1FnZFdkRPsu6xcEAB7oDdGku6KotJhojC2ETYDsgASGZo+/nJWtUsFE16XuoQZiHhI140kbXBVrS3ZXffp/HX7Pd0pt7V44Tcw4YSK/Cr7yM9v0xMmwZ59skVSHe4EXgDKDsYpSlqqlMLg8zRPk5PvaEx4r3UBUVNRkx3G6elt/gH8qe31yymWCVTdCmCxnFXf9nOWvzn65yaY3l1WLjoMngEGB0IajkGGejq+Qw7PZLvEuCdwgYjf2S91ddmw/d9V9/n+mfeJ28GsxXSpLfzboHzMINPDD2LPCy66/nSiQgIYfgTWAyYO9i8iXfqdRupjPk+Zy/l8WhC0OQzxWYmbtcm17lX9Af3F6U3E4ZJZTBEAwKuES6Pod41bMYLf4pMSVTYr7gg6Ao4Gph+uRDaCPsdTFJdy587oLUyOuOQBOlV/MbSd4R371fyN96nWLamtbFUksNG0dpQWr7VbWd8DVrCCc7464hc+AYIBuhNWMSZlbqXm8+NEV6QAB4xjlLzhFHFjlZwd0FHzDf/R+rHkdcJxiolHKPcQnWRBb+KHgAcpItTGjXZRSiXWCA4ARgo6IP5PDoZizHsib3kX2RQ7GJfM7A1BDYRdvAnmrft9/k3zldBppnVn4RtQx7xoXAyXr7dNCvuiqjJrCjf2EjICYgB6F+I3VmkGrqb5d1JrrjgNjG0EyW0fyWV5pFnWufOR/mn7beNxu9mCmT4k7VCXPDc71KN6zxzmzc6EAk2OI/IEEgIyCf4mdlIOjqbVuyhTh0vjPEDUoMj7+UehiVnDReQN/vH/3e9VzoGfFV9REdi9uGIkAoOiJ0RS8BKkCmaGMT4RXgN2A3IUnj2ucMK3fwMbWIe4cBuEdmTR3Sb9bzGoYdjx9+H8zfv13j21FX6JNQzngIkMLQvOz22rFMbG+n6+RgIeQgRKAFYN9igeWTKXCt8PMkeNg+1cToSprQPBTgmSKcZR6TX+Mf017uHIaZuRVqEIULeoV+/0e5inP7bkop4OXi4utgy6AL4GmhmKQC54nrxvDNNmq8KoIXCDrNotLgl0wbA53vX3+f799E3c3bIxdlkv3Nmkgtwi48EHZJ8MyrxSeaJCqhjGBLYCqg4aLe5cep+K5Hc8R5u793RUILZ1C2lUSZrNySnuLf05/mHqQcYpk+1N2QK0qZBNt+57jz8zNt1WlDpaCihiDEoCOgXyHqJG2nyexXsWm2zXzNgvTIjc5l008X4ht+Xcxfvh/P30ddtRqyFuCSaU07h0qBi/u09brwDqtdJwuj+CF3oBWgEuEm4z6mPqoCbx80ZPoewBgGGovyES7V5hnz3Pze7t/BH/VeV1w8GIIUj4+QijcEN/4IuF6yrS1jKOllISJj4IEgPqBX4j5kmqhLrOnxxvewfXBDUclfTucT+1g1W7XeJh+5X+xfBt1Zmn7WWZHTjJwG5wDqOtq1LS+S6vdmv6NIoWZgIuA+oS8jYSa3qo3vuDTF+sKA+IaxzHtRpNZE2ngdJB83n+tfgZ5Hm9MYQ5Q/zvTJVMOUvao3irIo7PMoUaTk4gTggKAcoJNiVWUJ6M+tfXJlOBN+EsQtye+PZhRk2IWcKh58n7Efxd8DXTtZyVYQ0XxL/AYDQEi6QXShbxlqVGZ24xxhGGAzoC0hemOGJzLrGzASdae7ZgFYB0gNApJYluDauV1IH31f0l+K3jTbZ5fC066OWAjyAvG8zLc4MWasRag8pGth6WBDoD4gkiKvZXupFW3ScwQ49v61BIjKvg/jFMwZE1xbXo/f5d/cXvzcmpmRlYZQ5AtbRaA/qDmpM9cuoin0JfDi82DNYAdgXyGIZC2ncGup8K22CfwJQjbH3M2H0soXelr3Xakff5/2H1Ed31s5l0ATG436SA7CTvxv9mcw5mvap6qkNSGQ4EngIqDT4svl7+mc7mjzo/laf1aFYssK0J4VcJld3Ime39/XH+9es1x3GReVOlAKivnE/L7IORJzTu4s6VZlreKNYMXgHmBUIdlkV6fvrDoxCfbsfKyClQiwDgtTeReQ23Kdxp++n9afVB2HWskXO5JHjVvHq4Gsu5R117BoK3HnGyPCIbugE2AKYRijKyYmaiZuwHREOj4/94X7y5YRFpXSmeWc9J7sn8Uf/55nHBEY25SsT7AKGARZPmi4fPKIbboo+2Ut4mqggaA44EwiLSSEKHEsjDHm9089T0NyCQIOzRPlmCSbqt4hH7qf898UHWxaVla1EfIMvIbIAQr7OfUJ7+vqy+bO45IhaaAf4DVhIGNM5p7qsW9ZNOU6oUCYBpNMX5GNFnHaKp0cXzYf8B+MXlfb6JhdVB0PFIm1g7X9ijfosgOtCaijJPDiCyCAoBZghyJDpTMotK0fckT4Mn3yA85J0k9MlE+YtZvf3nhfsx/OHxFdDpohVizRWwwchmSAaXpgdL2vMepoZkVjZSEa4C/gI6Fq47Fm2as+b/M1RvtEwXfHKYznUgFWzlqsXUEffF/Xn5ZeBdu9l90TjA63yNMDEr0sdxXxgOybqA2ktuHuoELgNyCFIpzlZGk57bQy4/iVvpQEqYphT8nU91jD3FGejB/oX+Uey1zuWaoVopDDC7vFgX/Iucf0My66KcdmPuL7YM9gAyBUobhj2GdWq4ywjjYo++hB1sf+jW0SsxcoWusdop9/X/wfXR3xGxAXmtM5jdpIcAJv/E+2hHEALDAnuuQ/4ZWgSGAbIMZi+OWYKYEuSjODeXk/NcUDyy6QRVVcWU8cgF7c39pf+N6CnIuZcJUW0GnK2oUdvyh5MPNqbgRpqSW7IpTgxyAZoEkhyKRCJ9WsHPEqNot8i4K1CFJOMNMil7+bJt3A378f3R9g3Zla4BcWkqWNfAeMwc278/X0sEFrhudrI8whv6ARIAIhCmMXpg4qCm7hdCO53P/XBdzLuhD+Vb7Zl1zsHupfyR/JnrbcJhj01IlPz4p4xHo+SPia8uNtkSkNpXqicWCCIDMgQGIb5K4oFuyucYb3bj0uQxJJJI6y04/YE9ufnhwfu5/7HyFdfxpt1pCSEEzcxylBK7sZNWZvxOsgZt4jm6Fs4B0gLGERo3jmRmqVL3o0hLqAALeGdIwD0bVWHpoc3RSfNJ/0n5ceaBv+GHcUOk80CZaD1v3qN8ZyXm0gaLTk/OIRIICgECC64jHk3GiZ7QFyZPfRfdED7sm1TzLUOlhlW9Vec9+039XfHx0h2jlWCJG5zD0GRcCKOr90me9KarxmU+Nt4R2gLGAZ4VujnObAqyGv07VmOyPBF0cLTMvSKda72l8ded87X9zfoZ4W25NYN1OpjpfJNAMzvQx3c3GbLLHoHuSCYjQgQiAwILhiSqVNaR7tlfLDuLS+c0RKSkRP8JSimPQcB96IX+rf7Z7Z3MIZwpX+0OILnIXif+k55rQPLtIqGuYM4wOhEWA+4AphqGPDZ30rb7Budcf7xwH2h6CNUhKcVxZa3p2cH38fwd+o3cJbZle1UxdOOkhRApD8r3ah8RosBafLZErh2mBG4BNg+OKmJYCppa4rs2L5GD8VBSSK0hBsVQgZQBy3Xpnf3V/CHtGcn9lJVXNQSQs7RT7/CPlPc4XuXCm8JYii3GDIoBSgfiG4JCxnu+v/cMp2qnxqQlUIdI3WUwxXrhsbHfsff5/jn20dq1r3FzGSg82cR+3B7nvTdhGwmuucJ3sj1mGD4E8gOeD8YsQmNenuboK0Azn7v7ZFvctd0OYVqxmI3OOe59/M39Nehlx62M4U5g/uylmEm36pOLky/q2oaR/lR2K4YILgLaB04crkl+g8bFCxpzcNPQ1DMojHDpiTudfDG5ReFt+8n8Jfbp1RmoVW69IuzP1HCoFMe3h1QzAd6zTm7WOlIXBgGmAjoQLjZOZtqnjvGzSj+l8AVwZWDCgRXVYLWg7dDJ8yn/kfoZ54W9NYkNRXT1PJ94P3/cp4JHJ5LTcohqUJIldggKAJ4K7iICTF6L8s43IE9/A9sAOPCZgPGRQk2FUbyp5vX7Zf3d8s3TUaERZkUZiMXYamwKr6nnT2L2MqkGai43bhIGApIBBhTGOIZueqxO/0dQU7AoE3BuzMsJHSlqkaUd1ynzpf4d+sniebqVgRU8cO94kVA1T9bHdRMfWsh+hv5I3iOeBBYClgq6J4ZTZow623sqN4U35SRGrKJ4+XVI2Y5Fw93kSf7R/2Hugc1dna1drRAMv9BcNACboFtGsu6mouZhsjC+EToDrgAGGYo+5nI+tS8E815zumAZZHgk13EkVXBBrSHZVffp/Hn7Sd09t814/TdQ4aSLICsfyPNv8xNCwbZ9wkVeHfYEWgDCDropMlqOlKLg0zQrk2/vRExUr1UBOVM5kw3G3elp/gX8se4Fyz2WIVT9CoCxwFYD9peW3zoa5z6Y8l1iLkIMogECBzYafkFueh6+Iw6rZJfElCdMgWjfuS9ddcmw8d9R9/n+ofeZ29Ws3XTJLhzbxHzwIPfDL2LvC0q7EnSyQg4YggTSAx4O5i8OXd6dJuo/PiuZp/lcWey0GQzZWXGbpcmt7lX9Bf3R6V3E+ZJ1TC0A5KuoS8fom417MZ7f+pMmVUYr9gg+AoYGmh+eRB6CIsczFHNyw87ELSiOlOflNj1/IbSN4RX71fyV97XWPanJbHEk0NHYdrgW07V7Wf8DcrCac8467hdCAX4BrhNGMRJlVqXK88NEM6fcA2hjdLzBFFVjgZwR0EnzDf/V+r3khcKJiqVHRPc0nYhBk+KrgCspQtTejYpRWiXeCA4APgouIOpO9oZGzFsiS3jz2PA6+Jes7/E89YRJv/3iqft9/lXzpdCBpo1n/Rtwx9xogAy3r9dNKvu+qkprGjQCFjYCXgByF9I3Qmjurob5V1JHrhQNaGzkyU0frWVlpEnWsfOR/m37eeOBu+2CtT5E7XSXYDdf1Md67x0CzeaEFk2aI/oEEgIuCfImYlH2jorVmygzhyfjGEC0oKj73UeJiUnDOeQF/vH/5e9lzpWfLV9tEfy92GJIAqeiR0Ry8CqkImaWMUYRXgNyA2YUjj2WcKa3XwL7WGO4TBtgdkTRvSbhbx2oVdjp9+H80fgB4k21LX6lNSznpIkwLS/O723LFOLHEn7ORhIeRgRKAE4N5igKWRqW7t7vMiONX+04TmCpjQOpTfGSGcZF6TH+Mf1B7vHIgZutVsEIdLfMVBP4n5jLP9bkup4iXj4uvgy+ALYGjhl2QBp4grxTDLNmh8KEIUyDjNoNLfF0rbAt3u33+f8F9F3c8bJJdnUv/NnIgwAjB8EnZL8M5rxqebZCthjKBLYCng4KLdpcYp9q5Fc8I5uX91BX/LJVC01UNZq9yR3uKf09/mnqVcZBkAVR+QLYqbRN2+6fj18zUt1ylFJaFihqDE4CMgXmHo5GwnyCxVsWd2yzzLQvLIi85kE02X4Nt9Xcvfvh/QX0hdtlqzluJSa009x0zBjju3NbywEGteZwyj+OF34BVgEmEl4z1mPOoAbx00YrocgBYGGIvwUS1V5Jny3Pxe7p/BX/YeWFw9mIPUkU+SyjlEOj4KuGCyry1kqOqlIiJkYIEgPiBW4j0kmShJ7OfxxLeuPW4DT8ldTuVT+dg0G7UeJZ+5X+0fB91a2kCWm5HVjJ5G6UDsOty1Ly+UqvjmgKOJYWagIqA94S4jX+a16ovvtjTDusBA9kavzHlRo1ZDmncdI583n+ufgl5Im9SYRVQBzzcJVwOW/ax3jLIq7PSoUuTlogVggKAcYJKiVGUIaM2te3Ji+BE+EIQrye2PZFRjWIScKV58X7Ffxp8EXTyZyxYS0X6L/kYFgEr6Q3SjbxsqVeZ34xzhGGAzYCyheWOEpzErGTAQNaV7Y8FVx0XNAJJXFt+auF1Hn31f0p+LnjYbaRfEk7COWkj0QvP8zvc6MWhsRyg95Gxh6aBDoD2gkWKuJXopE23QcwH49L6yxIbKvA/hVMqZElxa3o+f5d/c3v3cm9mTVYhQ5ktdRaJ/qnmrc9kuo6n1ZfHi8+DNoAcgXmGHZCwnbqun8Kt2B7wHAjTH2s2GEshXeRr2naiff5/2X1Hd4Js7F0ITHc38iBECUTxyNmkw6Cvb56ukNeGRIEmgIiDS4sql7mma7mazoblYP1RFYMsJEJxVbxlc3Ije35/XX/AetFx4mRlVPFAMyvwE/v7KORRzUK4uqVelrqKN4MXgHiBTYdgkVift7DgxB7bqPKpCksiuDgmTd5ePm3Hdxl++39cfVR2ImsrXPVJJjV4HrcGu+5Z12bBp63NnHGPC4bvgEyAJ4RejKeYkqiRu/jQCOjv/9UX5i5RRFRXRGeSc9B7sn8VfwB6oHBKY3VSuT7JKGkRbfmr4fvKKLbuo/KUuomsggaA4YEsiK+SCqG9sijHkt0z9TQNwCQAOy1PkGCObqh4g37qf9F8VHW2aWBa3EfQMvsbKQQz7O/ULr+2qzSbP45KhaeAfoDThH2NLpp0qr69W9OM6nwCVxpFMXdGLlnCaKZ0b3zYf8F+NHlkb6hhfFB8PFom3w7f9jHfqsgVtCyikZPGiC2CAoBXghmJCZTGosu0dckL4MD3vw8xJ0I9K1E5YtJvfHnffsx/OnxJdEBojFi6RXUwexmbAa7pidL9vM6pppkZjZaEbIC+gIuFp47Am2Cs8b/D1RLtCgXWHJ4zlUj/WjRqrXUCffF/YH5ceBxu/F97Tjg66CNVDFP0utxfxgqydKA7kt6HvIEKgNqCEYpulYuk4LbIy4biTfpHEp4pfT8hU9djC3FEei9/oX+WezFzv2avVpJDFS74Fg7/K+cn0NO67qcimP6L74M+gAuBUIbdj1ydU64rwi/Ymu+YB1If8jWtSsZcnGupdoh9/X/xfXd3yGxGXnJM7jdyIckJyPFH2hnEB7DGnvCQAodXgSCAaoMVi96WWqb9uCDOBOXb/M4UBiyyQQ5VbGU4cv96cn9qf+V6DnIzZclUY0GwK3MUf/yq5MvNsLgYpqmW8IpVgxyAZIEhhx6RAp9PsGvEn9ok8iUKyyFBOLxMhF75bJh3An78f3Z9hnZqa4ZcYkqfNfkePAc+79fX2sEMriGdsI8zhv+AQ4AGhCWMWZgxqCG7fdCF52r/UxdrLuBD81b2ZllzrnuofyV/KHrfcJ1j2lItP0Yp7BHx+SzidMuUtkukO5XticeCCIDLgf6HapKyoFOyscYT3a/0sAxBJIo6xE45YEtue3hufu5/7nyJdQFqvlpJSEozfByuBLfsbNWhvxqshpt8jnCFtIBzgK+EQo3emRKqTL3f0gnq9wHVGcowCEbOWHVob3RQfNF/035feaVv/WHjUPA82SZjD2T3sd8iyYC0h6LYk/eIRoICgD6C6IjCk2uiYLT9yIrfPPc7D7ImzTzEUONhkW9Sec5+039afIB0jGjrWClG7zD9GSACMeoF02+9MKr2mVONuoR3gLCAZYVpjm2b+6t+v0bVj+yGBFUcJTMoSKFa6ml5deV87X90fol4X25TYOROrjpnJNkM1/Q63dXGdLLNoH+SDIjSgQiAvoLeiSWVL6Rztk/LBeLJ+cQRICkKP7tShGPMcBx6IH+rf7h7a3MOZxBXA0SQLnoXkv+t56PQQ7tPqHCYN4wQhEaA+oAnhp2PB53trbfBsdcW7xMH0R56NUFKa1xUa3d2bn38fwl+pncObZ9e3UxlOPIhTQpM8sbaj8RvsByfMpEuh2qBG4BLg9+Kkpb7pY+4ps2D5Ff8SxSKK0BBq1QaZfxx2npmf3Z/CntKcoRlLFXVQSws9hQE/SzlRc4fuXam9ZYmi3ODIoBRgfWG3JCrnuiv9cMg2qDxoAlLIco3UkwrXrNsaHfqff5/kH24drJr4lzNShc2eR/AB8LvVdhOwnKudZ3wj1yGEIE7gOWD7YsLmNGnsboC0APn5f7QFu8tcEORVqdmH3OLe55/NH9Qeh1x8GM/U6A/xClvEnb6reLtywG3p6SElSGK4oILgLWB0Icmklmg6rE6xpPcK/QsDMEjFDpbTuFfB25OeFl+8n8Lfb11S2obW7dIwzP9HDIFOu3p1RTAfqzZm7qOl4XCgGiAjIQHjY6ZsKnbvGPShulzAVMZTzCYRW9YKGg4dDB8yn/lfoh55W9SYkpRZT1XJ+cP6Pcy4JrJ67Tioh+UKIlfggKAJoK3iHuTEaL1s4XICt+39rcONCZYPF1QjmFQbyd5u37af3l8tnTZaEtZmEZqMX4apAKz6oHT4L2Sqkaaj43ehIKAo4A/hSyOHJuXqwy/ydQM7AEE0xurMrpHQ1qfaUR1yHzof4l+tXiibqtgTE8kO+YkXQ1c9bndTMfdsiWhxJI7iOiBBYCjgquJ3JTSowe21sqE4UT5QRGiKJY+VlIwY41w9HkRf7R/2nukc1xncVdzRAwv/RcWAC/oHtGzu7CovphvjDGET4DqgP6FXo+znIitQ8Ez15PujwZRHgE11EkPXAtrRHZUffp/IH7Vd1Nt+V5GTdw4ciLRCtDyRdsExdewc591kVqHfoEWgC6DqopHlp2lIbgszQHk0vvIEw0rzkBHVMlkv3G1ell/gn8ue4Vy1WWPVUZCqSx5FYn9reW/zo251aZBl1yLkoMogD6ByoaakFWegK+Aw6HZHPEcCcsgUjfnS9FdbWw4d9J9/n+qfel2+Ws9XTlLjzb6H0UIRvDU2MLC2a7KnTCQhoYhgTSAxYO2i76XcadCuofPgeZh/k4Wcy3/Qi9WV2blcmh7lH9Cf3Z6W3FDZKRTE0BBKvMS+vou42bMbrcFpc6VVYr/gg+AoIGjh+KRAaCBscTFFNyn86gLQiOdOfJNiV/DbSB4RH72fyd98XWUanhbJEk8NH8dtwW97WfWh8DjrCyc+I6+hdGAXoBphM2MP5lOqWq859EE6e4A0RjULylFD1jbZwB0EHzCf/Z+snkmcKdisFHZPdUnahBt+LLgEspXtT2jZpRZiXmCA4AOgoeINZO3oYqzDsiK3jP2Mw61JeM79U84YQ5v/HiofuB/l3ztdCVpqlkHR+QxABspAzbr/tNSvvWql5rKjQKFjoCWgBmF8I3KmjSrmb5M1InrfANSGzEyTEflWVRpDnWqfON/nH7heOVuAWG0T5k7ZSXhDeD1Od7Dx0ezf6EJk2qI/4EEgImCeImUlHajm7VdygPhwPi9ECQoIj7wUdxiTnDMeQB/vX/7e9xzqmfSV+NEhy9/GJsAsuia0SS8EakNmamMU4RYgNuA1oUfj2CcIq3PwLXWEO4KBtAdiDRoSbJbw2oRdjh99382fgR4mG1RX7BNUznyIlULVPPE23rFP7HKn7iRh4eTgRGAEYN1iv2VP6Wzt7LMgONO+0UTkCpbQONTd2SCcY96S3+Nf1J7wHIlZvFVuEIlLfwVDf4v5jrP/Lk1p42Xk4uxgy+ALIGghlmQAJ4ZrwzDI9mY8JgISiDaNnxLdl0mbAh3uX3+f8N9GndAbJhdpEsHN3ogyQjJ8FLZN8NAryCecZCwhjOBLIClg36LcZcRp9O5DM//5dz9yxX3LI5CzVUHZqtyRXuJf1B/nXqZcZVkCFSGQL4qdhN/+7Dj4Mzct2KlGZaJihyDE4CLgXaHn5GqnxmxTsWU2yPzJAvCIic5iU0wX39t8ncufvh/Qn0kdt5q1VuQSbU0AB48BkDu5Nb6wEitf5w2j+WF4IBUgEeEk4zwmO2o+rts0YHoaQBPGFkvuUSuV41nx3Pve7p/Bn/beWVw/GIWUk0+UyjuEPH4M+GKysO1maOulIuJk4IEgPaBWIjwkl2hILOXxwrer/WwDTYlbjuOT+FgzG7ReJV+5X+2fCJ1cGkIWnVHXjKCG64Duet71MS+WavomgaOJ4WbgIqA9YS0jXma0aonvtDTBuv4AtAatzHeRoZZCGnZdIx83n+wfgx5J29YYRxQDjzkJWQOZPa53jrIsrPYoU+TmYgXggKAb4JHiUyUG6MvteXJguA7+DkQpieuPYpRiGIOcKN58H7Ffxx8FXT4ZzJYUkUCMAEZHwE06RXSlLxyqVyZ4ox2hGKAzICvheCODZy9rFzAONaM7YYFTh0PNPtIVVt5at51HX30f0x+MXjcbapfGU7KOXEj2QvY80Pc8MWosSKg+5G0h6iBDoD0gkGKs5XipEa3Ocz+4sn6whITKug/flMkZERxaHo9f5h/dnv7cnVmVFYpQ6EtfhaS/rHmtc9rupWn2pfKi9GDNoAbgXaGGJCrnbOul8Kl2BXwEwjKH2I2EUsbXd9r13agff5/231Kd4ds8l0PTH83+iBNCU3x0dmsw6evdZ6ykNqGRYEmgIaDSIsll7KmZLmSzn3lV/1IFXosHEJqVbdlb3Ihe35/Xn/DetZx52RsVPhAOyv5EwT8MeRZzUq4wKVjlr6KOYMYgHeBSodckVOfsLDYxBXbn/KgCkIisDgfTdheOm3Edxd++39dfVd2J2sxXP1JLjWBHsAGxO5i127Bra3TnHWPDYbwgEuAJYRajKGYi6iJu/DQ/+fm/8wX3i5JRE1XP2ePc817sX8WfwN6pXBPY3xSwT7RKHERdvm04QPLL7b1o/eUvomtggaA4IEpiKqSBKG2siDHit0q9SwNtyT4OiVPimCJbqV4gX7qf9N8WHW7aWZa40fYMgMcMgQ87PfUNr+9qzqbQ45NhaiAfoDQhHmNKJpuqra9U9OD6nMCTho8MW9GJ1m8aKJ0bXzXf8J+N3lob65hg1CEPGMm6A7o9jrfssgctDOilpPJiC+CAoBVghWJBJTAosS0bckC4Lf3tg8oJzo9JFEzYs1veXnefs1/PHxMdEVokljCRX0wgxmkAbfpkdIFvdSprJkdjZmEbIC9gIiFo466m1ms6b+71QntAQXNHJYzjkj4Wi9qqnUAffF/YX5feCBuAmCCTkA68SNeDFz0w9xnxhGyeqA/kuGHvYEKgNiCDYpplYWk2bbAy33iRPo+EpUpdT8aU9JjBnFBei5/on+YezVzxGa1VppDHS4BFxf/M+cw0Nu69acomAKM8YM+gAqBTYbYj1adTK4jwibYke+PB0kf6jWlSsBcl2uldod9/X/zfXp3zWxMXnlM9jd7IdIJ0fFP2iHEDrDLnvSQBYdYgSCAaIMSi9mWU6b1uBjO++TT/MUU/iuqQQdVZmU0cv16cn9rf+h6EnI5ZdBUakG4K3wUiPyz5NPNuLgepq6W84pXgx2AY4EehxmR/J5IsGPEltob8hwKwiE5OLVMfl70bJV3AH78f3h9iXZva41caUqnNQEfRQdH7+DX4sETriedtI82hgCBQ4AEhCKMU5grqBm7ddB852H/ShdiLtlD7FbwZlVzq3uofyZ/K3rjcKNj4VI1P08p9RH6+TXifMuctlGkQJXxicmCCYDJgfuHZpKsoEyyqcYK3ab0qAw4JII6vU4zYEZueHhtfu9/8HyMdQZqxFpRSFIzhRy3BL/sdNWpvyGsjJuAjnOFtYBygK2EPo3YmQuqRL3X0gDq7gHMGcIwAEbIWHBoa3ROfNF/1H5healvA2LqUPg84SZsD233ut8qyYe0jaLck/qIR4ICgD2C5Ii9k2WiWLT1yIHfM/cyD6omxTy9UN5hjW9Pecx+1H9cfIN0kmjyWDFG+DAFGikCOeoN03a9N6r8mVeNvIR3gK+AYoVljmib9at2vz3Vhux9BEwcHDMgSJta5Wl1deR87X92fox4ZG5ZYOtOtjpwJOIM4PRC3d3Ge7LToISSD4jTgQeAvYLaiSCVKKRstkfL/OHA+bsRGCkCP7VSfmPIcBl6H3+sf7p7b3MTZxdXCkSZLoMXm/+256vQS7tVqHaYOowShEaA+YAkhpiPAp3mra/BqNcO7woHyR5yNTlKZFxPa3N2bH38fwp+qXcTbaZe5ExtOPshVgpV8s7alsR2sCKfNpExh2yBGoBJg9yKjZb1pYe4ns165E78QhSBKzhBpFQVZfhx2Hplf3d/DXtOcoplM1XcQTUs/xQN/TTlTc4muX2m+pYpi3WDI4BQgfKG15ClnuGv7sMY2pfxlwlCIcI3S0wlXq5sZXfoff5/kn27drdr6FzVSh82gh/JB8vvXthWwnmue530j1+GEYE7gOOD6osGmMqnqrr6z/rm3P7HFuYtaEOKVqFmHHOJe55/NX9SeiJx9mNGU6g/zCl4En/6tuL1ywm3rqSJlSSK5IIMgLSBzYchklOg47EyxovcIvQjDLkjDDpUTttfAm5LeFh+838NfcF1UGohW75IyzMGHTsFQ+3y1RzAhazem76OmYXDgGiAiYQDjYmZqanTvFvSfelqAUoZRzCRRWhYI2g0dC58yX/mfot56m9YYlFRbT1gJ/AP8fc64KLJ87TooiSUK4lhggKAJIK0iHeTC6Lts33IAd+u9q4OKyZQPFZQiGFLbyR5un7af3t8unTeaFFZoEZyMYcarQK86orT6L2Zqkyak43ghIOAooA8hSiOFpuRqwS/wNQD7PgDyhujMrNHPVqaaUB1xnzof4p+uHinbrBgU08sO+8kZg1l9cLdVMfksiuhyZI+iOqBBYCigqeJ15TMowC2zsp74Tv5OBGaKI4+T1IrY4lw8XkPf7V/3Huoc2FneFd6RBQvBhgfADjoJtG7u7aoxJhzjDSET4DpgPyFWY+unIGtO8Er14ruhgZIHvk0zUkIXAdrQXZSffp/IX7Yd1ht/15OTeQ4eiLaCtnyTdsMxd6weZ95kV2HgIEWgCyDp4pClpelGbgkzfjjyfu/EwQrxkBAVMNku3Gyelh/g38xe4ly2mWWVU5CsSyCFZH9tuXIzpW53KZGl2CLlIMpgD2Bx4aWkFCeea95w5nZE/ETCcIgSjfgS8pdaGw1d9B9/n+rfex2/mtDXUBLlzYDIE0IT/Dc2MrC4K7QnTWQiIYigTOAw4Oyi7mXaqc6un/PeOZY/kUWay33QihWUmbhcmZ7k39Df3l6X3FJZKtTG0BKKvsSA/s3427MdrcLpdOVWIoBgw+AnoGgh92R+596sbzFC9ye858LOSOVOetNg1++bR14Qn72fyl99HWZan5bK0lENIcdwAXG7W/Wj8DqrDGc/I7AhdKAXYBnhMmMOZlHqWO839H76OUAyBjMLyFFCFjWZ/xzDnzCf/d+tXkqcK1it1HhPd4ncxB2+LvgGspetUOja5RciXqCA4AMgoSIMZOxoYOzBsiB3ir2Kg6sJds77k8yYQpv+XinfuB/mXzwdCppsFkOR+wxCRsyAz/rBtRavvyqnZrOjQWFj4CVgBeF7I3Fmi2rkr5E1IDrcwNJGykyRUffWU9pC3WofON/nn7keOluB2G7T6E7biXqDen1Qt7Lx0+zhaEOk22IAYIDgIeCdYmPlHCjlLVVyvrgt/i0EBwoGj7pUddiSXDJef9+vn/9e+Bzr2fYV+pEjy+IGKQAuuii0Su8F6kSma2MVoRZgNqA1IUbj1qcHK3HwK3WB+4BBscdgDRhSaxbvmoOdjZ99383fgd4nW1XX7dNWzn6Il4LXfPM24LFR7HQn7yRioeUgRGAD4NyiviVOaWst6rMd+NF+zwThypTQNxTcWR+cYx6Sn+Of1V7xHIqZvhVv0ItLQQWFv445kLPBLo7p5OXl4uzgy+AK4GdhlWQ+p0SrwTDGtmQ8I8IQiDSNnVLcF0hbAV3uH3+f8R9HXdFbJ5dq0sPN4Mg0gjS8FvZP8NHryWedpCzhjSBLICjg3uLbJcLp8u5BM/25dP9whXuLIZCxlUCZqdyQ3uIf1F/n3qdcZtkD1SOQMcqfxOI+7jj6Mzjt2ilHpaNih2DE4CKgXOHmpGknxGxRsWM2xrzGwu5Ih85gk0qX3pt73csfvl/RH0oduNq21uYSb40CB5FBknu7dYCwU+thJw6j+iF4YBUgESEj4zqmOao8rtj0XjoYABGGFEvskSnV4hnxHPte7l/CH/deWpwAWMdUlU+XCj3EPr4POGSysq1n6OzlI6JlIIEgPWBVYjrklehGbOPxwHepvWnDS4lZjuHT9tgx27OeJR+5n+4fCZ1dWkOWnxHZzKLG7cDwuuD1My+YKvumguOKoWbgImA8oSwjXSayqogvsfT/ervAscarjHWRoBZA2nVdIp83X+xfg95K29dYSNQFjztJW0ObfbC3kLIubPfoVSTnIgYggKAbYJDiUeUFaMotd3JeuAy+DEQniemPYNRgmIJcKB57n7Gfx58GHT9ZzlYWkUKMAoZKAE96R7SnLx5qWGZ5ox4hGOAy4CshdyOB5y3rFTAL9aD7X0FRh0HNPRIT1t0atp1G330f01+NHjhbbBfIE7SOXoj4gvh80zc+MWvsSigAJK3h6mBDYDygj6KrpXcpD63Mcz24sD6uRIKKuE/eFMfZEBxZXo8f5l/eHv/cnpmWlYwQ6kthxab/rrmvc9zupun4JfOi9ODN4AZgXOGFJClnayuj8Kc2AzwCgjBH1o2CksVXdpr03afff5/3X1Od4xs+F0WTIc3AyFWCVbx2dm0w66ve563kN2GR4EmgISDRIsgl6ymXbmKznTlTv0/FXIsFEJjVbFla3Ife31/X3/Fetpx7WRzVABBRCsCFA38OuRizVG4xqVolsKKO4MYgHWBR4dXkU2fqbDQxA3blvKXCjoiqDgYTdFeNW3BdxZ++39ffVp2K2s3XARKNjWJHskGze5q13bBtK3YnHmPEIbxgEuAI4RWjJyYhaiCu+jQ9ufd/8QX1S5BREdXOmeLc8t7sH8YfwZ6qXBVY4NSyT7aKHoRf/m94QvLN7b7o/yUwYmvggaA3oEmiKaS/qCvshjHgd0h9SMNriTwOh5PhGCFbqJ4gH7rf9V8W3XAaW1a6kfgMgwcOwRF7ADVPr/Dqz+bR45PhamAfYDOhHWNI5pnqq69S9N66moCRRo0MWhGIVm3aJ50a3zXf8N+Onltb7NhilCLPGsm8Q7x9kLfusgktDmimpPNiDCCAoBUghKJ/5O6ory0Zcn53673rQ8gJzI9HVEtYslvdnndfs1/PnxQdEpomVjJRYUwjBmtAcDpmtINvdupsZkhjZuEbYC8gIaFno60m1Ks4b+y1QDt+ATFHI4zhkjyWipqpnX+fPF/Yn5ieCVuCGCJTkg6+SNmDGX0y9xvxhiygKBEkuSHv4EKgNaCCopklX+k0ba3y3TiPPo2Eo0pbT8TU8xjAnE+ei1/o3+bezlzyWa8VqFDJS4KFyD/POc40OK6+6ctmAaM9IM/gAiBSobUj1CdRa4bwh7YiO+GB0Ef4jWeSrpckmuidoV9/X/1fX130mxSXoFM/jeDIdsJ2vFY2inEFbDRnvmQCIdZgSCAZoMOi9SWTabuuA/O8+TK/LwU9iujQQBVYWUwcvp6cX9rf+p6FnI+ZdZUckHBK4UUkfy85NvNv7glprSW94pZgx2AYoEbhxWR9p5BsFvEjtoS8hMKuiExOK5MeF7vbJJ3/339f3p9jXZ0a5NccEqvNQofTgdQ7+jX6sEariyduY85hgGBQoAChB6MTpgkqBK7bNB051j/QRdaLtFD5VbrZlFzqXunfyd/LnrocKlj6FI8P1cp/hED+j7ihMujtlekRZX0icqCCYDIgfiHYZKmoEWyocYB3Z30nwwvJHo6tk4tYEFudXhrfu9/8nyQdQtqylpYSFozjhzABMjsfdWwvyeskZuEjnWFtoBygKqEOo3TmQWqPb3O0vfp5QHDGbkw+UXBWGtoaHRMfNB/1n5kea5vCWLxUAA96iZ1D3b3w98yyY+0k6Lhk/2ISYICgDuC4Yi4k1+iUbTtyHnfKvcpD6EmvTy2UNhhiG9Mect+1H9efId0l2j4WDhGADEOGjICQuoW0369PaoBmluNv4R4gK6AX4VhjmKb7qtvvzXVfex0BEMcFDMZSJRa4GlydeJ87H93fo94aG5fYPJOvjp4JOsM6fRL3eXGgrLZoIiSEojVgQeAu4LXiRuVIqRltj7L8+G3+bIRDyn6Pq5SeWPEcBd6Hn+sf717cnMYZx1XEkShLowXpP+/57PQUrtcqHuYPowVhEeA+IAhhpSP/JzgrafBoNcF7wEHwB5qNTJKXlxKa3B2a338fwx+rXcXbaxe60x1OAMiXwpe8tfansR9sCifO5E0h22BGoBHg9iKiJbupYC4lc1x5EX8ORR5KzFBnVQPZfNx1Xpkf3h/D3tSco9lOVXkQT0sCBUW/T3lVs4uuYOm/5Yti3eDI4BPge+G05Cgntqv5sMP2o7xjgk6Ibo3Q0weXqpsYnfnff5/lH2+drxr7lzcSic2ix/SB9TvZthewoCugZ35j2KGEoE6gOGD5osAmMSnorrxz/Hm0/6/Ft4tYEOEVpxmGHOHe51/Nn9VeiZx/GNNU7A/1SmBEoj6v+L9yxC3tKSOlSiK5oIMgLKByocdkk2g3LEqxoLcGfQbDLAjBDpNTtVf/m1IeFZ+838PfcR1VWooW8VI0zMPHUQFTO361SPAjKzkm8KOnIXEgGeAh4T/jIOZo6nMvFLSdOlhAUEZPzCJRWJYHmgwdCx8yX/nfo557m9eYlhRdT1oJ/kP+vdD4KrJ+rTuoiiULoliggKAI4KxiHKTBaLms3XI+N6l9qUOIyZIPE9QgmFHbyF5uX7bf318vnTjaFhZp0Z6MZAatgLF6pLT772gqlGal43jhISAoYA6hSSOEJuKq/y+uNT66+8DwhuaMqtHNlqVaT11xHzof4t+u3irbrZgWk80O/gkbw1t9cvdXMfssjKhzZJBiOuBBYCggqSJ0pTGo/i1xspy4TL5LxGRKIY+SFIlY4Vw73kOf7Z/3nusc2dnfleCRBwvDhgoAEHoL9HCu72oyZh3jDaEUIDogPmFVY+onHqtM8Ei14HufQY/HvE0xkkCXAJrPXZQffp/I37bd11tBV9VTew4gyLjCuLyVtsUxeWwf59+kWCHgYEVgCqDo4o9lpClErgbze/jwPu2E/wqvkA5VL5kt3Gveld/g38ze41y4GWcVVZCuiyLFZr9v+XQzpy54qZLl2OLloMpgDyBxYaRkEqecq9xw5DZCvEKCbkgQjfZS8RdY2wyd899/n+tffB2A2xJXUdLnzYLIFYIWPDl2NLC567WnTmQi4YkgTOAwYOui7OXZKczunfPb+ZP/jwWYi3vQiJWTGbdcmR7k39Ef3x6ZHFOZLFTI0BSKgQTDPtA43bMfbcRpdiVXIoDgxCAnYGdh9mR9Z9zsbTFA9yV85YLMCONOeRNfV+6bRp4QX72fyt9+HWeaoVbMklNNJAdyQXP7XjWlsDxrDecAI/DhdOAXYBkhMWMNJlBqVu819Hy6NwAvxjELxpFAVjQZ/hzC3zBf/h+t3kucLNivlHpPeYnfBB/+MTgIspmtUmjcJRgiXyCA4ALgoGILJOroXyz/sd43iH2Ig6kJdM7508sYQVv9nimfuF/nHz0dC9ptlkWR/UxEhs7A0jrD9RhvgOroprSjQeFkICUgBSF6I2/miarir471HfragNAGyAyPUfYWUppB3WmfON/n37neO1uDWHCT6k7diXyDfL1S97Tx1azi6ETk3CIAoIDgIWCcomKlGqjjLVNyvLgrvirEBMoEz7iUdFiRXDGef5+vn8AfORztWffV/JEmC+RGK0Aw+iq0TO8HqkYmbCMWIRZgNmA0YUWj1WcFa3AwKTW/u34Bb4deDRZSaZbuWoKdjV99385fgp4oW1dX75NYzkDI2cLZvPV24rFTrHWn8GRjYeVgRGADYNuivOVM6Wkt6LMbuM8+zMTfypMQNVTbGR6cYl6SX+Pf1d7yHIwZv9Vx0I2LQ0WH/5B5kvPC7pCp5iXmou1gzCAKoGahlCQ9J0Lr/zCEtmH8IYIOSDKNm5Lal0cbAF3tn3+f8Z9IXdKbKRds0sXN4wg2wjb8GPZR8NOryueepC1hjWBLIChg3eLZ5cEp8S5/M7t5cr9uRXmLH5Cv1X8ZaNyQHuIf1J/onqhcaFkFlSVQM8qiBOR+8Hj8Mzrt2+lI5aQih+DFICIgXCHlpGenwqxPsWD2xHzEguxIhc5e00kX3Vt7Hcrfvl/Rn0rduhq4VufScY0ER5OBlLu9dYKwVatipw/j+uF4oBTgEKEjIzlmN+o6rtb0W/oVwA9GEgvqkShV4NnwHPqe7l/CX/geW5wB2MkUl0+ZCgAEQP5ROGaytK1paO4lJKJloIEgPOBUojmklGhErOHx/jdnfWeDSUlXjuAT9Vgw27LeJJ+5n+6fCp1emkVWoRHbzKTG8ADy+uL1NO+Zqvzmg+OLIWcgIiA8ISsjW6aw6oYvr/T9OrmAr4apjHPRnlZ/mjRdIh83X+yfhJ5L29jYSpQHjz1JXYOdvbL3krIwLPloVmToIgaggKAa4JAiUKUD6MgtdXJceAq+CgQlSeePXxRfGIFcJ157X7GfyB8HHQCaD9YYkUTMBMZMQFG6SbSo7yAqWeZ6ox6hGOAyoCqhdiOApywrEzAJ9Z67XQFPR3/M+xISVtvatd1GX30f09+OHjmbbZfKE7aOYIj6wvq81TcAMa2sS6gBJK6h6qBDYDwgjqKqZXVpDe3KMzt4rf6sBICKtk/cVMZZDxxY3o7f5l/ensDc39mYVY4Q7ItkBak/sPmxc96uqKn5ZfSi9WDN4AYgXCGEJCfnaWuh8KU2APwAQi5H1I2AksPXdVr0Hadff5/3n1Rd5Bs/l0dTI83DCFfCV/x4tm8w7WvgZ67kOCGSIElgIKDQIsal6WmVbmBzmzlRf02FWosDUJdVaxlZ3Ice3x/X3/Iet5x8mR5VAhBTCsLFBX8Q+RqzVi4zaVtlsWKPYMYgHSBRIdTkUeforDIxATbjfKOCjEioDgRTcteMG29dxR++39hfV52MGs9XAtKPjWSHtIG1u5z137Bu63enH6PE4bygEqAIIRTjJeYfqh6u9/Q7efU/7sXzS46REBXNGeHc8l7sH8Zfwh6rXBbY4pS0T7iKIMRiPnF4RPLPrYBpAGVxImxggaA3YEjiKGS+KCoshDHed0Z9RoNpiToOhdPfmCAbp94fn7rf9d8X3XFaXNa8kfpMhUcRARO7AjVRr/Kq0WbS45ShamAfIDLhHGNHppgqqe9QtNx6mECPRosMWBGGlmyaJt0aXzXf8V+PXlxb7lhkVCTPHQm+g769kvfwsgrtD+in5PQiDKCAoBSgg+J+5O0orW0Xcnw36X3pA8XJyo9FlEnYsVvc3ncfs5/QHxUdE9on1jRRY4wlRm2AcjpotIUveKptpkljZ6EboC7gIOFmo6vm0us2r+q1ffs7wS8HIUzf0jsWiVqo3X8fPB/ZH5leCluDmCRTlA6AiRvDG701Nx3xiCyhqBJkueHwIEKgNSCBopflXikyravy2ziM/otEoQpZj8MU8Zj/nA8eix/pH+dez1zz2bDVqlDLi4SFyj/RedA0Oq6AqgymAqM9oM/gAeBR4bQj0qdP64TwhXYf+99Bzgf2jWXSrRcjWufdoN9/X/2fYF312xYXohMBjiMIeMJ4/Fg2jHEHLDXnv2QC4dbgR+AY4MKi8+WRqbnuAfO6uTB/LQU7SubQfpUW2Uscvh6cH9sf+16GnJEZd1UekHJK44UmvzE5OTNx7grprmW+4pbgx6AYIEYhxCR8J46sFPEhdoJ8goKsSEpOKdMcl7rbI53/X39f3x9kHZ5a5lcd0q3NRMfVwdZ7/HX8cEhrjKdvY87hgKBQoD/gxqMSZgeqAq7ZNBr50//OBdSLslD31bmZk5zp3umfyh/MHrscK5j71JEP2ApBxIM+kbijMurtl2kSpX4icyCCYDGgfWHXJKgoD6ymcb53JT0lgwnJHI6r04nYD1ucnhqfu9/9HyTdRBq0VpfSGIzlhzJBNHshdW4vy6sl5uIjniFt4BxgKiENo3Omf6pNb3G0u7p3AG7GbEw8UW7WGZoZHRKfNB/135nebJvD2L4UAg98iZ+D3/3y986yZa0maLmkwCJS4ICgDmC3oi0k1miSrTlyHDfIfcgD5kmtTyvUNJhhG9Jecp+1X9gfIt0nGj/WEBGCDEXGjsCS+oe04a9RKoGml+NwYR5gK2AXYVdjl2b56tnvy3VdOxrBDocDDMSSI5a22ludeB87H95fpJ4bW5lYPlOxjqBJPMM8vRU3e3GibLfoI2SFYjWgQeAuYLTiRaVHKRdtjbL6+Gu+akRBynyPqdSc2O/cBR6HX+tf797dnMeZyRXGUSpLpUXrf/H57zQWrtiqICYQowXhEiA94AehpCP9pzZrZ/Bl9f87vgGtx5hNStKWFxFa2x2aX38fw1+sHccbbJe8kx9OAwiaApn8t/apsSEsC6fP5E3h26BGoBFg9WKg5bopXi4jc1o5Dz8MRRwKylBllQKZe9x0npjf3l/EntWcpVlQFXsQUYsERUf/UblXs41uYqmBJcxi3mDI4BNgeyGzpCantOv3sMG2oXxhgkxIbE3PEwYXqVsX3flff5/lX3CdsBr9FzjSi82kx/bB93vb9hmwoeuh539j2SGE4E6gN+D4ov7l72nm7rpz+nmyv62FtYtWUN9VpZmFHOEe5x/N39XeipxAWRUU7c/3SmKEpH6x+IFzBe3uqSTlSuK6IIMgLGBx4cYkkeg1bEixnncEPQSDKcj/DlGTs9f+W1FeFV+838Rfch1WmouW81I3DMYHU0FVO0D1ivAk6zqm8aOn4XFgGaAhYT7jH6ZnKnEvErSbOlYATkZNjCCRVtYGWgsdCp8yH/ofpF5829kYl9RfT1xJwIQA/hM4LLJAbX0oi2UMolkggKAIYKuiG2T/6Hfs23I8N6c9p0OGiZAPEhQfGFCbx95uH7bf398wXToaF5Zr0aDMZkavwLO6pvT972nqleam43lhISAoIA3hSCOC5uDq/S+sNTx6+YDuRuSMqRHMFqQaTl1wnznf41+vniwbrxgYU88OwAldw129dPdZMfzsjih0pJEiO2BBYCegqCJzZTAo/G1vcpq4Sn5JhGJKH8+QVIfY4Bw7HkNf7Z/4Xuvc2xnhVeKRCUvFxgxAEroN9HKu8Oozph7jDiEUYDngPaFUY+inHOtK8Ea13judAY2Huk0vkn8W/1qOnZOffl/JH7fd2FtC19cTfQ4jCLsCuvyXtscxeywhZ+CkWOHgoEVgCiDn4o4loqlC7gTzefjt/uuE/MqtkAzVLhks3GtelZ/hH82e5Fy5WWjVV1CwiyTFaP9yOXYzqS56aZQl2eLmIMqgDuBwoaNkESea69pw4jZAfEBCbEgOjfSS75dXmwvd819/n+vffN2CGxQXU9LpzYUIF8IYPDt2NrC7q7cnT2QjoYlgTKAv4Oqi66XXqcrum7PZ+ZG/jMWWi3oQhtWR2bZcmF7kn9Ff356aHFUZLhTKkBbKg0TFftJ43/MhbcYpd2VX4oFgxCAm4Gah9SR759ssazF+tuM844LKCOFOd1Nd1+1bRd4P372fy19+3WjaotbOklVNJkd0gXY7YDWnsD3rDycBI/GhdSAXIBihMGML5k6qVO8ztHp6NMAtxi7LxJF+1fLZ/RzCXzBf/l+unkzcLhixVHxPe8nhRCI+MzgKspttU+jdZRjiX6CA4AJgn6IJ5OloXWz9sdw3hj2GQ6bJcs74E8mYQFv83ilfuF/nnz4dDRpvVkdR/0xGxtEA1HrF9RpvgqrqJrWjQqFkYCTgBKF5I26miCrgr4z1G7rYQM3GxgyNkfSWUVpBHWkfOJ/oH7qePJuE2HJT7E7fyX7Dfv1U97bx12zkaEYk3OIBIIDgISCbomFlGSjhbVFyungpfiiEAsoCz7cUctiQXDDef1+v38CfOhzumfmV/lEoC+aGLYAzOiz0Tq8JakdmbSMWoRagNeAzoUSj0+cDq24wJzW9e3vBbUdcDRSSZ9btGoHdjN99386fg14pm1jX8VNazkLI3ALb/Pe25LFVbHcn8WRkIeXgRGAC4Nriu6VLKWdt5rMZeMz+yoTdipEQM5TZmR1cYd6SH+Pf1l7zHI1ZgVWz0I+LRYWKP5K5lPPE7pIp52Xnou4gzCAKYGXhkyQ7p0Er/TCCdl+8H0IMCDCNmZLZF0YbP52tH3+f8h9JHdPbKpduksfN5Qg5Ajk8GzZT8NUrzGefpC4hjeBK4Cfg3OLYZf+pry59M7l5cH9sBXeLHdCuVX3ZZ9yPnuHf1N/pHqlcaZkHFSdQNgqkBOa+8rj+Mzyt3WlKJaUiiGDFICHgW2HkZGYnwOxNsV72wjzCQuoIg85c00eX3Ft6Xcpfvl/SH0vdu1q51umSc40Gh5WBlvu/tYSwV2tkJxDj+2F44BTgECEiIzgmNmo47tT0WfoTgA0GEAvokSaV31nvHPoe7h/Cn/jeXJwDWMrUmU+bSgJEQz5TeGjytm1q6O9lJWJmIIFgPKBT4jikkuhCrN/x/DdlPWVDRwlVjt4T89gvm7IeJF+5n+8fC11f2kbWotHdzKcG8kD1OuU1Nu+bav5mhOOL4WdgIeA7YSojWmavaoQvrbT6+rdArYanjHHRnNZ+WjOdIZ83H+zfhV5NG9pYTFQJjz+JX8Of/bT3lPIx7ProV6To4gcggKAaoI9iT2UCKMZtc3JaOAh+B8QjSeWPXVRd2IBcJp57H7HfyJ8IHQHaEZYaUUbMBwZOgFP6S7Sq7yGqWyZ7ox9hGSAyYCnhdSO/JuprEXAH9Zy7WsFNB33M+VIQ1tqatN1F330f1B+O3jqbbxfL07iOYsj9Avz813cCMa9sTSgCZK9h6yBDYDugjeKpJXPpDC3IMzk4q76pxL5KdE/alMUZDhxYHo6f5p/fXsHc4VmZ1ZAQ7otmRat/szmzs+Cuqin6pfWi9eDOIAXgW6GC5CZnZ6uf8KL2Prv+AewH0o2+0oJXdBrzXabff5/4H1Ud5VsBF4lTJc3FSFoCWjx6tnEw7yvh57AkOOGSYElgICDPYsVl5+mTrl5zmPlPP0uFWEsBUJWVadlY3Iae3t/YH/KeuJx+GSAVA9BVSsTFB78S+RyzWC406VzlsmKP4MZgHOBQYdOkUGfm7DBxPzahPKFCigimDgKTcVeLG26dxN++39jfWF2NWtDXBNKRzWbHtsG3+5714XBwq3knIKPFYbzgEqAHoRPjJGYeKhzu9fQ5OfL/7IXxS4yRDlXL2eDc8d7r38afwt6sXBgY5BS2T7rKIwRkfnO4RvLRbYHpAaVyImzggeA24EgiJyS8qCgsgjHcN0Q9RENnSTgOhBPeGB8bpx4fX7rf9l8YnXKaXla+UfxMh4cTQRX7BHVTb/Rq0ubT45UhaqAe4DJhG2NGJpaqp+9OtNo6lgCNBokMVlGFFmtaJd0Z3zWf8Z+QHl1b79hmFCbPHwmAw8D91TfysgytEWipJPTiDSCAoBQgguJ9pOtoq60Vcno35z3mw8OJyI9D1EiYsBvcHnbfs5/Q3xXdFRopljYRZYwnhm/AdHpqtIcveipvJkpjaCEb4C6gICFlo6pm0Ss0r+h1e7s5gSzHH0zeEjlWiBqn3X6fPB/ZX5oeC5uE2CYTlg6CiR4DHf03Nx/xieyjKBNkuqHwYEKgNKCA4palXKkw7any2PiKvokEnwpXj8FU8Fj+nA5eit/pH+fe0Fz1GbJVrBDNi4bFzH/TudJ0PK6CKg3mA6M+INAgAaBRIbLj0WdOK4Lwg3Ydu90By8f0jWPSq1ciWubdoF9/X/4fYR322xeXo9MDjiVIewJ7PFp2jnEI7DdngKRDodcgR+AYYMHi8mWQKbfuP/N4eS4/KsU5SuTQfNUVmUocvV6b39tf+96HnJJZeRUgkHRK5YUo/zN5OzNzrgxpr6W/opdgx6AX4EVhwyR6p4zsEvEfdoA8gEKqCEhOKBMbF7mbIt3+339f319k3Z9a59cf0q/NRsfXwdi7/nX+cEorjidwY8+hgSBQYD9gxaMQ5gXqAO7XNBi50b/LxdJLsJD2FbgZkpzpXumfyl/M3rwcLRj9lJMP2gpEBIV+k/ilMuytmSkT5X7ic6CCYDFgfKHWJKaoDeykcbw3Iv0jQweJGo6qE4hYDhub3hofu9/9nyXdRVq11pnSGoznxzSBNrsjtXAvzWsnZuNjnuFuIBwgKWEMo3ImfepLr2+0uXp0wGyGakw6kW0WGBoYHRHfM9/2H5qebZvFGL/UBA9+yaHD4j31N9CyZ20n6LrkwSJTIICgDiC24ivk1OiQ7TdyGffGPcXD5AmrTyoUMxhf29Gecl+1X9ifI90oWgFWUdGETEgGkQCVOon0429S6oMmmONw4R6gKyAWoVZjleb4KtfvyTVa+xiBDIcBDMKSIha1mlrdd587H96fpV4cW5rYABPzjqKJPwM+/Rc3fXGkLLloJKSGYjYgQeAt4LQiRGVFqRWti7L4uGl+aAR/ijqPqBSbWO7cBF6HH+uf8F7enMjZypXIUSyLp4Xtv/Q58TQYbtpqIWYRowZhEiA9oAchoyP8ZzSrZfBj9fz7u8Grx5ZNSNKUlxAa2l2Z337fw9+s3chbbhe+UyFOBUicQpw8ujarsSLsDOfRJE6h3CBGYBDg9GKfpbipXG4hc1f5DP8KBRoKyFBkFQEZetx0Hpif3l/FHtacpplR1XzQU4sGRUo/U/lZs48uZCmCZc0i3uDJIBMgeqGypCUnsyv1sP+2XzxfQkoIak3NUwSXqBsW3fkff5/l33FdsVr+1zqSjc2nB/kB+bveNhtwo6ujJ0BkGeGFYE5gNyD3ov2l7enk7rhz+Dmwf6tFs0tUUN3VpFmEHOCe5x/OH9aei5xB2RaU78/5imTEpr60OINzB+3waSYlS+K6oIMgK+BxIcUkkGgzrEaxnHcB/QJDJ8j9Dk/Tslf9W1CeFN+838Tfct1X2o0W9RI5DMgHVYFXe0L1jPAmazvm8qOoYXGgGaAgoT3jHiZlam8vELSY+lPATAZLjB6RVVYE2gpdCd8yH/pfpR5929pYmZRhD15JwoQDPhU4LrJCbX6ojKUNYlmggKAH4KqiGiT+aHYs2XI596T9pQOESY4PEFQdmE+bxx5tn7cf4F8xXTtaGRZtkaLMaIayALX6qPT/72tqlyan43ohIWAn4A1hRyOBZt8q+2+p9To690DsBuKMpxHKlqLaTV1wHznf45+wXi0bsJgaE9DOwklgA1/9dzdbMf6sj6h15JHiO6BBYCcgp2JyJS5o+q1tcph4SH5HRGAKHc+O1IaY3xw6XkMf7d/43uzc3Fni1eRRC0vIBg6AFLoP9HSu8qo1Jh/jDuEUYDmgPOFTY+dnGytJMER12/uawYuHuE0t0n2W/hqNnZMffl/Jn7id2ZtEV9jTfw4lCL1CvTyZ9skxfOwi5+HkWaHhIEVgCaDnIozloSlA7gLzd7jrvulE+sqr0AsVLNkr3GqelV/hX84e5Vy62WqVWVCyiycFaz90eXhzqu576ZWl2uLmoMqgDmBv4aIkD6eZK9hw3/Z+fD4CKggMjfKS7hdWmwrd8t9/n+wffZ2DWxWXVZLsDYdIGgIafD22OLC9a7hnUKQkYYmgTKAvIOni6mXV6ckumbPXuY9/ioWUS3gQhVWQmbVcl97kX9Gf4F6bHFZZL9TMkBjKhYTHvtR44fMjLcepeKVY4oGgxCAmoGXh9CR6p9lsaTF8duD84ULHyN9OdZNcV+xbRR4Pn72fy59/3WoapFbQUldNKEd2wXh7YnWpsD+rEKcCI/IhdWAW4BghL2MKZk0qUy8xtHg6MoArhizLwtF9FfGZ/FzB3zAf/p+vXk3cL5izFH5PfcnjhCR+NXgMsp0tVajepRniYCCA4AHgnuIIpOfoW2z7sdn3g/2EA6TJcM72U8gYfxu8HijfuF/oHz7dDlpw1klRwUyIxtNA1rrINRxvhCrrZrbjQyFkYCSgA+F4I20mhmre74q1GXrWAMvGxAyLkfLWUBpAHWifOJ/on7tePZuGWHQT7k7iCUEDgT2XN7jx2Szl6Eck3aIBYIDgIKCa4mAlF6jfrU9yuDgnPiZEAIoAz7VUcViPHDBefx+v38EfOxzv2fsVwFFqC+iGL8A1ei70UK8K6kimbiMXYRbgNaAzIUOj0mcB62wwJPW7O3mBa0daDRKSZlbr2oDdjF99388fhB4q21pX81NczkUI3kLePPm25rFXLHin8qRk4eYgRCACYNniumVJqWWt5HMXeMq+yITbio8QMhTYWRxcYR6R3+Qf1x70HI7ZgxW1kJHLR8WMf5T5lvPGrpPp6KXoou6gzGAJ4GVhkeQ6Z3+ruzCAdl18HQIKCC6Nl9LXl0TbPt2s33+f8l9J3dUbLBdwUsnN50g7Qjt8HTZV8Nbrzeeg5C7hjiBK4Cdg3CLXJf4prW5687c5bj9qBXVLG9CslXyZZtyO3uGf1R/p3qpcaxkI1SlQOAqmROj+9PjAM36t3ulLZaXiiODFICFgWqHjZGSn/ywLsVy2//yAAugIgc5bE0YX2xt5ncofvl/Sn0ydvFq7luuSdY0Ih5fBmTuBtcZwWOtlZxHj/CF5IBSgD2EhIzamNKo27tK0V7oRQArGDgvm0SUV3hnuHPme7h/C3/meXdwEmMyUm0+dSgSERX5VuGryuC1saPClJmJmoIFgPCBS4jdkkWhA7N2x+fdi/WMDRQlTjtxT8pgum7FeJB+53++fDF1hGkiWpNHfzKlG9ID3euc1OO+dKv+mheOMYWegIaA64SkjWOatqoJvq7T4urUAq0aljHARm1Z9GjKdIR83H+1fhh5OG9vYThQLjwGJogOiPbc3lvIz7PxoWKTpogdggKAaII5iTiUAqMStcTJYOAY+BYQhCePPW5RcWL8b5d5637HfyV8JHQNaExYcUUjMCUZQwFX6TfSs7yNqXKZ8ox/hGWAyIClhdCO9puirD3AFtZp7WIFLB3uM95IPFtlatB1FX30f1J+PnjvbcJfNk7qOZQj/Qv882bcEMbFsTqgDpLAh62BDYDtgjOKn5XJpCi3GMzb4qX6nhLxKck/Y1MOZDRxXno5f5t/f3sLc4pmblZHQ8Mtoha2/tXm1s+Juq+n75fZi9qDOIAWgWuGB5CUnZeueMKC2PHv7wenH0I29EoDXcxryXaZff5/4n1Xd5psCl4sTJ83HSFxCXHx89nMw8OvjZ7EkOaGSoEkgH6DOYsQl5imRrlxzlrlM/0lFVks/UFPVaFlX3IXe3p/YX/NeuZx/WSHVBdBXSscFCf8VOR6zWe42aV4lsyKQYMZgHGBPodKkTuflLC5xPPae/J8CiAikDgCTb9eJ223dxF++39lfWV2OmtKXBpKTzWjHuQG5+6E143Bya3pnIaPGIb0gEmAHIRLjIyYcahru8/Q2+fC/6kXvC4rRDNXKmd/c8R7r38bfw56tnBmY5dS4D7zKJURmvnX4STLTbYAAFscTjeAT8BjCnOdfP5/An3Qc91k5lDqOBkeygFl5VLK6bFincKNz4MJgJ6Cb4sLmrmtfcUp4Gv82hgNNKpMd2Fscb976n+7fUt1B2elUxo8kiFfBenomM3ItLWfa4+6hCmA84EAiuuXAqtTwrTc1/hTFcEww0kbX7hvyHq+f1p+r3YdaVNWPj8EJfMIcuzo0LW3G6Irkb2FY4BggamI4JVdqDW/RtlD9ckRbC3ORqtc7W24eXd/4H76dx5r71hVQm4ohQz+70LUsrqTpAGT2Ya2gOeAaYfpk8mlJbzg1bPxOg4OKstDKVoMbJF4F39Mfy55CW16W19F0CsVEI7zpNe8vR+n7JQNiCOBh4BChgmSSKMiuYLSJO6pCqgmukCVVxZqUHedfp9/SXrfbvJdWkgqL6ETIPcP29PAvKnullmJqYFBgDOFP5DYoC22Lc+a6hYHOSOcPe9UCmj4dQp+2H9Me55wWGBIS3oyKhe0+oDe98NqrASZvIpJghWAPISLjn2eR7PiyxTnggPEH3I6OVLpZYl0Xn34fzV8R3KqYiZOwDWuGkn++eEnxymvL5s4jAKDAoBfg+6MNJxxsKHIkuPt/0gcPDdxT7RjAnOYfP5/Bn3Yc+lk9VD7OCwe3QF45WPK+LFuncuN1IMJgJuCZ4sAmqqtbMUX4Fj8xxj7M5pMa2Fkcbp76n++fVN1E2ezUys8pSFyBfzoqc3XtMGfdI+/hCqA74H5ieCX9KpCwqLcw/hAFbAwtEkOX69vwnq8f11+tnYoaWFWTj8WJQYJhez60MW3KKI0kcKFZIBdgaKI1ZVPqCW/NNkw9bYRWy2+Rp5c422yeXV/4n4BeClr/VhlQoAomAwR8FTUwrqhpAuT34a4gOWAY4ffk7ylFLzN1Z/xJw78KbtDHFoCbIp4FX9OfzR5FG2HW29F4ysoEKHzttfMvSyn95QTiCWBhoA8hv+ROqMSuXDSEe6WCpUmqkCHVwtqSneafqB/T3rpbv9dakg8L7QTM/ch2+TAyqn5lmCJrIFAgC2FNZDMoB22G8+H6gMHJyOMPeFU/2fxdQd+2X9Re6dwZWBXS4wyPRfH+pPeCMR4rA+ZxIpNghSAOISCjnCeOLPQywHnbgOxH2E6KlLdZYF0Wn34fzp8T3K2YjVO0TXAGlz+DOI5xzivO5tAjAaDAoBbg+WMKJxisJDIgOPa/zUcKzdiT6hj+XKUfP1/Cn3hc/RkBFEMOT8e8QGL5XTKB7J7ndON2YMKgJeCX4v0mZutW8UE4EX8tBjqM4tMXmFbcbV76X/CfVt1HmfCUzw8tyGGBQ/pu83ntM6ffY/EhCuA7IHxidWX5qoxwo/csPgtFZ4wpEkBX6VvvXq7f2B+vXYzaW9WXz8pJRkJl+wM0dW3NaI+kciFZoBagZuIypVBqBS/Idkd9aMRSS2uRpFc2W2teXN/5X4IeDNrC1l1QpMoqwwk8GbU0rqupBWT5Ya6gOKAXIfVk66lBLy71YzxFA7qKatDDlr4a4R4En9Qfzp5Hm2VW39F9Ss7ELTzyNfdvTqnAZUaiCiBhIA2hvWRLaMCuV7S/u2DCoMmmUB5VwBqQ3eYfqJ/VHrybgxeekhOL8cTRvcz2/XA2KkEl2eJr4E/gCiFLJC/oA62Cc906vAGFSN7PdNU82fqdQN+2n9We7BwcWBnS50yUBfa+qbeGcSHrBuZzIpQghSAM4R5jmSeKLO/y+7mWwOfH1A6G1LSZXl0Vn34fz98WHLDYkVO4zXTGm/+HuJKx0evR5tIjAqDAoBWg92MHJxSsH/IbePH/yMcGjdTT5xj8XKPfP1/D33pcwBlElEdOVEeBAKd5YbKF7KHndyN3YMKgJOCWIvpmY2tSsXy3zL8oRjYM3tMUmFScbB76H/FfWJ1KWfQU0w8yiGZBSLpzc32tNufho/JhCyA6YHqicqX16ogwn3cnfgaFYwwlEn0XpxvuHq6f2N+xHY+aX1WcD87JS0Jquwd0eW3QqJHkc6FZ4BYgZSIv5UzqAS/D9kK9ZARNy2eRoRc0G2neXJ/534OeD5rGVmGQqUovww38HjU4rq8pB+T64a8gOCAVofLk6Cl9Lup1XnxAQ7YKZpDAFrta314EH9Sf0B5KG2iW49FByxOEMfz29ftvUinDJUhiCuBgoAwhuyRIKPyuEzS6+1wCnEmiUBrV/VpPHeVfqN/Wnr8bhleikhfL9oTWfdG2wXB5qkPl26JsoE+gCOFI5CyoP61+M5h6t0GAiNqPcRU6GfidQB+239be7lwfmB2S68yYhft+rjeKsSVrCaZ1IpUghOALoRwjleeGbOty9vmSAOMHz86DVLGZXF0Un35f0N8YXLPYlRO9DXmGoP+MeJbx1avU5tQjA6DAoBSg9SMEJxDsG3IWuO0/xAcCDdET5Bj6HKLfP1/E33xcwxlIVEuOWQeFwKw5ZfKJrKTneWN4oMKgI+CUIvdmX6tOcXf3x/8jhjHM2xMRWFJcat76H/JfWp1NWffU1083CGsBTTp3s0GteefkI/OhC2A5YHiib6XyaoQwmrcivgIFXswhUnnXpJvsnq5f2Z+y3ZJaYtWgD9NJUAJvewv0fW3T6JRkdSFaYBVgY2ItZUlqPO+/dj39H0RJS2ORnZcxm2heXB/6n4VeEhrJlmWQrco0gxK8IrU8rrJpCmT8Ya+gN6AT4fAk5Ol5LuX1Wbx7g3GKYpD81nja3d4Dn9Uf0Z5Mm2wW59FGSxhENrz7df9vVanFpUniC2BgIAqhuKRE6PiuDrS2O1dCl8meEBdV+tpNXeSfqV/X3oFbyZemkhxL+0TbPdY2xbB9Kkal3WJtoE9gB2FGZCloO615s5O6soG8CJZPbZU3Wfbdf193H9ge8NwimCGS8AydRcB+8veO8SkrDKZ24pXghKAKYRnjkueCrOcy8jmNQN6Hy46/lG7ZWl0Tn35f0h8aXLbYmNOBTb5Gpb+ROJsx2SvXptZjBKDAoBOg8yMBJw0sFzISOOh//0b9zY1T4Rj4HKHfP1/F335cxhlMFFAOXceKgLD5anKNbKfne2N54MLgIuCSIvSmW+tKMXN3wv8exi1M11MOWFAcaZ753/NfXF1QGftU2487yG/BUfp8M0VtfSfmY/UhC6A4oHbibOXu6r/wVjcd/j1FGkwdUnaXolvrXq3f2l+0nZUaZlWkT9gJVMJ0OxB0QW4XKJbkdmFaoBSgYaIqpUXqOO+69jk9GoREy1+RmlcvG2beW5/7H4beFNrNFmnQsko5Qxd8JzUArvXpDOT+IbAgNyASYe2k4Wl07uF1VPx2w20KXpD5VnZa3B4C39Wf0x5PG29W69FKyx0EO3z/9cOvmSnIZUuiDCBf4AkhtiRBqPSuCjSxe1KCkwmZ0BPV+BpLnePfqZ/ZXoPbzNeqUiDLwAUgPdq2yfBA6oll32JuYE7gBiFEJCYoN+11M476rYG3SJIPahU0mfTdfl93X9le8xwl2CVS9IyiBcU+93eTMSzrD2Z44pbghKAJIRejj+e+rKKy7bmIgNnHx0671GvZWF0Sn35f0x8cnLnYnJOFzYLG6n+VuJ9x3OvapthjBeDAoBJg8SM+JsmsEvINeON/+sb5jYmT3hj13KCfP1/G30BdCNlP1FROYkePQLW5brKRLKsnfaN64MLgIeCQIvGmWGtF8W63/j7aRikM01MLGE3caF75n/QfXl1S2f8U388ASLSBVrpAc4ltQGgoo/ZhC+A34HUiaiXrKruwUbcZPjiFFcwZUnOXoBvp3q2f2x+2nZfaadWoT9yJWYJ4+xT0RS4aaJkkd+FbIBPgX+In5UJqNK+2NjR9FcRAS1uRlxcsm2VeWx/734ieF1rQlm3Qtso+Axw8K7UErvkpD2T/obCgNqAQ4esk3ilw7tz1UDxyA2iKWlD11nOa2p4CX9Yf1N5Rm3KW79FPSyHEAD0EdgevnKnLJU1iDKBfYAehs6R+KLCuBbSsu03CjomV0BBV9VpJ3eMfqd/a3oYb0BeuUiVLxMUk/d92zfBEaowl4SJvIE6gBKFB5CMoM+1w84o6qMGyyI3PZlUx2fMdfZ93X9qe9VwpGClS+Qymxcn+/DeXcTBrEiZ64pfghGAH4RWjjKe67J5y6PmDwNUHww64FGjZVl0Rn36f1F8enLzYoFOKDYeG7z+aeKPx4KvdptpjBuDAoBFg7uM7JsXsDrIIuN6/9gb1DYXT2xjz3J+fPx/H30JdC9lTlFiOZweUALo5czKVLK4nf+N8IMMgISCOIu6mVKtBsWo3+X7VhiSMz5MIGEucZx75X/UfYF1V2cKVJA8EyLlBW3pE840tQ2gq4/ehDCA3IHMiZ2XnqrdwTPcUfjPFEUwVUnBXnZvonq1f29+4XZqabZWsj+EJXkJ9uxl0SS4dqJukeWFbYBNgXiIlZX7p8K+xti+9EQR7yxeRk5cqG2PeWp/8X4peGdrUFnHQu0oCw2D8MDUI7vypEeTBIfEgNeAPIeik2qls7th1S3xtQ2PKVlDylnEa2N4B39af1l5UG3YW89FTyyaEBP0I9gvvn+nNpU8iDWBe4AZhsWR66KyuATSoO0kCigmRkAzV8ppIHeJfql/cHoib01eyUinLyYUpveP20jBH6o7l4uJv4E5gA2F/Y9/oL+1sc4W6pAGuCInPYtUu2fEdfJ93n9ve95wsGC0S/Uyrhc6+wLfbsTQrFSZ84pighGAGoRNjiae3LJny5Dm+wJCH/s50lGYZVF0Qn36f1Z8g3L/YpBOOjYxG8/+fOKgx5GvgptxjB+DAoBBg7OM4JsIsCjIEONn/8UbwzYIT19jx3J5fPx/I30RdDtlXVFzOa8eZAL75d3KY7LEnQeO9YMMgICCMIuvmUOt9cSV39L7QxiAMy9ME2ElcZd75X/XfYh1YmcZVKE8JiL4BYDpJc5EtRqgtI/jhDGA2IHFiZKXkKrNwSHcPfi8FDMwRkm0Xm1vnHqzf3J+6HZ1acRWwz+XJYwJCe130TS4g6J4keuFb4BKgXGIipXtp7G+tNir9DER3SxORkFcnm2JeWl/9H4veHJrXVnYQgApHg2W8NLUM7v/pFGTCofGgNWANoeYk12lo7tP1Rrxog19KUlDvFm6a114BH9cf195Wm3lW99FYSytECb0Ntg/vo2nQZVCiDiBeoAThruR3qKiuPLRje0QChUmNkAlV8BpGXeGfqp/dnorb1pe2Ui4LzkUufei21nBLapGl5KJwoE4gAiF9I9yoLC1n84D6n0GpiIWPXxUsGe9de993390e+dwvWDESwczwRdN+xXff8TerF+Z+opmghCAFoREjhmezLJWy33m6AIvH+k5w1GMZUl0Pn36f1p8jHIMY59OSzZEG+L+juKxx6Cvjpt6jCODAoA8g6uM1Jv5rxfI/eJU/7Ibsjb5TlNjvnJ1fPx/J30ZdEdla1GEOcEedwIO5u7KcrLQnRCO+YMNgHyCKIujmTWt5MSC37/7MBhvMx9MB2EccZJ75H/bfZB1bWcnVLI8OCIMBpPpNs5UtSegvY/phDKA1YG+iYeXgqq8wQ7cKvipFCIwNkmnXmNvl3qyf3V+73Z/adJW0z+pJZ8JHO2J0US4kKKBkfCFcIBHgWuIgJXfp6G+otiY9B4Ryyw+RjRclG2DeWd/9n42eHxra1noQhIpMQ2p8OTUQ7sNpVuTEYfIgNOAMIeNk0+lk7s91Qfxjw1rKThDrlmva1Z4An9ef2V5Y23yW+9FcizAEDr0SNhQvpunS5VJiDqBeIANhrGR0aKSuODReu39CQMmJUAXV7VpEneDfqx/e3o1b2de6UjKL0wUzPe022nBO6pRl5qJxYE3gAOF649loKC1jc7w6WoGkyIFPW5UpWe1dex94H95e/BwyWDTSxgz0xdg+yffkMTtrGuZAotqgg+AEYQ7jg2evbJEy2rm1QIdH9g5tFGAZUF0O337f198lHIYY69OXDZWG/b+oeLCx6+vmpuCjCeDAoA4g6KMyJvqrwbI6uJB/6AboDbqTkdjtnJwfPx/K30hdFJlelGVOdQeigIh5gDLgbLdnRmO/oMNgHiCIYuYmSat08Rw36z7HRhdMxBM+mATcY1743/efZd1eWc1VMM8SyIfBqbpSM5jtTOgx4/uhDOA0oG2iXyXc6qrwfzbF/iWFBAwJkmaXlpvkXqxf3h+9naKaeBW5D+7JbIJL+2a0VS4naKLkfaFcoBFgWSIdZXSp5C+j9iE9AsRuSwuRidcim19eWV/+H48eIdreVn4QiQpRA288PbUU7sapWaTF4fLgNGAKYeDk0Klgrsr1fTwfA1ZKShDoVmla1B4/35ff2t5bW0AXP9FhCzTEE30WthgvqmnVpVQiD2Bd4AHhqeRxKKCuM/RZ+3qCfElFEAJV6ppC3eBfq1/gXo+b3Re+EjcL18U3/fG23rBSqpcl6GJyIE2gP2E4o9ZoJG1fM7d6VcGgSL0PGBUmmeudeh94X9+e/lw1mDjSyoz5hd0+zrfocT7rHaZCottgg+ADIQyjgGerrIzy1jmwgIKH8c5pVF1ZTl0N337f2N8nXIkY75ObjZpGwn/tOLTx76vppuKjCyDAoA0g5qMvJvbr/XH2OIu/40bjzbbTjtjrXJsfPx/L30pdF5liVGmOeYenQI05hHLkbLpnSKOA4QOgHWCGYuMmRitwsRd35j7ChhMMwBM7mAKcYh74n/ifZ91hGdEVNQ8XSIyBrnpWs5ztUCg0I/zhDSAz4GviXGXZaqawerbBPiDFP4vF0mNXlBvjHqwf3t+/XaVae5W9T/OJcYJQu2s0WS4q6KVkfyFc4BCgV2IapXEp4C+fdhx9PgQpyweRhlcgW13eWN/+35DeJFrhlkJQzYpVw3P8AjVY7sopXCTHYfNgM+AI4d5kzSlcrsZ1eHwaQ1HKRhDk1mba0l4/X5hf3F5d20NXA9GlizmEGD0bNhxvrenYJVXiD+BdYABhp6Rt6JyuL3RVO3XCd4lBED7Vp9pA3d+fq5/h3pIb4FeCEnuL3IU8vfZ24vBWKpnl6iJzIE1gPiE2I9MoIG1as7K6UQGbiLjPFFUjmemdeV94n+DewJx4mDySzwz+ReH+0zfssQKrYKZEotxgg6AB4QqjvSdn7Ihy0XmrwL3HrY5l1FpZTF0M337f2h8pXIwY81OfzZ8Gxz/xuLlx82vspuSjDCDAYAwg5KMsZvMr+PHxeIa/3obfjbMTi9jpHJnfPt/M30ydGplmFG4OfkesAJG5iPLoLL1nSqOCIQOgHGCEYuBmQmtscRL34X7+Bc6M/FL4WABcYN74n/lfad1j2dSVOQ8cCJFBszpa86CtU2g2Y/4hDWAy4GoiWaXV6qKwdfb8fdwFOwvB0mAXkdvhnquf35+BHegafxWBUDgJdkJVe2+0XS4uKKekQKGdYA/gVaIYJW2p2++a9he9OUQlSwORgxcd21weWF//X5KeJtrlFkZQ0gpag3i8BrVc7s1pXqTI4fPgM2AHYdvkyalYrsH1c7wVg01KQdDhVmQa0N4+35jf3d5gW0aXB9GqCz5EHP0f9iBvsWna5VeiEKBc4D7hZSRqaJjuKvRQe3ECcwl8z/tVpRp/HZ7frB/jHpRb45eGEkAMIUUBvjr25zBZqpyl7CJz4E0gPOEz48/oHG1WM636TAGXCLSPENUg2eedeF94n+Jewtx72ABTE0zDBia+1/fw8QZrY2ZGYt1gg6AA4Qhjuidj7IQyzLmnALlHqU5iFFdZSl0L338f2x8rnI8Y9xOkDaPGy//2eL2x9yvvZubjDSDAoArg4mMpZu9r9LHsuIH/2gbbDa8TiNjnHJjfPt/N306dHVlp1HJOQwfwwJZ5jTLr7ICnjOODIQPgG2CCYt1mfqsoMQ433L75RcpM+FL1WD4cH574X/ofa51m2dhVPU8giJYBt7pfc6StVqg4o/+hDaAyIGgiVuXSKp5wcXb3vddFNsv90hzXj5vgXqtf4F+C3eraQpXFkDyJewJaO3Q0YS4xaKokQeGd4A9gU+IVZWop1++WdhL9NIQgyz+Rf9bbW1qeV9/AH9QeKZrolkpQ1opfQ328CzVhLtDpYSTKofRgMqAFodlkxmlUrv11LvwQw0jKfdCeFmGazx4+H5lf315i20oXDBGuiwMEYb0kdiRvtOndpVkiEWBcoD2hYqRnKJTuJnRLu2xCbol4z/fVolp9XZ4frF/knpbb5teKEkRMJgUGfj926zBdKp9l7eJ0oEzgO2Exo8yoGK1R86k6R0GSSLBPDRUeGeXdd5943+OexRx+2ARTF8zHxit+3Hf1MQnrZmZIYt5gg2A/oMYjtydgLL+yh/miALSHpQ5eVFRZSF0K338f3F8tnJIY+tOojahG0L/7OIHyOuvyZujjDiDAoAng4GMmZuur8HHoOL0/lUbWzatThdjk3JefPt/O31CdIFltVHaOR4f1wJs5kbLvrIOnjyOEYQPgGmCAYtqmeysj8Qm31/70hcXM9JLyGDvcHl74H/sfbZ1pmdvVAY9lSJrBvHpj86itWag7I8DhTeAxYGZiVCXOqpowbLby/dKFMkv50hmXjRve3qsf4R+Ene2aRhXJkAFJv8Je+3i0ZS40qKykQ2GeIA6gUmISpWap06+Rtg49L8QcSzuRfFbY21keV1/An9XeLBrsFk6Q20pkA0J8T7VlLtQpY6TMIfTgMiAEIdbkwulQrvi1KjwMA0QKedCall7azV49n5nf4N5lW01XEBGzCwfEZn0o9iivuGngJVriEiBcIDwhYGRj6JDuIfRG+2eCacl0j/RVn9p7nZ1frJ/l3pkb6heN0kjMKoULPgQ3L3Bg6qIl76J1YEygOiEvY8moFK1Nc6R6QoGNyKxPCZUbWePddp95H+Tex1xCGEgTHAzMhjA+4Tf5cQ2raSZKYt8gg2A+YMPjs+dcbLtyg3mdQLAHoM5alFGZRl0J338f3V8v3JUY/pOsza0G1X//uIYyPqv1ZurjD2DAoAjg3mMjZufr7DHjeLh/kIbSjaeTgtji3JafPp/P31KdI1lxFHrOTEf6gJ/5lfLzrIankWOFoQQgGaC+opemd2sfsQT30z7vxcFM8JLvGDmcHR733/vfb11sWd+VBc9pyJ/BgTqoc6xtXOg9Y8IhTiAwoGSiUWXLKpXwaDbuPc3FLcv2EhZXitvdXqqf4d+GXfAaSZXN0AXJhIKju300aO436K8kROGeoA3gUKIQJWMpz6+NNgl9KwQXyzeReRbWW1eeVx/BH9deLtrvVlKQ38pow0c8VDVpLtepZiTNofVgMaACodQk/6kMbvQ1JXwHA3+KNZCXFlxay94835pf4l5n21CXFBG3iwyEaz0tdiyvu6ni5VyiEqBb4DqhXeRgqIzuHXRCO2LCZUlwT/CVnRp53ZyfrR/nXpub7VeR0k1ML0UP/gi3M7BkaqTl8aJ2YExgOOEtI8ZoEO1I85+6fcFJCKgPBdUYWeIddd95X+YeyZxFGEwTIIzRBjT+5bf9sRFrbCZMYuAggyA9IMHjsOdYrLcyvrlYgKtHnI5W1E6ZRF0I338f3p8x3JgYwlPxDbHG2n/EeMqyAmw4Zu0jEGDAoAfg3GMgZuQr57HeuLO/i8bODaPTv5ignJVfPp/Q31SdJll01H8OUMf/QKS5mnL3bInnk6OG4QRgGKC8opTmc+sbcQB3zn7rBf0MrNLr2DdcG973n/zfcV1vGeMVCg9uiKSBhfqss7BtYCg/o8OhTmAv4GLiTqXHqpHwY7bpPckFKUvyEhMXiFvcHqpf4l+IHfLaTRXSEApJiUKoe0G0rO47KLFkRmGfIA1gTuINZV+py2+ItgS9JkQTSzORddbT21YeVp/B39keMVry1laQ5Eptw0v8WLVtLtrpaOTPYfYgMSABIdGk/GkIbu+1ILwCQ3sKMZCTllnayh48X5rf495qW1QXGBG8CxFEb/0yNjDvvynlpV5iE2BbYDkhW2RdaIjuGPR9ex4CYMlsT+0Vmlp4HZvfrV/onp3b8JeV0lHMNAUUvg13N/Bn6qel82J3IEwgN6Eqo8MoDO1Es5s6eQFEiKPPAlUVmeAddN95n+cey9xIWE/TJMzVxjn+6nfB8VTrbuZOYuEggyA8IP+jbedUrLKyuflTwKaHmE5TVEuZQl0Hn38f3580HJsYxhP1jbZG3z/JOM7yBiw7Zu8jEWDAoAag2iMdZuBr43HaOK7/h0bJzaATvJienJRfPp/R31adKRl4lENOlYfEAOk5nrL7LIznlaOIIQRgF6C6opImcCsXMTu3iX7mRfiMqRLo2DUcGp73X/2fcx1x2eaVDk9zCKlBirqxM7QtY2gB5AThTqAvIGDiS+XEKo2wXvbkfcSFJMvuEg/Xhhvanqnf4x+J3fWaUJXWEA7JjgKtO0Y0sO4+aLPkR+GfYAygTSIK5Vwpx2+ENj/84YQOyy+RclbRW1SeVh/CX9qeM9r2VlrQ6Mpyg1C8XTVxbt5pa2TQ4fagMKA/YY8k+OkEbus1G/w9gzaKLZCQVlcayJ47n5sf5V5s21dXHBGAi1YEdL02tjTvgqooJWAiFCBbIDfhWSRaKITuFLR4uxkCXAloD+mVl5p2XZsfrZ/qHqAb89eZklYMOMUZfhH3O/Braqpl9SJ34EvgNiEoY8AoCS1AM5Z6dEFACJ+PPpTS2d4ddB95n+hezhxLWFPTKUzahj6+7zfGMVirceZQYuIgguA64P1jaudQ7K5ytTlPAKIHk85PlEjZQB0Gn39f4N82HJ5YydP5zbsG4//NuNMyCew+ZvEjEqDAoAWg2CMaZtyr3zHVeKn/gobFTZxTuZicXJMfPl/S31idLBl8FEeOmkfIwO35ozL/LJAnl+OJYQSgFuC4oo8mbGsS8Tc3hL7hxfRMpRLlmDLcGV73X/6fdR102epVEo93yK4Bj3q1s7gtZmgEZAYhTyAuIF8iSSXAaolwWnbfvf/E4IvqEgyXg5vZXqmf49+LnfhaVBXaUBOJksKx+0p0tO4B6PZkSWGf4AvgS6IIJVjpw2+/tfs83MQKSyuRbxbO21MeVZ/C39xeNpr5ll7Q7Up3Q1V8YfV1buGpbeTSofcgMCA94Yyk9akAbua1Fzw4wzIKKVCM1lSaxt47H5uf5t5vW1qXIBGFC1rEeX07Njkvhioq5WHiFKBaoDZhVqRW6IDuEDRz+xRCV4ljz+YVlNp0nZpfrd/rXqKb9tedklqMPYUePha3ADCvKq0l9yJ4oEugNOEmI/znxS17s1G6b0F7SFtPOxTP2dxdcx953+me0FxOmFeTLYzfRgN/M7fKcVwrdKZSIuMgguA5oPtjZ6dNLKnysHlKQJ1Hj45L1EXZfhzFn39f4d84XKFYzZP+Db/G6L/SeNdyDawBZzNjE6DAoASg1iMXZtjr2vHQuKU/vcaBDZiTtpiaXJHfPl/T31qdLtl/1EvOnsfNgPK5p3LC7NMnmiOKYQSgFeC24oxmaOsOsTJ3v/6dBe/MoVLiWDCcGB73H/9fdt13me3VFo98SLLBlDq587wtaagGpAehT2AtYF1iRmX86kVwVfba/fsE3AvmEglXgRvX3qlf5J+NXfsaV5XeUBgJl4K2u070uO4FKPjkSuGgYAtgSeIFpVVp/y969fZ82AQFyyeRa5bMW1GeVR/Dn93eORr9FmLQ8cp8A1o8ZnV5buUpcGTUIfegL6A8YYok8ik8bqI1Enw0Ay2KJVCJVlHaxR46n5wf6F5x213XJBGJi1+Efn0/tj0viaotpWOiFWBaIDThVCRTqLzty7RvOw+CUwlfz+KVkhpy3Zmfrl/s3qTb+hehkl8MAkVjPhs3BHCyqq/l+OJ5oEtgM6Ej4/mnwW13c0z6aoF2yFcPN1TNGdpdcl96H+re0pxRmFtTMgzkBgg/OHfOsV/rd6ZUIuPggqA4oPkjZKdJbKWyq/lFQJjHi05IFELZfBzEn39f4t86XKRY0VPCjcSHLX/XONvyEWwEZzVjFKDAoAOg1CMUptUr1rHMOKB/uQa8zVSTs5iYHJDfPl/Un1ydMdlDlJAOo4fSgPd5q/LGrNYnnGOLoQTgFOC04olmZSsKcS33uz6YRetMnVLfWC5cFp7238AfuN16WfFVGs9BCPeBmPq+c7/tbOgI5AjhT6AsoFuiQ6X5akEwUTbWPfZE14viUgYXvtuWXqjf5V+PHf2aWxXikByJnIK7e1N0vO4IaPskTCGgoAqgSCIC5VHp+y92dfG80wQBSyORaFbJ21AeVJ/EH9+eO5rAVqcQ9kpAw578avV9buhpcyTVofggLyA64Yek7uk4bp21DbwvQyjKIVCF1k9aw54535yf6d50G2FXKBGOC2REQz1EdkFvzSowJWUiFiBZ4DNhUeRQaLktxzRqewrCTklbj98Vj1pxHZjfrp/uHqdb/VelkmOMBwVn/h+3CLC2KrKl+qJ6YEsgMmEho/an/W0y80g6ZcFyCFLPM9TKWdidcV96H+we1JxU2F9TNozoxgz/PPfS8WOreqZWIuTggqA3YPbjYadFbKEypzlAgJQHhw5EVH/ZOhzDn39f5B88nKdY1VPGzckHMj/b+OAyFSwHZzdjFeDAoAKg0iMRptFr0jHHeJu/tIa4TVDTsJiV3I+fPh/Vn16dNNlHFJROqAfXQPw5sDLKrNlnnqOM4QUgFCCy4oamYasGMSk3tn6ThecMmZLcGCwcFV72n8Efup19GfUVHw9FiPxBnbqC88PtsCgLZAohT+Ar4FmiQOX16nzwDLbRffGE0wveUgLXvFuVHqif5h+Q3cBanpXmkCFJoUKAO5f0gO5LqP2kTaGhIAogRmIAZU5p9u9x9ey8zkQ8yt9RZRbHW06eVB/En+EePhrD1qsQ+wpFg6O8b3VBbyvpdaTXYfjgLqA5IYUk62k0bpk1CPwqgyRKHRCClkyawd45X50f6152m2SXLBGSi2kER/1I9kWv0Koy5WbiFuBZYDIhT2RNKLUtwrRluwYCSclXj9uVjJpvHZgfrt/vXqmbwJfpUmfMC8VsviR3DPC56rWl/KJ7IErgMSEfI/Nn+W0us0N6YQFtiE6PMFTHWdadcJ96X+1e1txX2GMTOsztRhG/AbgXMWcrfWZYIuXggqA2IPSjXqdBrJzyonl7wE9Hgs5AlHzZOBzCn39f5R8+nKpY2RPLDc3HNz/geORyGOwKZzmjFuDAoAGgz+MOps3rzfHCuJb/r8a0DU0TrViT3I6fPh/Wn2BdN5lK1JiOrMfcAMC59LLObNxnoOOOIQUgEyCxIoOmXesB8SS3sb6OxeKMlZLZGCncFB72X8HfvJ1AGjiVI09KCMFB4jqHM8fts2gNpAuhUCArIFfifiWyaniwB/bMvezEzovaUj+XehuTnqgf5t+SncMaohXq0CXJpgKE+5x0hO5O6MAkjyGhoAlgROI9pQrp8u9tdef8yYQ4SttRYZbE20zeU5/FX+LeANsHVq8Q/4pKQ6h8c/VFry9peCTY4flgLiA3oYKk6CkwLpS1BDwlwx/KGRC/FgoawB44n51f7N55G2fXMBGXC23ETL1Ndkmv1Co1pWiiF2BZIDChTORJ6LEt/jQg+wFCRUlTT9gVidptXZdfrx/w3qvbw9ftUmxMEIVxfij3EPC9arhl/mJ8IEqgL6Ec4/An9a0qM366HEFoyEpPLJTEmdSdb596n+6e2RxbGGbTP0zyBha/BjgbcWrrQGaaIubggmA1IPKjW2d97Fiynbl3AErHvo49FDoZNhzBn3+f5l8AnO1Y3NPPjdKHO//lOOjyHKwNZzujF+DAoACgzeMLpsorybH+OFH/qwavjUlTqliRnI1fPh/Xn2JdOplOlJzOsUfgwMV5+PLSLN+nouOPYQVgEmCvIoDmWms9sN/3rL6KBd5MkdLV2CdcEt72H8Kfvl1C2jxVJ49OyMYB5vqLs8uttmgP5AzhUGAqYFYie2WuqnSwA3bHvegEykvWUjxXd5uSHqff51+UXcXapZXvECpJqsKJu6D0iO5SaMKkkKGh4AjgQyI7JQep7q9o9eM8xMQzytdRXlbCW0teUx/F3+ReA1sKlrMQxAqPA608eHVJrzKpeqTaofngLaA2IYAk5KksLpA1P3vhAxtKFNC7lgda/p33353f7l57m2sXNBGbi3KEUX1R9k3v16o4JWpiGCBYoC8hSqRGqK0t+bQcOzyCAIlPD9RVhxprnZafr5/yHq5bxxfxUnDMFUV2Pi23FTCA6vslwGK84EpgLmEao+0n8a0ls3o6F4FkSEYPKNTBmdLdbp96n+/e21xeGGrTA402xht/CvgfsW6rQyacIufggmAz4PBjWGd6LFQymTlyQEYHug45VDcZNBzAn3+f518C3PBY4JPTzdcHAEAp+O0yIGwQZz3jGSDAoD9gi+MIpsZrxXH5eE0/pkarTUWTp1iPXIwfPd/Yn2RdPZlSVKFOtgflgMo5/XLWLOKnpSOQoQWgEWCtIr4mFqs5cNt3p/6FRdnMjdLSmCUcEZ7138OfgB2Fmj/VK49TSMrB67qQM8+tuagSZA5hUOApoFRieKWrKnBwPvaC/eNExcvSUjkXdVuQ3qdf6B+WHchaqRXzEC7Jr4KOe6V0jO5VqMUkkiGiYAggQWI4ZQQp6q9kNd58wAQvStNRWtb/2wneUp/GX+XeBdsOFrdQyIqTw7H8fPVNrzYpfWTcIfpgLSA0ob2koWkoLou1OrvcQxbKENC4FgTa/N33X55f795+G26XOBGgC3dEVj1WtlHv2yo65WwiGOBYYC3hSCRDaKkt9XQXezfCPAkLD9DVhFpp3ZXfr9/znrCbylf1EnVMGgV6/jI3GXCEqv3lwiK9oEogLSEYY+nn7e0hc3V6EsFfiEHPJVT+2ZDdbd963/Ee3ZxhGG6TCA07hiA/D7gj8XJrRiaeIujggiAyoO5jVWd2bE/ylHltQEFHtc41lDQZMdz/nz+f6F8E3PNY5FPYDdvHBQAuePFyJCwTZz/jGiDAoD5gieMFpsKrwTH0uEh/ocanDUHTpFiNXIsfPd/Zn2ZdAFmV1KWOusfqQM75wbMZ7OWnp2OR4QWgEGCrIrsmEys1MNa3oz6AxdVMihLPmCLcEF71n8Rfgh2IWgNVb89YCM+B8HqUs9OtvOgUpA+hUSAo4FKideWnqmwwOja+PZ6EwUvOkjXXctuPXqcf6N+X3csarJX3UDOJtEKTO6n0kO5Y6Mdkk6Gi4Aegf+H15QCp5q9ftdm8+0Pqys9RV5b9WwheUh/HH+eeCJsRlrtQzQqYg7a8QXWR7zlpf+TdofsgLKAzIbsknikkLoc1NfvXgxIKDNC0lgIa+x32n57f8V5Am7HXPBGki3wEWv1bNlYv3qo9pW3iGaBYICxhReRAKKUt8PQSuzLCN4kGz81VgdpoHZTfsB/03rLbzVf5EnmMHsV/vjb3HbCIKsCmBCK+oEngK+EWI+an6e0c83C6DcFbCH2O4ZT8GY7dbN97H/Je39xkWHKTDE0ARmT/FDgoMXXrSOagIumggiAxoOwjUmdybEtyj7logHzHcY4x1DEZL9z+nz+f6Z8HHPZY6BPcTeCHCcAzOPWyJ+wWZwHjWyDA4D1gh+MC5v7rvPGwOEO/nQaijX3TYRiLHInfPZ/an2hdA1mZlKnOv0fvQNO5xjMdrOjnqaOTIQXgD6CpYrhmD2sw8NH3nn68BZEMhhLMWCCcDx71X8Ufg92LGgcVdA9ciNRB9TqY89dtgChW5BDhUWAoIFCicyWkKmgwNba5fZnE/MuKkjKXcFuN3qaf6Z+Znc3asBX7UDgJuQKX+650lO5cKMnklSGjYAbgfiHzJT0pom9bNdT89oPmSstRVFb62wbeUZ/Hn+keCxsU1r9Q0YqdQ7t8RfWV7zzpQmUfYfugLCAxobikmqkgLoK1MPvSww2KCJCxVj+auZ32H58f8t5C27UXP9GpC0DEn71ftlov4ioAZa+iGmBXoCrhQ2R86GFt7HQN+y4CMskCj8nVvxomHZQfsF/2HrVb0Jf9En4MI0VEvnt3IfCLqsNmBeK/YEmgKqET4+On5i0Yc2v6CQFWSHmO3hT5GY0dbB97H/Oe4hxnWHZTEM0Exmm/GPgscXmrS+aiIuqggiAwYOnjTydurEcyivljwHgHbU4uFC4ZLdz9nz+f6p8JHPlY69PgzeUHDsA3+PoyK6wZZwQjXGDA4DxgheM/5rsruHGreH7/WEaeTXoTXhiI3IifPZ/bX2pdBhmdVK4OhAg0ANg5ynMhrOvnq+OUIQYgDqCnYrWmC+sssM13mb63RYyMglLJGB5cDZ71H8Yfhd2N2gqVeE9hSNkB+fqdc9ttg2hZZBJhUaAnYE7icGWgqmPwMTa0vZUE+EuGki9XbhuMnqZf6l+bXdBas5X/kDyJvcKcu7L0mO5fqMxklqGjoAZgfGHwpTmpnm9WtdA88cPhysdRUNb4GwUeUR/IH+reDZsYVoNRFgqiA4A8inWZ7wBphOUg4fwgK6Av4bYkl2kcLr407DvNwwkKBJCt1jzat931X5+f9F5FW7hXA9Hti0WEpH1kdl5v5aoC5bFiGyBXYCmhQSR5qF1t5/QJOylCLkk+T4ZVvFokXZNfsJ/3nreb09fA0oKMaAVJfn/3JfCPasZmB+KAIIlgKWERo+Bn4i0UM2c6BEFRyHVO2lT2WYsdax97X/Te5FxqmHoTFQ0Jhm5/HXgwsX1rTuakIuuggeAvIOfjTCdq7ELyhnlfAHNHaQ4qVCtZK9z8Xz+f658LHPxY75PlDenHE4A8eP5yL2wcZwYjXWDA4Dtgg6M85rertDGm+Ho/U4aZzXZTWxiG3IefPZ/cX2xdCRmg1LJOiIg4wNz5zvMlbO8nriOVYQYgDeClorKmCCsocMj3lP6yhYgMvlKGGBwcDF7038bfh52Qmg4VfI9lyN3B/rqh899thqhbpBOhUiAmoE0ibaWdKl+wLHav/ZBE88uCkiwXa5uLHqXf6t+dHdMatxXDkEFJwoLhe7d0nO5i6M7kmCGkIAWgeuHt5TZpmi9SNct87QPdSsNRTZb1mwOeUJ/In+xeEBsbloeRGoqmw4T8jzWd7wOph6UiofzgKyAuYbOkk+kYLrm053vJAwSKAFCqVjpath3036Af9Z5H27uXB9Hxy0pEqX1o9mJv6SoFpbMiG6BW4CghfqQ2aFlt43QEeySCKck6T4LVuZoinZKfsN/43rnb1xfE0obMbMVOPkS3ajCS6skmCaKBIIkgKCEPY91n3m0Ps2J6P4ENCHEO1tTzWYkdah97n/Xe5lxtmH4TGY0ORnN/Ijg1MUDrkaamIuyggeAuIOWjSSdnLH5yQblaQG7HZI4mlChZKdz7Xz+f7N8NXP9Y81PpTe6HGEABOQKycywfZwhjXqDA4DpggaM55rPrr/GiOHU/TwaVjXKTWBiEnIZfPV/dX25dC9mklLaOjUg9gOG50zMpLPInsGOWoQZgDOCjoq/mBKskMMQ3j/6txYPMulKC2BncCx70n8efiV2TmhGVQI+qSOLBw3rmc+MtieheJBUhUmAl4EtiauWZqluwJ/arPYuE74u+kejXaVuJnqWf65+endXaupXH0EXJx4LmO7v0oO5mKNFkmaGkoAUgeSHrZTLpli9Ndca86EPYyv8RChbzGwIeUB/JH+3eEtsfFouRHwqrg4m8k7WiLwcpiiUkIf1gKqAs4bEkkKkULrU04rvEQwAKPFBm1jeatF30H6Bf9x5KW78XC9H2S08Erj1tdmav7KoIZbTiHGBWoCbhfGQzKFVt3zQ/ut/CJQk2D78Vdtog3ZHfsV/6Xrxb2lfI0otMcYVS/kk3bnCWqsvmC2KB4IjgJqENI9on2m0Lc126OsEISGzO0xTwmYcdaV97n/ce6JxwmEHTXc0TBng/Jrg5cUSrlKaoIu2ggaAs4ONjRidjbHoyfPkVgGoHYE4i1CVZJ5z6Xz+f7d8PXMJZNxPtzfNHHQAF+QcyduwiZwpjX6DA4Dlgv6L3JrArq7GdeHB/SkaRTW6TVNiCXIUfPV/eX3BdDtmoVLrOkcgCQSZ517MtLPVnsqOX4QagDCChoq0mAOsf8P+3Sz6pBb9MdpK/l9dcCd70X8hfi12WWhVVRM+vCOeByDrqs+ctjOhgZBZhUqAlIEmiaCWV6ldwI3amfYbE6wu6keWXZtuIHqUf7F+gXdhavhXL0EpJzELq+4B05O5paNPkmyGlIARgd2HopS9pki9I9cH844PUSvsRBtbwmwCeT5/J3++eFVsiVo+RI4qwQ458mDWmLwqpjKUl4f3gKiArYa6kjWkQLrC03fv/gvtJ+BBjVjUast3zX6Df+J5Mm4JXT9H6y1PEsv1x9mqv8CoLJbaiHSBWICVheeQv6FFt2rQ6+tsCIIkxz7uVdBofHZEfsZ/7nr6b3VfMko/MdkVXvk33crCaKs6mDWKCoIigJWEK49bn1q0G81k6NgEDyGiOz5Tt2YVdaF973/he6txz2EWTYk0Xxnz/K3g9sUhrl6aqIu6ggaAr4OFjQydfrHWyeDkQgGVHXA4fVCJZJZz5Xz+f7t8RXMVZOtPyDffHIcAKuQtyeqwlZwyjYODBIDhgvaL0Jqxrp3GY+Gu/RYaMzWrTUdiAXIQfPR/fX3JdEZmr1L8OlogHASs52/Mw7PhntOOZIQbgCyCf4qomPWrb8Pr3Rn6kRbrMcpK8l9UcCJ70H8lfjR2ZGhjVSQ+ziOxBzPrvM+stkChipBfhUuAkYEfiZWWSalNwHrahfYIE5ou2keJXZFuG3qTf7N+iHdsagZYQEE7J0QLvu4T06O5s6NZknKGloAPgdeHmJSvpje9Edf08nsPPyvcRA1buGz7eDx/KX/EeF9sl1pORKEq1A5N8nLWqLw3pj2UnYf6gKaAp4awkiekMLqw02Tv6wvbJ9BBgFjJasR3y36Ff+h5PG4WXU9H/S1iEt712tm7v86oN5bhiHeBV4CPhd2QsqE2t1jQ2etZCG8ktz7gVcVodHZBfsd/83oDcIJfQkpRMewVcflJ3dvCdqtGmDyKDoIigJCEIo9Pn0u0Cc1R6MQE/CCROy9Tq2YNdZ1973/me7Rx22ElTZo0cRkG/cDgB8YwrmmasIu+ggaAqoN8jQCdbrHFyc7kLwGDHV84blB9ZI5z4Xz+f8B8TnMhZPpP2TfyHJoAPOQ+yfmwopw6jYeDBIDdgu6LxJqirozGUOGb/QMaIjWcTTti+HELfPR/gH3QdFJmvlINO20gMAS/54HM07PuntyOaYQbgCmCd4qdmOarXsPZ3Qb6fxbaMbtK5V9LcBx7z38ofjx2b2hxVTU+4SPEB0brzs+7tk2hlJBkhU2AjoEYiYuWO6k8wGjacvb1Eoguy0d8XYhuFXqRf7Z+j3d3ahRYUEFOJ1cL0e4l07O5wKNjkniGmIAMgdCHjZSipie9/9bh8mgPLSvMRABbrmz1eDl/K3/LeGlspFpeRLMq5w5g8oTWubxFpkeUpIf8gKSAoYamkhqkH7qe01Hv2AvJJ8BBcli+ar13yH6Gf+55Rm4jXV9HDy51EvH17NnMv9yoQZboiHqBVoCKhdSQpaEmt0bQxutFCF0kpj7SVbpobXY+fsh/+XoNcI9fUUpiMf8VhPlc3ezChatRmESKEYIhgIuEGY9Cnzu0+Mw+6LEE6iCAOyFToGYFdZp98H/re71x6GE1Taw0hBkZ/dLgGMY+rnWauIvCggaApoN0jfOcX7G0ybvkHAFwHU44X1BxZIZz3Hz+f8R8VnMtZAlQ6jcFHa4AT+RQyQixrpxDjYyDBIDZguaLuJqTrnrGPeGI/fAZEDWNTS9i73EGfPN/hH3YdF5mzFIeO38gQwTR55PM4rP6nuWOboQcgCWCcIqSmNirTcPG3fP5bBbIMatK2F9CcBd7zn8rfkN2emiAVUU+8yPXB1nr4M/LtlqhnZBqhU6Ai4ERiYCWLakrwFbaX/biEnYuu0dvXX5uD3qQf7l+lneBaiJYYUFgJ2oL5O4308O5zaNskn6GmYAKgcqHg5SUphe97dbN8lUPGyu8RPJapGzveDd/LX/ReHNsslpvRMUq+g5z8pbWybxTplGUqof+gKKAm4ackg2kD7qM0z7vxQu3J69BZFi0arZ3xn6If/R5UG4wXW9HIS6IEgT2/tncv+qoTJbviH2BVICEhcqQmKEWtzTQs+syCEsklT7DVa9oZnY6fsl//noWcJxfYUp0MRIWmPlu3fzCk6tcmEyKFYIggIaEEI82nyy05swr6J4E1yBvOxJTlGb9dJZ98X/we8Vx9GFETb00lxks/eXgKcZNroGawIvGggWAoYNrjeecULGiyajkCQFdHTw4UFBlZH1z2Hz+f8h8XnM5ZBhQ/DcXHcEAYuRhyRexupxLjZCDBIDVgt6LrZqFrmnGK+F1/d4Z/zR9TSJi5nEBfPN/iH3gdGlm21IvO5IgVgTk56TM8rMHn+6Oc4QdgCKCaIqGmMmrPMO03eD5WRa2MZxKzF85cBJ7zX8ufkp2hWiOVVY+BSTqB2vr8c/btmehp5BvhU+AiIEKiXWWH6kbwEPaTPbPEmQuq0diXXRuCXqOf7x+nXeMajBYcUFyJ30L9+5I09O52qN2koSGm4AHgcOHeZSGpga929a68kIPCSusROVammzpeDV/L3/XeH5swFp/RNcqDg+G8qjW2bxgplyUsYcBgaCAlYaSkv+j/7l60yvvsgukJ59BVliparB3w36Kf/l5WW49XX9HMy6bEhf2Edrtv/ioV5b2iICBU4B/hcGQi6EGtyPQoOsfCDgkhD61VaRoXnY3fsp/A3sfcKhfcUqGMSUWq/mB3Q3DoqtnmFOKGIIfgIGEBo8pnxy01cwY6IsExSBeOwNTiWb2dJJ98X/0e85xAGJTTc80qhlA/ffgOsZcroyayIvKggWAnINjjducQbGRyZXk9gBLHSs4QVBZZHVz1Hz+f8x8Z3NEZCdQDTgqHdQAdORyySaxxpxUjZWDBIDRgtaLoZp2rljGGOFh/csZ7TRuTRZi3nH9e/J/jH3odHVm6lJAO6QgaQT357bMAbQTn/eOeIQegB6CYIp7mLurK8Oh3c35RhalMYxKv18vcA17zH8yflJ2kGicVWc+GCT9B37rA9DrtnShsJB1hVGAhYECiWqWEakKwDHaOfa8ElIum0dUXWpuBHqMf75+pHeXaj1YgkGEJ5ALCu9a0+O56KOAkoqGnYAFgbyHbpR4pva8yNan8i8P9yqbRNdaj2zieDN/MX/eeIhszVqPROkqIQ+Z8rvW6rxupmaUt4cDgZ6Aj4aIkvKj77lo0xjvnwuSJ45BSFifaql3wH6Lf/95Y25KXY9HRS6uEir2I9r9vwapYpb9iIOBUoB5hbeQfqH3thHQjesMCCYkdD6nVZhoV3Y0fst/CXsocLVfgEqXMTcWvvmT3R7DsKtzmFuKHIIegHyE/Y4dnw20w8wF6HgEsiBNO/VSfWbudI598n/5e9dxDWJjTeA0vRlT/QrhS8Zrrpia0IvOggWAmINajc+cMrGAyYPk4wA4HRo4MlBOZG1z0Hz+f9F8b3NQZDVQHjg9HecAh+SEyTax0pxcjZmDBYDNgs6LlZpnrkfGBuFO/bgZ3DRfTQpi1XH4e/J/j33wdIBm+FJRO7cgfAQK6MfMELQgnwCPfYQegBuCWYpwmK2rGsOP3bn5MxaTMXxKsl8mcAd7y381fll2m2iqVXg+KiQRCJHrFdD6toGhupB6hVKAgoH7iF+WA6n5vx/aJvapEkAui0dHXWFu/nmLf8F+qnehaktYkkGXJ6MLHe9s0/O59aOKkpCGn4ADgbaHZJRrpua8ttaU8hwP5CqLRMpahWzceDF/NH/keJJs21qfRPsqNA+s8s3W+rx8pnGUvocGgZ2AiYZ+kuWj37lW0wXvjAuAJ35BOliUaqJ3vn6NfwV6bW5YXZ9HVy7BEj72NdoOwBSpbZYEiYaBUIB0ha6QcaHntv/Peuv5BxMkYz6ZVY1oUHYxfsx/DnsycMJfkEqpMUoW0fmm3S/Dvqt+mGKKH4IdgHeE9I4Qn/2zsczz52UEoCA8O+ZScmbmdIt98n/+e+BxGWJyTfE0zxlm/R3hXMZ5rqSa2IvSggSAk4NSjcOcI7FuyXDkzwAlHQk4I1BCZGVzy3z+f9V8d3NcZERQLzhPHfoAmuSVyUWx3pxljZ6DBYDJgsaLippYrjbG8+A7/aUZyjRQTf1hzHHze/F/k333dIxmB1NiO8kgjwQd6NnMILQsnwmPgoQfgBeCUYplmJ6rCcN83ab5IBaBMW1KpV8dcAJ7yn84fmB2pmi5VYg+PSQkCKTrJ9AKt46hw5CAhVOAf4H0iFSW9ajpvwzaE/aWEi8ue0c6XVdu+HmJf8R+sXesallYo0GpJ7YLMO9+0wO6AqSUkpaGoYAAga+HWZRdptW8pNaB8gkP0ip7RLxae2zWeC9/Nn/qeJxs6FqvRA0rRw+/8t/WCr2JpnuUxYcIgZuAgoZ0ktejz7lE0/LueQtuJ21BLFiJapt3u36Ofwt6d25lXa9HaC7UElH2SNofwCKpd5YLiYmBT4BuhaWQZKHXtu3PZ+vmBwEkUj6KVYJoSHYufs1/E3s7cM9fn0q7MV0W5Pm43UDDzauJmGqKI4IdgHKE644En+6zoMzg51EEjSArO9hSZmbedId9838DfOlxJWKBTQM14hl5/S/hbcaIrq+a4IvWggSAj4NJjbecFLFdyV3kvAATHfc3FFA2ZFxzx3z+f9l8f3NoZFNQQThiHQ0BreSmyVSx6pxtjaKDBYDFgr6LfppKriXG4OAo/ZMZuTRATfFhw3Hue/B/l33/dJdmFVNzO9wgowQw6OrML7Q5nxKPh4QggBSCSopZmJCr+MJq3ZP5DRZwMV1KmV8UcP16yX87fmd2sWjHVZk+TyQ3CLfrOdAat5uhzZCFhVWAfIHtiEqW56jYv/rZAPaDEh0ua0ctXU1u8nmIf8Z+uHe2amdYs0G7J8kLQ++Q0xO6EKSekpyGo4D+gKmHT5RPpsW8ktZu8vYOwCprRK9acWzPeC1/OH/weKZs9lrARB8rWg/S8vHWG72XpoWUy4cKgZmAfIZqksqjv7ky09/uZQtbJ11BHlh/apR3uH6QfxF6gG5yXb5Hei7nEmT2WtovwDGpgpYSiYuBToBohZuQV6HHttvPVOvTB+8jQT58VXdoQXYqfs5/GHtEcNtfr0rMMXAW9/nK3VHD26uUmHGKJoIcgG2E4473nt6zjszN5z4EeyAaO8lSW2bWdIN9838HfPFxMmKQTRQ19RmM/ULhf8aXrrua6IvaggSAioNBjaucBbFMyUvkqQAAHeY3BVAqZFRzw3z+f918iHN0ZGJQUjh1HSEBv+S4yWOx9px2jaeDBoDBgraLcpo7rhTGzuAV/YAZpzQxTeVhu3Hqe/B/mn0HdaJmJFOEO+4gtgRC6PzMP7RFnxuPjIQhgBCCQopOmIGr6MJX3YD5+hVeMU5KjF8KcPd6yH8+fm92vGjVVao+YSRKCMrrStAqt6ih1pCLhVaAeYHmiD+W2ajIv+jZ7PVwEgsuW0cgXURu7HmGf8l+v3fBanVYw0HNJ90LVu+i0yO6HaSokqKGpYD7gKKHRZRCprW8gNZb8uMOripbRKFaZ2zJeCp/On/3eLBsA1vQRDErbQ/l8gPXK72lppCU0ocNgZeAdoZgkr2jr7kg08zuUgtJJ0xBEFh0ao13tn6SfxZ6im5/Xc5HjC76Enf2bNpAwD+pjZYZiY6BTIBjhZKQSqG4tsrPQeu/B9wjMT5uVWxoOnYnfs9/HntNcOhfv0reMYMWC/rd3WLD6qugmHmKKYIbgGiE2o7rns+zfcy65ysEaCAJO7pST2bOdIB99H8MfPpxPmKgTSY1CBqf/VThkMamrsea8IveggSAhoM4jZ+c9rA6yTjklgDtHNU39k8eZExzv3z+f+J8kHOAZHFQYziHHTQB0uTJyXKxAp1+jauDBoC9gq6LZ5osrgPGu+AC/W0ZljQiTdhhsnHle+9/nn0Pda5mM1OVOwEhyQRV6A7NTrRSnySPkoQigA2CO4pDmHOr18JF3W355xVMMT5Kf18BcPJ6x39CfnZ2x2jjVbs+dCRdCN3rXNA5t7Wh4JCRhVeAdoHfiDSWy6i3v9XZ2fVdEvktS0cTXTpu53mEf8x+xXfMaoNY1EHfJ/ALae+00zO6KqSykqiGp4D5gJyHOpQ0pqS8btZI8tAOnCpKRJRaXWzDeCh/PH/9eLpsEVvgREMrgA/48hXXO72zppqU2IcPgZWAcIZWkq+jn7kO07nuPws3JzxBA1hqaod3s36Tfxx6lG6MXd5Hni4NE4r2f9pRwE2pmJYhiZGBS4BdhYiQPaGotrjPLuusB8ojID5gVWFoMnYkftB/I3tWcPVfzkrwMZYWHvrv3XPD+KurmIGKLYIagGOE0Y7ensCza8yn5xgEViD4OqxSRGbHdHx99H8RfANySmKvTTc1Gxqz/Wfhoca1rtOa+IviggOAgoMwjZOc57ApySXkgwDbHMQ3508SZENzunz+f+Z8mHOMZIBQdDiaHUcB5eTbyYGxD52HjbCDBoC5gqaLW5odrvLFqeDu/FoZhDQSTcxhqXHge+9/on0WdblmQVOmOxMh3ARo6B/NXrReny2Pl4QjgAqCM4o4mGWrxsIy3Vr51RU7MS5Kcl/4b+16xn9Ffn120mjyVcs+hiRwCPDrbtBJt8Kh6ZCWhVmAc4HYiCmWvainv8PZxvVKEuctO0cGXTBu4XmDf85+zHfWapFY5EHyJwMMfO/G00O6OKS8kq6GqID3gJWHMJQmppS8XNY18r0Oiio6RIZaUmy8eCZ/Pn8DecVsHlvwRFUrkw8L8yjXTL3ApqWU34cSgZOAaoZMkqKjj7n80qbuLAslJytB9VdfaoB3sH6VfyJ6nW6ZXe5HsC4gE532kdphwFupo5YoiZSBSoBYhX+QMKGYtqbPG+uZB7cjDz5RVVZoK3YhftF/KHtgcAFg3koBMqkWMfoC3oTDB6y2mIiKMYIagF6EyI7SnrCzWsyU5wUEQyDnOp1SOGa/dHh99X8VfAtyVmK+TUk1LRrG/XrhssbDrt6aAIzmggOAfYMnjYac17AYyRLkcADIHLI32E8GZDtztnz+f+p8oHOYZI9QhTitHVoB+OTsyZCxG52QjbSDB4C1gp6LT5oPruHFluDb/EcZczQDTcBhoHHbe+5/pn0edcVmUFO3OyYh7wR76DHNbbRrnzaPnIQkgAaCLIosmFartcIg3Ub5whUpMR9KZl/ub+d6xH9IfoR23WgAVtw+mSSDCAPsgNBZt8+h85CchVqAcYHRiB6Wr6iWv7HZs/U4EtUtLEf4XCZu23mBf9F+03fhap9Y9UEEKBYMj+/Y01S6RaTGkrWGqoD0gI+HJpQZpoS8SdYi8qoOeCoqRHlaSGy2eCR/QH8Jec9sK1sARWcrpg8e8zrXXL3Opq+U5ocUgZKAZIZDkpWjf7nq0pPuGQsSJxtB51dUanl3rX6Wfyh6p26mXf5Hwi4zE7D2o9pywGmprpYviZeBSIBThXWQJKGJtpTPCOuGB6Uj/j1DVUtoJHYdftJ/LXtpcA5g7UoTMrwWRPoU3pTDFazCmJCKNIIZgFmEv47FnqGzSMyC5/IDMCDWOo5SLWa3dHR99X8afBRyY2LNTVo1QBrZ/Yzhw8bSruqaCIzqggOAeYMfjXqcyLAGyQDkXAC1HKE3yU/6YzNzsnz+f+58qXOkZJ5Qlzi/HW0BCuX9yaCxJ52YjbmDB4CxgpaLRJoArs/Fg+DI/DUZYTT0TLNhl3HWe+5/qX0mddBmXlPIOzghAgWO6ELNfbR4nz+PoYQkgAOCJIohmEirpMIN3TP5rxUXMQ9KWV/lb+J6w39Lfox26GgOVu0+qySXCBbsktBpt9yh/JChhVyAboHKiBSWoaiFv5/ZoPUlEsMtHEfrXB1u1Xl/f9N+2nfraqxYBUIWKCkMou/q02S6U6TQkruGrIDygIiHG5QLpnO8N9YP8pcOZioaRGtaPmyweCJ/Qn8QedlsOVsQRXkruQ8x80zXbL3cprqU7IcXgZCAXoY5koijb7nY0oDuBgsAJwpB2VdJanJ3q36Yfy16sG6zXQ5I1C5GE8P2ttqCwHepuZY2iZqBR4BNhWyQF6F5toPP9epzB5Mj7j01VUBoHHYaftN/MntycBtg/UolMs8WV/on3qXDJKzNmJeKOIIYgFSEto65npGzN8xv594DHiDFOoBSIWavdHB99n8ffB1yb2LdTWw1Uxrs/Z/h1MbhrvaaEIzuggOAdIMWjW6cubD1yO3jSQCjHJA3uk/uYypzrXz+f/J8sXOvZK1QqDjSHYEBHeUPyq+xM52hjb2DB4Ctgo6LOJrxrb7FceC1/CIZUDTlTKdhjnHRe+1/rX0uddxmbVPZO0shFgWh6FTNjLSEn0iPpoQlgP+BHYoWmDmrk8L73CD5nBUGMf9JTF/cb916wn9OfpN282gcVv0+vSSqCCnso9B5t+mhBpGnhV2Aa4HDiAmWk6h1v4zZjfUSErEtDEfeXBNuz3l+f9Z+4Hf2arpYFkIoKDwMte/803S6YKTaksGGroDwgIKHEZT9pWO8Jdb88YQOVCoJRF1aNGypeB9/RH8WeeNsRlshRYsrzA9E817Xfb3qpsSU84cZgY6AWIYvknqjX7nH0m3u8wruJvpAy1c/amt3qH6ZfzN6um7AXR5I5S5ZE9f2yNqTwIWpxJY9iZ2BRoBIhWOQCqFptnHP4upgB4Aj3T0mVTVoFXYXftR/OHt7cCdgDEs2MuEWavo53rbDMqzYmJ+KO4IYgE+ErY6snoKzJcxc58sDCyC0OnFSFmandG199n8kfCZye2LsTX01Zhr//bLh5cbwrgKbGYzyggOAcIMOjWKcqrDkyNrjNgCQHH83q0/iYyJzqXz+f/d8uXO7ZLxQuTjlHZQBMOUgyr6xP52pjcKDCICpgoaLLJrira3FXuCi/A8ZPjTVTJphhnHNe+x/sH01dedme1PqO10hKQWz6GbNnLSRn1GPq4QmgPyBFYoLmCurg8Lp3A35iRX0MPBJP1/Tb9d6wX9Rfpp2/mgqVg4/0CS9CDzstdCIt/ahD5GthV6AaIG8iP6Vhahkv3rZevX/EZ8t/EbRXAluyXl8f9h+53cAa8hYJkI7KE8MyO8O1IS6baTkkseGsIDtgHuHB5TwpVO8E9bp8XEOQir5Q1BaKWyjeB1/Rn8cee1sVFsxRZ0r3w9Y83DXjb33ps+U+occgYyAU4Ylkm2jT7m10lru4ArcJulAvVc0amR3pX6bfzl6xG7NXS5I9y5sE+r22tqkwJOpz5ZEiaGBRYBChVmQ/aBatl/P0OpNB24jzD0YVSloDnYUftV/PXuEcDRgHEtIMvQWfvpM3sfDQazkmKeKP4IXgEqEpI6gnnOzFMxJ57gD+R+jOmJSCmafdGl9938ofC5yh2L7TY41eBoT/sTh98b/rg6bIYz2ggOAa4MFjVacm7DSyMjjIwB9HG03nE/WYxpzpXz+f/t8wXPHZMtQyjj3HacBQ+Uyys2xTJ2yjceDCIClgn6LIZrUrZzFTOCO/PwYLTTGTI5hfXHIe+x/tH09dfJmilP7O3AhPAXG6HfNq7Sdn1qPsIQngPmBDooAmB2rcsLW3Pr4dhXiMOBJMl/Jb9J6wH9UfqF2CWk5Vh8/4iTQCE/sx9CYtwOiGZGyhWCAZYG1iPOVd6hUv2jZZ/XsEY0t7EbEXP9tw3l6f9t+7ncLa9ZYNkJNKGIM2+8g1JS6e6Tuks2GsoDrgHWH/JPipUO8AdbW8V4OMCrpQ0JaH2yceBt/SH8iefdsYVtBRa8r8g9r84LXnr0Fp9mUAIgegYuATYYbkmCjP7mj0kfuzQrJJtlAr1cpal13on6cfz56zW7aXT1ICS9+E/327dq0wKKp2ZZLiaSBRIA9hVCQ8KBKtk3Pveo5B1sjuz0KVR5oBnYQftZ/QnuNcEFgK0taMgcXkfpe3tjDT6zvmK6KQoIWgEWEm46TnmOzAsw256UD5h+SOlRS/mWXdGV9938tfDdylGIKTqA1ixom/tfhCMcOrxmbKYz6ggKAZ4P9jEqcjLDByLXjEABrHFw3jU/KYxFzoHz+f/98yXPTZNlQ2zgKHroBVeVDytyxWJ27jcuDCICignaLFZrFrYvFOeB7/OkYGzS2TIJhdHHDe+t/uH1Fdf5mmFMLPIIhTwXZ6InNu7Sqn2OPtYQogPWBBor0lw6rYcLE3Of4YxXQMNFJJV/Ab8x6v39Xfql2FGlHVjA/9CTjCGLs2dCotxCiI5G4hWGAYoGuiOmVaahDv1XZVPXZEXwt3Ea2XPVtvXl4f95+9XcVa+RYR0JfKHUM7u8y1KS6iKT4ktOGtIDpgG6H8pPVpTK879XD8UoOHirZQzVaFWyWeBl/Sn8oeQFtb1tRRcErBRB+85XXrr0Tp+SUB4ghgYmAR4YRklOjL7mR0jTuuQq3JshAoVcfalZ3oH6ef0R6127nXU1IGy+RExD3/9rFwLCp5JZTiaeBQoA3hUeQ46A6tjzPquomB0kjqj37VBNo/3UNftd/R3uWcE1gO0trMhoXpPpx3unDXqz6mLaKRoIVgEGEko6HnlSz8csj55ID1B+AOkVS82WPdGF9938yfEByoGIZTrE1nho5/unhGcccryWbMYz+ggKAY4P1jD6cfbCwyKLj/f9YHEs3fk++YwlznHz+fwN90nPfZOhQ7TgcHs0BaOVUyuuxZJ3DjdCDCYCegm6LCpq2rXrFJuBo/NcYCjSnTHVha3G+e+p/u31MdQlnp1McPJUhYgXs6JrNyrS3n2yPuoQpgPKB/4nplwCrUMKx3NT4UBW/MMFJGV+3b8d6vX9afrB2H2lVVkA/ByX2CHXs69C4tx2iLJG+hWOAYIGoiN6VW6gzv0PZQPXGEWotzEapXOxtt3l3f+B++3cga/FYV0JxKIgMAfBE1LS6lqQCk9mGtoDngGiH6JPHpSK83dWv8TcOCyrIQydaC2yPeBZ/TH8veQttfFthRdMrGBCR86fXvr0hp+6UDogjgYeAQYYHkkWjH7l/0iHupgqlJrhAk1cUak93nX6ff0p64G70XV1ILS+kEyP3EdvWwL6p75ZaiaqBQYAyhT2Q1qAqtirPl+oTBzYjmj3tVAho93UKfth/THugcFpgSkt9Mi0Xt/qD3vrDbKwGmb6KSYIVgDyEiY57nkWz38sR538DwR9vOjZS52WHdF19+H82fEhyrGIpTsM1sRpM/vzhKscrrzGbOYwDgwKAXoPsjDKcbrCeyI/j6v9FHDk3b0+yYwBzmHz+fwd92nPqZPdQ/jgvHuABe+VmyvuxcJ3MjdWDCYCagmaL/pmorWnFFOAAAJsl5EfVY/V2ln/0fEpvzleROFYUUO7aySqqD5KogzqAFIiEmum12NdT/QkjqEUiYvJ1WH+CfZdwvFn1OvoW+fBKzCysdJNRhBmAK4fomL6zT9Wl+nMgZUNkYOF0DH8BftdxoFtSPZsZovPAzjeu5pQJhQaAUIZXl5uxy9L499odGkGbXsNzsn5yfgpzeV2pPzocTvY80UuwY5bOhQKAgoXSlYKvTNBM9T4byD7IXJhySX7WfjB0SV/4QdUe+vi902iy7JehhgyAwoRZlHGt0s2i8p4YbzzrWmBx030rf0l1DWFARG0hp/tD1o60gZmBhySAEITskmqrXsv47/wVDzoDWRtwTn1xf1V2x2KARgEkVf7N2Ly2IptviEqAa4OMkWyp8MhR7VcTqTcRV8puu3yqf1R3dWS5SJEmAgFc2/K4zpxriX+A1YI3kHeniMar6rAQPDUVVWxtGnzUf0V4GWbpSh0prwPw3TG7hZ5zisOATYLvjo2lJ8QI6AcOyjIQUwJsa3vwfyl5sGcRTaQrXQaH4He9R6CJixSB04G0ja2jzMFo5V0LUTACUYxqr3r9f/95PWkwTyYuCQkh48S/E6KsjHSBZ4GGjNeheL/L4rEI0y3rTgpp5Hn8f8h6vWpGUaMwtQu/5RnC6qPcjeKBCYFliwygK70x4AQGUSvKTH1nDHntf4N7MmxUUxszXw5f6HXEzKUZj16CuYBRikue5rqa3VcDySihSuNlJ3jPfzB8mm1YVY01CBED69fGt6dikOiCeIBKiZacqbgI26kAPSZwSD5kNHejf8989m5SV/g3rhOo7UDJram4kYCDRYBQiOyac7Z52Pz9rCM2Ro5iM3Zpf2B9RnBCWV46UxZQ8K/LrKsbkyaEIIBkh02ZRrTv1U/7FyH1Q9NgJXUhf+N9iXEpW7089Rj68iTOta2JlNqECoCFhrmXIrJq06L4fx6sQQ1fC3TKflh+v3IFXRU/lBul9Z7Qxq8ElpyFAoC0hTGWBrDq0PX14xtcPz1d43Jlfr5+6HPXXmZBMB5R+B7T4bGKl2uGCIDwhLWU861vzkrzRBkEPWJbrnHxfRd/BXWeYLBDySD++qPVBbQcmUiHHYA7hEWT6av5y6HwoxamOnxZbHBwfWF/FHZbYvNFXiOr/SzYMba6mjOIQICTg+KR6amJyfnt/hNBOI1XHm/hfJ1/FncMZC1I7yVYALraZbhjnCuJcYD5goqQ8qcgx1PrWBHWNZRVxG1DfMt/C3iyZV9KfCgGA0zdoroXnjGKsYBtgj+PBaa9xK/osA5lM5FTXWyYe+p/8nhNZ4lMBCuzBeLf5rzWn0OL/oDvgQGOI6Rgwg7mBgzuMIVR6mrfevt/zHncaKtOiC1gCHziMr+goWOMW4GAgdCMSqILwHDjWglyLnBPa2kYev5/mHpfasNQBjAMCxnlhcF1o5CNxYEfgauLfaC8vdXgrgbwK1JN4GdDefJ/VnvXa9NSfzK2Dbnn38NUpcqOPoLLgJSKuZ51uz7eAARpKStLSWZheNh/BnxCbdlU8jRfEFvqQMY9pxCQxIKHgImJAZ02uarbUwHeJvtIqGRxd7B/qXyhbtVWYDcHEwHtp8gwqWORWYNQgIyIVJv+thvZpv5PJMRG+mJ0dnl/PX30b8hYxzmsFajvFMstq8KS/IMogJ2HspnPtJDW+Pu7IYVEQmFpdTR/xH06cbFaKDxOGFHyiM0zrS2UrIQOgLuGHJipsgnUS/kkHz5Cf19SdOB+PH5zcpBcgj7uGvz0AdBDr6WVa4UCgOaFkZaKsIfRn/aJHO8/sV0tc39+pn6gc2Ve1ECLHaf3f9JbsSiXN4YFgB+FEpV1rgvP8/PrGZk92Fv8cQ9+An/AdC9gIEMlIFT6A9V9s7iYEIcWgGaEn5NprJTMSfFKFz079Vm9cJF9UH/Sde5hZEW7IgL9i9entVKa+Ic2gLuDOJJnqiPKoe6mFNo4CVhybwV9kH/XdqJjoUdNJa//GNrZt/mb7YhjgB6D3pBuqLjH+usAEnA2ElYbbmx8wX/Pd0tl1UnbJ1wCqdwUuqqd74mfgI6CkI9+plPFVulYDwA0EVS3bMR75H+6eOhmAUxkKgoFPt9WvGef/orqgA2CT46ZpPXCtOauDIsxCFJHaw57+H+XeXpoJE7pLLcH1+Ggvi6hG4xDgZqBGo2+op7AFuQDChAv9U/LaUp6/n9megBqP1BpL2MKc+TxwACjRI2pgTWB8ovuoE6+euFXB48s2U1DaHl59n8oe3trUVLjMQ4NEudJw9yke44egt+A2IoonwW84t6qBAoqtEuvZpp44H/ce+lsWlRYNLcPtOmoxcOmvo+igpaAyoltncO5Tdz8AYAnh0kQZa53u3+CfEtuWVbHNl8SWewOyLSoDpEzg1yAyoi9m4q3vNlQ//EkUUdlY7R2iH8afaFvTlgvOQQVAO96yq6qapLSgzCA14cYmlm1MNei/F8iFEWwYa11Rn+kfepwOVqSO6gXqPHszLKs0pN/hBOA8YZ/mDCzqdT0+cgfzkLvX5h09n4gfidyG1ztPUgaU/Rkz7+uR5U6hQSAGYbylhCxJtJI9y4dgkAkXndzmH6Nfldz8l1CQOYc/vbh0dawx5YDhgOAT4VwlfiuqM+c9JEaLj5OXEhyLH7tfnp0vl+PQoEfq/lj1PWyVJjZhhGAk4T6k+qsMM3y8fAX0ztuWg1xsn0+f491gGHVRBciWPzq1h217Jm9hyyA5IOQkuWqvcpJ700VcTmDWMVvKX2Bf5h2N2MUR6skBv922U23j5uviFeAQ4MzkeqoUcii7KgSCTePVnFuk3y2f5N342RKSTonswEG3Ia5Pp2uiY+AsYLhj/im6sX96QAQmzSRVBBt7nvcf4F4g2Z4S8QpYASa3sa7+J66itaALIKdjhClisNb51cNJzKJUqNrPHv1f2J5GGieTUosDQcy4Q6+vKDTiyuBtYFljTOjMcG75KwKrS95UCpqfHr+fzR6oWm7T8suugnO417AjKL6jI+BTYE6jGCh374f4gAILi1fTqVornn6f/l6HmvPUUcxZQxs5rTCZqQtjgCC84Aci5eflbyG31MFqio8TBRn0njnf7F7kGzaU70zDw8N6RLFSqZtj4CCp4ALitqdUbrw3KYCISgRSnhl6XfFf1p89W3bVS02txGx63bHOKi5kA6DaYAIiSecFrhe2vn/lCXeR9Bj83aWf/Z8Tm/TV5c4XRRY7uDJMKoTkqmDOoASiH+a47XR10v9AiOiRR1i73VYf4N9mnDBWfs6ARcA8VHMMax4k1OEGYAph+OYuLNI1Z76bCBfQ19g3nQLfwJ+2nGlW1k9ohmq88fOPK7qlAuFBoBNhlOXlrHE0vH30x0UQZZewHOxfnR+DXN+Xa8/QRxV9kPRUbBnltCFAoCAhc6VfK9F0EX1NhvCPsNclHJIftd+M3RNX/5B3B4B+cTTbrLxl6OGDIDAhFWUa63MzZrylxhpPOVaXHHRfSx/THUSYUZEdCGu+0rWlLSGmYSHJIAOhOiSZKtYy/Hv9BUJOv5YF3BMfXJ/WHbLYoZGCCRc/tTYwrYmm3KIS4Bqg4iRZqnpyErtUBOiNwxXxm65fKp/Vnd6ZL9ImCYJAWPb+LjSnG2JgIDUgjSQcqeCxqTqqRA2NRBVaG0YfNR/SHgdZu9KJCm3A/fdN7uJnnaKw4BLguyOiKUgxAHoAA7DMgtT/mtpe/B/K3m1ZxdNqytkBo7gfb1LoIyLFYHRgbGNqKPFwWHlVQtKMPxQiGqtev1/AnpBaTZPLS4QCSjjy78YorCMdYFlgYOM0qFyv8TiqgjNLeVOBmniefx/ynrBakxRqjC8C8blIMLvo+CN44EIgWKLB6AlvSrg/QVKK8RMeGcKee1/hXs2bFlTITNmDmfoe8TRpRyPX4K4gE6KR57gupPdUAPCKJtK32UkeM9/MnyebV1VkzUPEQrr3sa9p2aQ6YJ3gEeJkZyjuAHbogA2JmpIOmQxd6N/0Hz6bldX/ze2E7DtR8myqbyRgoNEgE2I55pttnLY9f2lIzBGimIwdmh/YX1JcEhZZTpaFlfwtsuyqx6TKIQggGGHSJlAtOjVR/sQIe9DzmAjdSB/5H2McS5bxDz8GAHzK866rY2U3IQJgIKGtZccsmPTmvh4HqZBCF8IdMl+WX7CcgpdHD+bG6z1pdDMrwiWnoUCgLGFLZYAsOPQ7vXcG1Y/OF3gcmR+wH7rc9xebUE3Hlj4JdPnsY6XboYIgO6EsZTtrWjOQ/M9Gf48XVurcfB9GH8IdaNgt0PQIAX7qtULtCGZS4cdgDmEQZPkq/LLmfCcFqA6d1lpcG99Yn8Xdl9i+UVlI7P9M9g3tr6aNohAgJGD3pHjqYPJ8e33Ezs4iFcbb998nn8ZdxBkM0j2JV8AwdpsuGecLolygPeCh5DtpxnHTOtREdA1jlXAbUJ8y38NeLZlZUqDKA0DU92ouhyeNIqxgGyCPI8AprbEqOioDl4zjFNZbJZ76n/0eFFnj0wLK7oF6d/svNufRov/gO6B/o0epFrCB+b+C+cwf1Hmat16+3/OeeBosE6PLWcIg+I4v6WhZoxcgX+BzIxFogTAaeNTCWsuak9naRZ6/n+aemNqyVANMBMLIOWLwXqjk43GgR6BqIt4oLa9zuCmBukrTE3cZ0F58n9Ye9tr2FKGMr4NwOflw1mlzY4/gsuAkYq1nm+7N975A2MpJUtFZl542H8IfEZt3lT5NGcQY+pGxkKnE5DGgoaAh4n8nDC5o9tLAdcm9UijZG53r3+qfKVu21ZmNw4TCO2tyDWpZpFbg0+AiohPm/i2FNmf/kgkvkb2YnF2eH8/ffdvzljNObMVr+8byzKrxpL9gyeAmoeumcm0idbx+7QhfkQ9YWZ1M3/FfT1xt1ouPFYYWPKOzTmtMZSuhA6AuIYXmKOyAtRE+R0fN0J6X0904H49fndylVyIPvUaA/UI0EivqZVthQKA5IWNloWwgdGX9oIc6T+sXSpzfn6nfqNzal7bQJIdr/eG0mGxLZc5hgWAHYUOlXCuBM/s8+MZkz3TW/hxDn4Df8N0M2AmQywgW/oK1YOzvJgThxaAZISbk2SsjsxC8UIXNjvwWbpwkH1Rf9V18mFqRcIiCf2S1621V5r6hzaAuYM1kmGqHMqZ7p8U0zgDWG9vBH2Qf9p2pmOnR1Qlt/8f2t+3/ZvviGSAHIPakGioscfz6/kRaTYMVhduanzBf9J3T2XbSeInYwKw3Bq6r53yiaCAjYKNj3mmTcVP6VEP+jMMVLNswnvkf7x47WYHTGsqEQVF31y8a58Bi+uADIJLjpSk78Kt5qcMhDECUkNrDHv4f5l5fmgqTvAsvgfe4aa+M6EejESBmYEXjbmil8AO5PwJCS/vT8dpSHr+f2l6BWpFUG8vagp65PfABaNIjauBNIHvi+mgR75z4VAHiCzTTT5od3n2fyp7f2tXUuoxFQ0a51DD4aR+jiCC3oDViiOf/rvb3qMEAyquS6tmmHjff9577WxfVF40vg+86a/FyKbBj6OCloDHiWidvblG3PUBeSeBSQtlq3e6f4R8T25eVs02ZhJg7BXIuagRkTSDXIDHiLmbhLe12Uj/6iRLR2FjsXaHfxt9pW9TWDY5DBUH74HKs6puktSDMIDUhxSaU7Up15v8WCIORathqnVFf6V97nA/Wpg7rxew8fPMt6zWk4GEE4DvhnuYKrOi1O35wR/IQupflXT1fiF+KnIgXPQ9UBpa9GrPxa5LlTyFBIAXhu2WCrEf0kD3Jx17QB9edHOXfo9+WnP3XUhA7RwF9+jR27DMlgWGA4BNhWyV866hz5X0iRonPklcRXIrfu5+fXTDX5ZCiB+y+WrU+7JYmNyGEYCRhPaT5Kwpzerx6RfMO2laCnGwfT9/knWFYdxEHyJf/PHWI7XwmcCHLYDig4yS4Kq3ykLvRhVrOX5Ywm8ofYJ/m3Y8YxpHsiQN/33ZU7eUm7KIV4BCgy+R5KhKyJvsoRIDN4pWbW6RfLd/lnfnZFBJQCe6AQ3cjLlDnbGJkICvgt6P86bkxfbp+Q+UNItUDG3te91/hHiHZn5LyylnBKHezLv8nr2K14ArgpqOC6WEw1TnUA0gMoRSn2s6e/V/ZHkcaKRNUSwVBznhFL7BoNaLLIG0gWKNLqMrwbTkpQqmL3NQJmp6ev5/N3qlacFP0i7BCdXjZMCRov2MkIFMgTeMW6HZvhji+QcnLVlOoWisefp/+3oia9RRTTFsDHPmu8JrpDCOAYLygBmLkp+OvH7fTAWjKjZMEGfQeOZ/s3uUbN9TwzMWDxXpGMVPpnCPgYKmgAmK1Z1LuuncnwIaKAtKc2Xnd8V/XHz5beBVNDa+EbnrfMc9qL2QD4NpgAWJIpwQuFfa8v+NJdhHy2PwdpV/93xRb9hXnjhkFF/u58k1qhaSq4M5gA+Ie5rdtcrXRP37IpxFGGLsdVd/hH2ecMZZAjsIFwfxV8w3rHyTVYQZgCaH35iys0HVl/plIFlDWmDbdAt/BH7dcapbXz2pGbHzzs5Cru6UDYUGgEuGT5eQsb3S6vfMHQ5Bkl68c7B+dX4Qc4NdtT9IHFz2StFWsGuW0oUCgH6FypV2rz7QPvUvG7w+vlyRckd+2H42dFJfBULjHgn5y9N0svWXpYYMgL6EUZRmrcXNk/KQGGI84FpZcdB9LH9PdRdhTER7Ibb7UdaatIqZhoclgAyE5ZJfq1HL6u/tFQI6+FgUcEt9c39bdtBijUYPJGP+29jItiubdYhLgGiDhJFhqePIQu1IE5w3BlfCbrh8q39Zd35kxUifJhABa9v+uNeccImBgNKCMJBtp3vGneqhEC81C1VlbRd81X9KeCFm9UorKb4D/t09u46eeYrEgEqC6Y6DpRrE+uf4DbwyBVP6a2h78H8ueblnHU2yK2sGleCDvVCgj4sWgdCBro2jo7/BWuVOC0Qw91CEaqt6/X8EekVpPE80LhgJL+PRvx2is4x2gWSBgIzNoWu/veKiCMYt304CaeB5/H/MesVqUlGxMMMLzeUmwvSj443kgQeBX4sCoB+9I+D2BUMrvkx0Zwh57H+HezlsX1MoM24ObuiCxNalII9ggreAS4pCntq6jN1IA7solUraZSJ4z38zfKJtYlWaNRYREevkxsKnapDrgnaARImNnJ24+tqaAC8mZEg1ZC53on/SfP1uXVcGOL0Tt+1NybipwJGDg0SAS4jjmme2a9ju/Z4jKkaFYi52aH9jfU1wTVlrOmEWX/C8y7erIpMqhB+AX4dEmTq04dVA+wkh6UPKYCB1H3/mfY9xM1vKPAMZCPMxzsCtkZTehAmAgIaxlxayXNOT+HEeoEEEXwR0yH5afsVyD10iP6Ibs/Ws0NKvDJaghQKAr4Uplvqv3NDn9dUbTz8zXdxyYn7Bfu5z4V5zQT4eX/gs0+2xk5dwhgiA7IStlOitYc488zYZ+DxXW6dx730Zfwt1qGC9Q9cgDPuw1RG0JZlNhx2AN4Q+k96r7MuS8JQWmTpyWWVwbX1jfxp2ZGL/RWwjuv062D22w5o4iECAj4Pakd6pfMnq7fATNDiCVxdv3Xyefxt3FWQ5SP0lZwDI2nK4bJwxiXKA9oKDkOinE8dE60kRyTWJVbxtQHzMfxB4u2VrSoooFANa3a66IZ42irKAaoI4j/ulsMSh6KEOWDOGU1VslHvrf/d4VWeVTBIrwgXw3/O84J9JiwCB7YH6jRmkU8IA5vcL4TB6UeJq23r7f9B55Gi2TpUtbwiK4j6/qqFpjF2BfoHJjECi/r9i40sJZC5kT2NpE3r+f5x6Z2rOUBQwGgsn5ZLBf6OXjceBHYGli3OgsL3H4J8G4itGTddnPnnyf1p732veUowyxQ3H5+zDXqXQjkCCyoCOirCeabsw3vIDXCkfS0FmXHjXfwp8Sm3kVAA1bhBq6k3GR6cXkMeChYCEificKrmc20QB0CbvSJ5kbHevf6x8qG7gVm03FRMP7bTIO6lqkVyDT4CHiEub8rYN2Zf+QSS4RvFibnZ3f0B9+2/TWNQ5uhW27yLLOKvJkv+DJ4CYh6mZw7SC1ur7rSF4RDhhZHUyf8d9QXG8WjU8XRhf8pXNPq01lLCEDYC2hhOYnbL70zz5FR8xQnVfTHTffj9+enKaXI4+/RoK9Q7QTq+tlW+FAoDihYmWf7B60ZD2ehziP6ddJ3N9fql+pnNvXuFAmR22943SZ7ExlzuGBYAbhQqVaq7+zuXz3BmNPc5b9XENfgR/xnQ4YC1DMyBj+hDViLPAmBWHF4BihJeTXqyHzDvxOxcwO+tZtnCPfVJ/2HX3YXFFySIQ/ZnXs7Vbmv2HNoC3gzGSXKoWypLumBTMOP5Xa28CfZF/3XarY61HWyW+/yba5bcCnPKIZIAag9eQY6irx+zr8hFjNgdWE25ofMJ/1XdUZeFJ6SdrArfcILq0nfWJoYCMgomPdKZGxUjpSQ/zMwZUr2zAe+R/v3jxZg1McioYBUzfYrxwnwSL7IALgkiOj6TowqbmoAx9MfxRP2sKe/l/nHmDaDBO9yzFB+XhrL44oSGMRYGYgRSNtKKRwAfk9QkCL+lPwmlGev5/a3oJaktQdi9xCoHk/sAKo0uNrIEzgeyL5KBBvmzhSAeBLM1NOmh0efZ/LHuDa1xS8DEcDSHnVsPnpIKOIYLdgNKKHp/4u9PemwT8KahLpmaVeN9/4HvxbGVUZTTGD8PptsXNpsWPpYKVgMSJZJ23uT/c7gFyJ3tJB2Wod7p/hXxTbmNW1DZtEmfsG8i+qBWRNoNbgMSItJt+t67ZQf/jJEVHXGOudoZ/HX2ob1lYPDkTFQ7vh8q5qnGS1oMwgNKHEJpNtSLXk/xQIgdFpmGndUV/p33xcERanzu2F7fx+cy9rNqTg4QSgOyGd5gks5vU5vm6H8JC5l+SdPV+In4uciVc+j1XGmH0cc/Lrk+VPoUEgBWG6ZYEsRjSOfcgHXVAGl5wc5Z+kH5dc/xdT0D0HA337tHhsNCWB4YDgEuFaJXtrprPjvSCGiE+RFxCcip+736AdMhfnEKPH7n5cdQBs1yY3oYRgI+E8pPfrCLN4/HiF8Y7Y1oGca99QH+VdYph4kQmImf8+NYptfWZwoctgOCDiJLaqrDKOu8/FWQ5eVi+byZ9g3+edkBjIEe5JBT/hNlZt5ibtIhYgECDK5HfqEPIk+yZEvw2hFZpbpB8t3+Zd+xkVklHJ8EBFNySuUeds4mRgK6C2o/tpt3F7+nyD440hlQIbet73X+GeIxmhEvSKW8EqN7TuwGfwIrYgCmClo4GpX3DTOdJDRkyflKbazh79X9meSBoqk1YLBwHQOEbvsag2YstgbOBX40poyXBreSeCqAvbVAianh6/n85eqlpxk/ZLsgJ3ONqwJaiAI2RgUuBNIxWodO+EOLyByAtU06caKl5+X/+eiZr2lFUMXMMeubBwnCkNI4DgvGAFouOn4i8d99FBZwqMUwLZ8545n+0e5hs5VPKMx0PHOkfxVSmdI+DgqWABorQnUW64tyXAhMoBUpvZeR3xH9efPxt5lU6NsURwOuDx0KowZARg2iAAokenAq4UNrr/4Yl0kfHY+12lX/5fFVv3lelOGwUZu7tyTuqGpKtgzmADIh2mte1w9c9/fQilkUUYul1Vn+GfaFwy1kIOw8XDvFezDysgJNXhBiAJIfbmKyzOtWP+l4gUkNWYNh0Cn8FfuFxr1tlPbEZuPPUzkiu8pQPhQaASYZKl4qxt9Li98UdB0GNXrlzr352fhNziF28P08cZPZQ0VywcJbUhQKAfIXGlXGvONA39SgbtT65XI5yRn7Zfjl0V18LQuoeEPnR03my+ZeohgyAvIRNlGCtvs2M8ogYXDzbWlVxz30tf1J1G2FTRIIhvftY1p+0j5mJhyWACoThklmrSsvj7+YV/DnzWBBwSX1zf1121WKTRhYka/7i2M62L5t3iEyAZoOAkVup3Mg77UETlTcBV79utnyrf1x3g2TLSKYmGAFy2wW53JxziYGA0IItkGindMaW6poQKDUFVWFtFXzVf014Jmb7SjEpxQMF3kO7k558isWASYLljn6lE8Tz5/ENtTIAU/ZrZnvwfzB5vWciTbgrcwac4Iq9VaCTixeBz4GrjZ6jucFT5UcLPTDxUIBqqXr9fwZ6SWlBTzsuHwk249e/IqK2jHeBY4F9jMihZb+14psIvy3ZTv5o3nn8f856yWpXUbcwywvU5SzC+qPmjeWBBoFci/2fGb0c4O4FPCu5THBnBXnsf4l7PWxkUy8zdQ516IjE26Ujj2KCt4BIij2e1LqF3UEDtCiPStZlH3jOfzV8pW1oVaE1HREY6+vGx6dtkOyCdoBBiYicl7jz2pMAKCZeSDFkLHeif9R8AW9iVww4xBO+7VTJvanDkYWDQ4BIiN6aYbZk2Ob9lyMkRoBiK3Znf2R9UHBSWXI6aBZm8MPLvasmkyuEH4Bchz+ZNbTa1Tn7AiHjQ8VgHXUef+d9k3E4W9A8ChkP8zjOxa2VlOCECYB+hqyXELJV04z4ah6ZQf9eAXTHflt+yXIUXSg/qhu69bPQ2K8QlqKFAoCthSWW9a/V0OD1zhtJPy5d2XJhfsJ+8nPmXnlBRh5n+DLT87GXl3KGCIDqhKmU4q1azjXzLxnxPFJbpHHufRp/DnWtYMND3iAU+7fVF7QpmVCHHYA1hDqT2avly4vwjRaTOm1ZYnBsfWN/HHZpYgVGcyPB/UHYQ7bHmjuIQYCOg9aR2al2yePt6RMuOH1XE2/cfJ9/HncaZD9IBCZuAM/aeLhxnDOJc4D0gn+Q4qcMxz3rQhHCNYRVuG0+fMx/Eni/ZXFKkSgcA2HdtLolnjmKs4BpgjWP9qWpxJromg5RM4FTUWySe+t/+XhaZ5tMGSvJBfjf+bzln0yLAYHsgfeNE6RNwvnl8AvaMHRR3mrZevt/0nnoaLxOnC12CJHiRb+voW2MXoF9gcaMO6L4v1vjRAldLl9PXmkRev5/nnpratRQGjAiCy7lmMGEo5qNyYEcgaKLbqCpvcDgmAbbK0BN02c8efF/XHvia+NSkzLMDc7n8sNjpdSOQoLJgIuKq55juyne6gNVKRlLPGZZeNd/DHxNbelUBjV1EHHqU8ZNpxqQyYKFgIGJ85wkuZXbPQHJJulImmRpd65/rnysbuZWdDccExbtu8hAqW6RXoNOgISIRpvstgbZkP46JLJG7GJsdnd/Qn3+b9hY2jnBFb7vKMs9q82SAYQngJWHpZm+tHvW4vumIXJENGFhdTF/yH1EccFaOzxkGGfynM1ErTmUsoQNgLSGD5iXsvTTNfkOHytCcF9JdN5+QH59cp9clT4EGxH1FdBUr7GVcYUCgN+FhZZ5sHPRifZzHNw/ol0kc3x+qn6pc3Re50ChHb33lNJtsTWXPYYFgBmFBpVkrvfO3fPVGYY9yVvycQt+BX/JdD1gM0M6IGr6F9WOs8WYGIcXgGCElJNZrIDMM/E0Fyk75lmzcI19Un/bdfxhd0XQIhj9oNe5tWCa/4c3gLaDLZJWqg/Ki+6QFMY4+VdnbwF9kX/gdq9js0diJcX/Ldrrtwac9YhlgBmD05BeqKTH5evqEVw2AVYPbmZ8wn/Xd1hl50nwJ3ICvtwmurid94migIqCho9vpkDFQOlCD+wzAVSrbL575X/BePVmE0x5KiAFU99pvHWfB4vtgAmCRY6KpOLCn+aYDHYx91E7awh7+X+eeYdoNk7+LM0H7OGzvj2hJIxGgZeBEI2voovAAOTtCfsu40++aUR6/n9teg1qUFB9L3kKieQEwQ+jTo2tgTKB6YvfoDu+ZeFBB3ssx002aHJ59n8ue4drYlL3MSQNKOddw+ykhY4igtyAz4oan/K7zN6UBPUpokuiZpN433/he/VsalRsNM0Pyum8xdOmyI+mgpSAwolfnbG5ONzmAWsndUkCZaZ3uX+HfFduaVbaNnUSb+wiyMSoGZE4g1qAwoivm3i3qNk6/9wkP0dYY6x2hn8ffaxvXlhDORoVFe+Oyr6qdZLXgy+Az4cLmke1G9eM/EkiAUWiYaR1RH+offVwSVqlO70XvvEAzcOs3pOFhBKA6oZymB6zlNTf+bMfvELhX4909H4jfjFyKlwBPl4aaPR4z9CuU5VAhQOAE4bllv6wEdIy9xkdb0AVXm1zlX6RfmBzAV5VQPscFPf10eew1JYKhgOASYVkleeulM+G9HsaGz4/XD5yKX7wfoN0zV+iQpYfwfl41AezYZjghhGAjYTuk9msHM3c8dsXwDteWgNxrn1Bf5h1jmHoRC0ibvz/1i+1+ZnFhy6A34OFktWqqcoz7zgVXjlzWLpvJX2Df6B2RWMmR8AkHP+L2V+3nZu3iFiAPoMokdmoPciM7JIS9TZ/VmZujny4f5t38GRcSU4nyQEb3Ji5TJ22iZGArILXj+im18Xn6esPhzSAVARt6Xvdf4l4kGaKS9kpdgSw3tm7Bp/DitmAKIKTjgGld8NF50ENEzJ5UpdrNnv1f2l5JWivTV8sIwdI4SG+y6Dciy6BsoFbjSSjHsGm5JYKmS9oUB5qdnr+fzt6rWnMT98u0Anj43HAm6IDjZKBSoExjFGhzL4J4uoHGi1OTphop3n5fwB7KmvgUVsxewyC5sjCdaQ3jgSC8IATi4mfgrxw3z0FlSorTAdny3jmf7Z7m2zqU9EzJQ8j6SXFWaZ3j4SCpYADisudP7rb3JACDCj/SWpl4nfEf198AG7rVUE2zRHH64nHSKjEkBKDZ4AAiRmcBLhJ2uP/fyXMR8Jj63aUf/p8WW/jV6s4cxRt7vTJQKoekq+DOYAKiHKa0bW81zX97SKQRQ9i5nVWf4d9pXDQWQ87FxcW8WXMQqyEk1mEGIAhh9aYprM01Yj6VyBMQ1Fg1XQJfwZ+5HG0W2w9uBnA89vOTa72lBGFBoBHhkaXhLGw0tv3vh0BQYhetnOufnd+FnONXcI/Vhxr9lfRYrB0lteFAoB5hcKVa68x0C/1IRuvPrRci3JFftp+PHRcXxFC8R4X+djTf7L9l6qGDIC6hEmUW623zYTygRhVPNZaUnHNfS5/VXUgYVlEiSHE+1/WpbSTmYuHJYAIhN2SVKtEy9vv3xX1Oe5YDXBIfXR/YHbZYplGHSRy/unY1LY0m3qITIBlg32RVqnWyDTtOhOON/xWu260fKx/XneHZNFIrSYfAXnbC7ngnHaJgoDPgimQYqduxo/qkxAiNQBVXW0TfNV/T3gqZgFLOCnNAwzeSbuYnn+KxoBHguKOeKUNxOzn6g2vMvpS82tke/F/MnnCZyhNvyt6BqPgkL1aoJaLGIHOgaeNmaOywUzlPws2MOtQfGqmev1/CHpNaUdPQS4mCT7j3r8normMeIFigXqMw6Ffv67ilAi4LdNO+mjbefx/0HrNal1RvjDSC9vlM8L/o+qN54EFgVmL+Z8SvRTg5wU1K7NMa2cDeex/intBbGpTNjN8Dnzoj8ThpSePY4K2gEWKOZ7Oun7dOgOtKIlK0WUdeM5/N3ypbW1VpzUlESDr8cbNp3GQ7oJ1gD+Jg5yQuOzajAAhJlhILGQpd6F/1XwFb2dXEzjLE8XtW8nCqceRh4NDgEWI2ppbtl3Y3/2QIx5GfGIodmZ/Zn1UcFdZeDpwFm3wysvCqyqTLYQfgFqHO5kvtNTVMfv7INxDwGAadR1/6H2WcT1b1zwSGRfzP87LrZmU4oQJgHyGqJcKsk7ThPhjHpNB+l7+c8Z+XH7MchldLz+xG8L1udDdrxSWpIUCgKuFIZbvr87Q2PXHG0I/KV3WcmB+w371c+tegEFNHm74OdP5sZuXdIYIgOiEpZTcrVTOLfMoGes8TVuhcex9Gn8RdbFgyUPlIBv7vtUdtC6ZUocegDOENpPTq97LhPCGFow6Z1lecGp9ZH8fdm1iC0Z6I8j9SNhJtsyaPYhBgIyD05HTqW/J3O3iEyc4eFcQb9p8n38hdx5kRUgLJnUA1tp+uHWcNolzgPOCfJDdpwbHNus7Ebw1flW1bTx8zH8VeMRld0qYKCMDaN27uiqePIq0gGiCMo/xpaPEkuiSDkoze1NNbJB763/7eF5noUwgK9AF/9//vOqfT4sCgeqB9I0OpEfC8uXoC9MwblHaatd6/H/Vee1owk6jLX0ImOJLv7ShcIxfgXuBw4w2ovG/VOM9CVYuWU9aaQ96/n+gem9q2lAhMCkLNeWewYmjnY3KgRuBn4tpoKO9ueCQBtUrOk3PZzp58X9ee+Zr6VKaMtMN1uf5w2il145DgsiAiIqmnly7It7jA04pE0s4Zld4138NfFFt71QNNXwQeOpaxlKnHpDKgoSAfonvnB25jts1AcIm40iVZGZ3rn+vfLBu61Z6NyQTHu3ByEWpcZFgg06AgohCm+a2/9iJ/jMkrEboYml2dn9DfQJw3ljhOckVxe8vy0Or0ZIDhCaAk4ehmbi0dNbb+58hbEQvYV51MX/JfUhxxlpBPGsYbvKjzUmtPZS0hA2AsYYLmJGy7tMu+QcfJEJrX0Z03X5BfoBypFybPgsbGfUc0FmvtZVzhQKA3YWAlnSwbNGB9mwc1j+dXSBzen6rfqxzeF7uQKgdxfeb0nKxOZdAhgWAF4UClV+u8M7W884ZgD3EW+5xCn4Gf8x0QmA5Q0Egcfoe1ZSzyZgahxeAX4SQk1Osecws8S0XIzvhWa9wjH1Tf951AGJ9RdciH/2n17+1ZJoCiDeAtIMpklGqCcqE7okUvzjzV2Rv/3ySf+J2tGO5R2klzf802vG3C5z3iGaAF4PPkFionsfd6+MRVTb8VQxuZXzDf9p3XWXtSfcneQLF3Cy6vZ36iaKAiYKCj2mmOcU56TsP5TP7U6dsvHvlf8R4+mYZTIAqJwVa32+8ep8Ki+2ACIJBjoWk28KY5pEMcDHxUTdrBnv5f6B5i2g8TgQt1Afz4bm+QqEnjEeBloENjaqihMD54+YJ9C7eT7ppQnr+f296EWpWUIQvgAqQ5AvBFKNRja6BMYHmi9qgNL5d4ToHdCzBTTJocHn2fzB7i2tnUv4xKw0v52PD8aSIjiSC24DMihWf7LvF3o0E7imcS55mkHjef+N7+WxwVHI01A/R6cPF2KbMj6iCk4C/iVqdq7kx3N8BZCdvSf5ko3e5f4l8Wm5uVuE2fBJ27CjIyagckTmDWoC/iKubcreh2TL/1SQ5R1NjqXaFfyB9r29jWEo5IRUd75XKxKp5ktmDL4DNhweaQbUU14X8QiL7RJ1hoXVDf6l9+HBOWqw7xRfF8QfNyKzik4eEEoDohm6YGbON1Nf5rB+1QtxfjHTzfiV+NHIvXAc+ZRpw9H/P1q5XlUKFA4AQhuGW+bAK0iv3ER1oQBBeanOUfpJ+Y3MGXltAAx0b9/zR7bDYlgyGA4BHhV+V4q6Nz3/0dBoUPjpcO3InfvF+hnTSX6hCnR/I+X/UDLNlmOOGEYCLhOqT1KwVzdXx1Be5O1la/3CsfUF/m3WTYe5ENCJ1/AbXNbX9mceHLoDdg4GSz6qjyizvMBVXOW5Yt28jfYR/o3ZJYyxHxyQj/5LZZbehm7mIWYA9gySR1Kg2yIXsixLvNnlWYm6MfLh/nnf1ZGJJVSfQASLcnrlRnbmJkoCrgtOP46bQxeDp4w+ANHtUAW3ne95/i3iUZpBL4Cl9BLfe37sLn8aK2YAngo+O/KRxwz7nOg0MMnNSk2s0e/V/a3kpaLVNZSwrB0/hJ77QoOCLL4GxgViNH6MYwZ/kjwqSL2JQGWpzev5/PXqyadJP5i7XCerjd8CgogaNk4FJgS6MTKHGvgLi4wcTLUhOlGilefl/Ansua+VRYjGCDInmzsJ6pDqOBYLvgBCLhJ98vGnfNgWOKiVMA2fJeOZ/uHufbPBT2DMsDyrpLMVfpnuPhoKkgACKx505utTciQIFKPlJZmXfd8R/YXwEbvFVSDbUEc7rkMdNqMiQFINngP2IFZz+t0La3P94JcVHvmPodpN//Hxcb+hXsjh6FHXu+8lGqiKSsIM4gAeIbprLtbXXLv3mIopFCmLjdVV/iX2ocNZZFTseFx3xa8xIrIiTW4QYgB+H0pigsy3VgfpQIEZDTGDSdAh/CH7ncblbcj2/Gcfz4s5TrvqUE4UGgESGQpd+sanS1Pe3HftAg16zc61+eH4ac5JdyD9dHHL2XtFosHiW2YUCgHeFvpVlryrQKPUaG6g+r1yHckR+234/dGFfF0L4Hh/539OFsgKYrIYNgLiERZRVrbHNffJ6GE880VpPccx9L39YdSVhX0SQIcz7ZdartJeZjocmgAeE2ZJOqz3L1O/YFe856FgJcEZ9dX9jdt5in0YkJHn+8NjatjibfIhNgGODeZFRqc/ILe0zE4g39la3brN8rH9hd4xk10i0JiYBgNsRueWceYmDgM2CJZBdp2fGh+qMEBs1+lRZbRF81n9SeC9mB0s/KdQDE95Qu5yegorGgEaC3o5zpQbE5efjDagy9VLva2J78X81ecZnLk3GK4EGquCWvV+gmYsZgcyBpI2Uo6zBROU4Cy8w5lB4aqR6/X8KelJpTU9ILi4JRePkvyyivIx5gWGBdoy+oVi/p+KMCLEtzk71aNl5/H/SetFqY1HFMNkL4+U5wgSk7Y3ogQSBVov0nwy9DeDgBS4rrUxnZwB57H+Me0Vsb1M8M4MOg+iVxOalKo9lgrWAQoo0nse6d90yA6Yog0rNZRp4zX85fK1tc1WuNSwRJ+v4xtKndJDvgnWAPIl/nIq45dqFABomUkgoZCZ3oX/XfAhvbVcZONITze1hycipy5GIg0KAQ4jVmlW2VtjY/YkjGEZ3YiV2Zn9nfVdwXVl/OncWdPDQy8irLpMvhB6AV4c3mSm0zdUq+/Qg1kO7YBd1HH/pfZlxQ1vdPBkZHvNFztGtnZTkhAmAeYaklwWySNN9+FsejUH1XvtzxX5efs9yHl01P7gbyfXA0OOvGJamhQKAqYUdlumvyNDR9cAbPD8kXdNyX37Efvhz8F6GQVQedfhA0/6xn5d3hgmA5oShlNetTc4m8yEZ5DxIW51x630bfxR1tmDPQ+wgIvvF1SK0MplVhx6AMYQyk86r2Mt88H8WhjpiWVtwaX1lfyJ2cmIRRoEj0P1P2E+20JpAiEKAioPPkc6paMnU7doTIDhyVwxv2XygfyN3I2RLSBImfQDd2oS4epw5iXSA8YJ4kNin/8Yv6zQRtTV5VbFtO3zNfxd4yGV9Sp8oKgNv3cG6L54/irSAZoIuj+ulnMSL6IsORDN1U0lsjnvrf/54YmenTCcr2AUG4AW97p9SiwOB6YHwjQmkQMLq5eELzDBpUdZq1Hr8f9d58WjHTqothAig4lG/uaFzjGCBeoHAjDGi679M4zYJUC5TT1ZpDXr+f6J6dGrgUCgwMAs95aXBjqOgjcuBGoGci2Sgnb2y4IkGzis0TctnN3nxf2B76mvvUqEy2w3d5//DbqXbjkSCx4CFiqKeVrsb3twDRykNSzNmVHjWfw98VW30VBQ1hBCA6mDGV6cikMyCg4B8ieqcF7mH2y4BuybdSJFkZHetf7F8s27wVoE3KxMl7cjIS6l1kWGDTYB/iD2b4Lb42IH+LCSmRuNiZnZ1f0V9BXDjWOg50BXM7zbLSKvVkgWEJoCQh5yZsrRt1tT7mCFmRCphW3Uwf8t9S3HLWkg8chh18qnNT61BlLaEDYCvhgaYi7Ln0yb5AB8eQmZfQnTcfkJ+hHKqXKE+Ehsg9SPQX6+5lXWFAoDbhXyWbrBl0Xr2ZRzPP5hdHXN5fqx+sHN9XvRArx3M96HSeLE9l0KGBoAVhf6UWa7pzs/zxxl5Pb9b63EJfgd/z3RHYD9DSCB5+iXVmrPNmByHF4BdhIyTTqxzzCXxJhccO9tZrHCKfVR/4HUFYoNF3iIm/a7XxbVpmgWIOICygyaSS6oCynzughS5OO5XYG/+fJN/5Xa5Y79HcCXU/zva97cQnPqIZoAWg8yQU6iXx9br3BFPNvdVCG5jfMN/3HdhZfNJ/ieBAszcMrrCnf2Jo4CHgn+PZKYzxTLpNA/fM/ZTo2y6e+V/xnj+Zh5MhyouBWLfdbx/nw2L7oAHgj6OgKTVwpHmigxpMetRM2sEe/l/onmPaEFOCy3bB/vhv75HoSqMSIGUgQqNpaJ+wPLj3wnuLthPtmk/ev5/cXoValxQiy+HCpfkEcEZo1WNr4EwgeOL1aAuvlbhMgdtLLtNLWhtefV/MnuPa21SBTIyDTbnasP2pIyOJYLagMmKEJ/mu77ehQTnKZZLmWaOeN5/5Xv8bHVUeTTbD9jpycXdptCPqYKTgLyJVp2luSrc2AFdJ2lJ+WShd7l/inxebnRW6DaDEn3sL8jOqCCRO4NZgLyIpptst5rZK//OJDNHTmOmdoV/In2zb2hYUDkpFSTvm8rJqn2S24MugMqHApo7tQ7Xffw7IvVEmGGedUJ/q338cFNasjvMF83xDs3OrOaTiYQSgOWGapgTs4bU0PmlH69C11+JdPJ+Jn44cjRcDT5sGnf0hs/crluVRYUDgA6G3ZbzsATSI/cKHWJAC15nc5N+k35ncwteYkAKHSP3A9LysNyWDoYDgEWFW5XcrobPePRtGg4+NVw4ciZ+8n6JdNdfr0KkH8/5htQSs2mY5YYSgImE5pPOrA7NzfHMF7M7VFr8cKt9Qn+edZhh9EQ7In38Ddc7tQKayocugNuDfZLKqpzKJe8pFVE5aVizbyJ9hX+mdk5jMkfOJCr/mdlrt6abvIhZgDuDIJHPqDDIfuyEEug2dFZebop8uH+gd/lkaElcJ9cBKdykuVWdvImTgKmC0I/epsrF2encD3o0dVT9bOV73n+OeJlmlkvnKYUEvt7luxCfyYragCWCjI72pGrDN+czDQUybVKPazJ79X9teS1ou01sLDIHVuEuvtWg44swga+BVY0aoxHBl+SICosvXFAVanF6/n8/erZp10/tLt4J8eN9wKWiCo2UgUiBK4xHocC+++HcBwwtQk6QaKN5+X8EezJr61FoMYkMkObUwn+kPo4Hgu6ADYt/n3a8Yt8vBYcqH0z+ZsZ45X+6e6Ns9VPeMzMPMekyxWSmfo+HgqOA/YnCnTO6zdyBAv4n80lhZd13w39jfAhu9lVONtsR1uuXx1KozJAWg2aA+ogQnPi3O9rV/3Elv0e5Y+V2k3/9fGBv7Ve4OIEUfO4BykuqJZKygziABYhpmsW1rtcn/d8ihEUGYuF1VH+Kfaxw21kcOyUXJPFyzE2si5NchBeAHYfOmJuzJtV5+kkgQENHYM90B38Jfutxvlt5PcYZzvPpzlmu/pQVhQaAQoY+l3mxotLN968d9UB+XrBzrH55fh1zl13PP2QcefZl0W2wfJbbhQKAdYW6lV+vI9Ah9RMboj6qXIRyQn7cfkJ0Zl8eQgAfJvnm04uyBpivhg2AtoRBlE+tqs128nMYSDzMWktxy30wf1t1KmFlRJch0/ts1rG0nJmQhyaABYTVkkmrNsvN79AV6DnjWAZwRX11f2Z242KlRiskgf732OC2PZt/iE2AYYN1kUupyMgl7SsTgTfxVrRusXytf2R3kWTdSLsmLgGH2xe56px7iYOAzIIikFinYcaA6oQQFDX1VFVtD3zWf1R4M2YNS0Yp2wMa3la7oZ6FiseARYLbjm6lAMTd59sNoTLvUutrYHvxfzd5ymc0Tc0riAax4Jy9ZKCcixqBy4GhjY+jpcE95TELKTDgUHRqonr+fw16VmlTT08uNQlM4+q/MaK/jHqBYIFzjLmhUr+g4oUIqi3ITvFo13n8f9R61WpoUcww4Avq5UDCCaTwjemBA4FTi++fBr0G4NgFJyunTGNn/njrf457SWx1U0Mziw6L6JzE66Uuj2aCtIA/ii+ewbpw3SsDnyh+SsllGHjNfzp8sW14VbQ1MxEu6//G16d4kPGCdIA5iXqchLje2n0AEyZMSCNkJHegf9l8DG9yVyA42hPU7WjJzanPkYqDQoBAiNGaT7ZP2ND9giMSRnJiInZlf2l9W3BiWYU6fhZ88NfLzasykzGEHoBVhzKZI7TG1SP77SDQQ7dgFHUbf+t9nXFIW+Q8IBkl80zO1q2hlOaECYB3hqCX/7FB03b4VB6GQfBe+HPEfl9+0nIjXTw/vxvQ9cfQ6a8clqmFAoCnhRmW46/B0Mr1uBs2Px9dz3JefsV++3P0XoxBWx59+EfTBLKjl3mGCYDkhJ2U0a1Gzh/zGRnePENbmnHqfRx/FnW7YNZD8yAq+8zVKLQ2mVeHHoAvhC6TyKvRy3XwdxZ/Ol1ZV3BnfWZ/JXZ3YhdGiCPX/VbYVbbVmkOIQoCIg8uRyKliyc3t0xMaOG1XCW/XfKF/JncnZFFIGSaEAOTairh/nDyJdYDwgnWQ0qf5xifrLBGuNXNVrW05fM1/GnjNZYNKpigyA3fdx7oznkKKtYBlgiuP5qWWxITohA49M3BTRWyNe+x/AHlnZ6xMLivfBQ3gDL3zn1WLBIHoge2NBKQ6wuPl2gvGMGNR0mrSevx/2Xn1aM1OsS2MCKfiWL++oXaMYYF5gb2MLKLlv0XjLglJLk1PUmkLev1/pHp4auVQLzA4C0Tlq8GTo6SNzIEZgZmLX6CXvavgggbHKy9Nxmc1efF/Ynvua/RSpzLiDeTnBsRzpd6ORoLHgIKKnZ5QuxPe1ANAKQdLL2ZSeNZ/EXxZbfpUGjWLEIfqZ8ZdpyWQzYKDgHmJ5ZwRuYDbJwG0JtdIjGRhd6x/s3y3bvZWhzcyEyztz8hQqXmRY4NNgH2IOZvatvHYev4lJJ9G3mJjdnV/Rn0JcOhY7jnXFdPvPMtOq9mSBoQmgI6HmJmstGbWzPuRIWBEJWFYdS9/zH1OcdBaTjx6GH3ysM1VrUWUuIQNgK2GApiGsuDTH/n5HhhCYV8/dNt+Q36Hcq9cqD4ZGyf1KdBlr72Vd4UCgNmFeJZosF/Rc/ZeHMk/k10ac3h+rX6zc4Je+kC2HdP3qNJ+sUKXRIYGgBOF+pRTruPOx/PAGXM9ulvocQh+CH/SdExgRkNPIID6LNWgs9KYH4cYgFuEiJNIrGzMHfEeFxY71lmocIl9VX/jdQpiiUXlIi79tdfLtW2aB4g4gLCDIpJGqvvJde57FLI46Vddb/x8k3/odr1jxUd3Jdv/Qtr9txSc/YhngBSDyJBOqJHHz+vVEUg28VUEbmF8xH/fd2Vl+UkFKIgC09w4usadAIqkgIaCe49fpizFK+ksD9gz8FOgbLh75n/JeAJnJEyOKjYFad97vISfEIvvgAWCOo56pM7CieaDDGIx5lEvawJ7+X+leZRoR04SLeIHAuLGvkyhLYxJgZOBB42gonjA6+PXCecu0k+yaT16/n9zehlqYVCRL48KnuQXwR6jWI2wgS+B4IvQoCi+T+ErB2Ystk0paGt59X80e5Nrc1ILMjkNPedww/ukj44mgtqAxooLn9+7t95+BOApkEuVZot43n/newBte1SANOMP4OnQxeKm04+qgpKAuYlRnZ+5I9zQAVYnY0n1ZJ53uH+MfGJueVbuNooShOw2yNSoJJE9g1mAuoiim2a3k9kk/8ckLUdKY6N2hH8jfbdvblhXOTAVK++iys+qgZLdgy6AyIf+mTW1B9d2/DQi70STYZt1Qn+sff9wWVq5O9MX1PEUzdOs6pOLhBGA44ZlmA2zf9TJ+Z4fqULSX4Z08X4nfjtyOVwUPnMafvSMz+GuX5VHhQOADIbYlu2w/dEc9wMdXEAGXmRzkn6UfmpzEF5oQBEdKvcK0viw4JYQhgOAQ4VXldauf89w9GYaBz4wXDVyJX7zfox021+1Qqsf1/mM1BizbpjohhKAh4Tik8msB83G8cUXrDtPWvhwqn1Df6F1nWH7REIihPwU10G1BprMhy+A2YN5ksSqlcod7yIVSjlkWLBvIH2Ff6l2U2M4R9UkMv+g2XG3qpu/iFqAOYMdkcmoKch27HwS4jZvVltuiXy5f6N3/mRuSWMn3gEw3Kq5Wp2/iZOAqILMj9imw8XS6dUPczRwVPls43vef5B4nWacS+4pjATF3uu7FJ/MituAJIKJjvGkZMMw5ysN/zFoUotrMHv2f3B5MWjBTXMsOQdd4TS+2qDmizGBroFSjRSjC8GQ5IEKhC9XUBFqb3r+f0F6umndT/Qu5Qn444TAqqINjZWBR4EojEKhur704dQHBS08TotooHn5fwZ7NmvxUW8xkQyX5tvChKRBjgiC7YAKi3qfb7xb3ygFgCoZTPpmxHjlf7x7p2z7U+UzOg856TnFaaaCj4mCooD6ib2dLbrG3HoC9yftSV1l2nfDf2V8C278VVU24hHd653HWKjPkBeDZoD4iAuc8rc02s3/aiW5R7Rj43aSf/98Y2/zV784iBSD7gjKUKopkrSDN4ACiGWav7Wn1x/92CJ9RQFi3nVTf4x9r3DgWSI7LBcr8XnMU6yPk16EF4Aah8mYlbMf1XL6QiA6Q0JgzHQGfwp+7nHDW389zRnV8+/OXq4ClReFBYBAhjqXc7Gb0sX3qB3uQHlerXOrfnp+IHOcXdU/bByB9mzRc7CAlt2FAoBzhbaVWq8c0Bn1DBucPqVcgXJBft1+RXRrXyRCBx8t+e3TkbIKmLGGDYC0hD2USq2jzW/ybBhCPMdaSHHJfTB/XXUuYWtEniHa+3PWt7SgmZOHJoADhNGSQ6swy8XvyRXiOd5YAnBDfXZ/aXbnYqtGMiSI/v7Y5rZCm4KIToBgg3KRRqnCyB7tJBN7N+tWsG6wfK1/ZneVZONIwiY1AY7bHbnunH6JhIDKgh6QUqdaxnnqfRAONe9UUm0OfNd/V3g4ZhNLTSnjAyHeXLumnoiKyIBDgteOaaX5w9bn1A2aMulS52tee/F/OnnPZzpN1CuQBrjgo71poJ+LG4HKgZ2NiaOfwTblKgsiMNpQcGqgev5/D3paaVhPVi48CVPj8b82osOMe4FfgXCMtKFMv5nifgikLcJO7WjVefx/1nrZam5R0zDoC/HlRsIOpPSN6oECgVCL6p8Avf/f0QUgK6FMXmf8eOt/kHtNbHtTSjOSDpLoosTwpTGPZ4K0gDyKKp67umndJAOYKHhKxGUVeM1/PHy0bX5VuzU6ETXrBcfcp3yQ84JzgDaJdpx+uNfadgAMJkZIHmQhd59/2nwQb3dXJzjhE9vtbsnTqdKRjINBgD6IzJpJtknYyf17IwxGbmIfdmR/an1ecGdZjDqFFoPw3svTqzaTM4QegFKHLpkdtL/VHPvmIMpDsmARdRt/7H2gcU1b6jwnGS3zU87craWU6IQIgHWGm5f5sTrTb/hNHoBB6171c8N+YH7WcihdQj/GG9j1ztDuryCWq4UCgKSFFJber7rQwvWxGy8/Gl3Mcl1+xn7+c/lek0FiHoT4TtMKsqiXe4YJgOKEmZTMrT/OF/MSGdc8PluWceh9HX8ZdcBg3EP6IDH709UutDuZWocfgC2EKpPCq8rLbvBwFnk6WFlUcGZ9Zn8odntiHUaPI979XdhbttmaRYhDgIeDyJHDqVvJxu3MExM4aFcFb9V8oX8pdyxkV0ggJosA69qQuIOcPol1gO6CcZDNp/LGIOslEag1blWpbTd8zn8ceNFliUqtKDkDft3NujieRYq2gGOCJ4/hpY/Efeh9DjYzalNCbIt77H8DeWtnskw0K+YFFOASvfifWIsFgeeB6o3/ozPC3OXSC78wXlHOatB6/H/beflo0064LZMIruJev8OheYxigXiBuYwnot6/PuMnCUIuSE9OaQh6/X+menxq61A2MD8LS+WywZijp43OgRiBlotaoJC9pOB6BsArKU3CZzN58X9ke/Jr+lKuMukN6+cMxHil4Y5HgsaAf4qYnkq7DN7NAzkpAUsrZk941X8TfF1t/1QhNZIQjuptxmKnKZDPgoKAdonhnAu5edsfAa0m0UiIZF93rH+0fLtu+1aONzkTM+3VyFapfJFlg0yAeog0m9S26thz/h4kmUbaYmB2dH9IfQ1w7Vj1Od4V2+9Dy1Or3ZIIhCWAi4eTmaa0X9bF+4ohWUQhYVV1Ln/NfVJx1lpVPIEYhPK3zVqtSZS6hAyAqob+l4Cy2dMY+fIeEkJcXzx02n5FfopytFyuPiAbL/Uw0GqvwZV5hQKA14V0lmKwWNFr9lccwz+OXRdzd36ufrZzh14BQb0d2/ev0oSxRpdGhgaAEYX2lE6u3M7A87gZbD20W+RxBn4Jf9V0UGBMQ1Ygh/oz1aaz1pghhxiAWYSEk0KsZcwW8RcXDzvRWaVwh31Vf+Z1D2KPRewiNf2819C1cpoKiDiAr4MekkGq9clu7nMUrDjjV1lv+nyUf+p2wmPLR34l4/9J2gO4GZwAiWeAEoPFkEioisfI680RQjbsVQBuX3zEf+F3amX/SQwojwLa3D+6y50DiqWAhIJ4j1qmJsUk6SUP0TPrU5xst3vmf8t4B2cqTJUqPQVw34G8iJ8Ti/CABII3jnWkyMKC5nsMWzHgUStrAHv5f6d5mGhNThkt6gcJ4sy+UKExjEqBkoEDjZuiccDk49AJ4C7MT65pO3r+f3V6HWpnUJgvlgql5B7BI6NbjbKBLoHdi8ugIr5I4SQHXyywTSVoaXn1fzZ7l2t4UhIyQQ1F53bDAKWSjiiC2YDDigaf2buw3ncE2SmKS5BmiXjdf+l7BG2AVIY06g/n6dbF6KbXj6yCkYC2iUydmbkc3MkBTyddSfBkm3e4f458ZW5+VvU2khKM7DzI2agnkT6DWIC3iJ2bYLeM2Rz/wCQnR0VjoXaDfyV9um9zWF05NxUy76nK1KqEkt6DLoDFh/mZL7UA12/8LSLpRI9hmHVBf659A3FeWr872hfb8RvN2azuk42EEYDhhmGYB7N41MH5lh+jQs1fg3Twfih+PnI+XBo+exqG9JPP565jlUmFA4AKhtSW57D20RX3/BxVQAFeYXORfpV+bXMVXm5AGB0x9xHS/rDllhKGA4BBhVOV0a55z2n0XhoBPipcMXIkfvR+j3TgX7tCsh/e+ZPUHrNymOqGEoCFhN6Tw6wBzb/xvhemO0la9XCofUR/pHWhYQFFSSKL/BvXR7ULms+HL4DYg3WSv6qPyhbvGxVEOV5YrG8ffYZ/q3ZXYz5H3CQ5/6fZd7evm8GIWoA4gxmRxKgiyG/sdRLbNmlWV26HfLl/pncCZXRJaifmATfcsblfncGJlICmgsmP06a9xcvpzg9sNGpU9Wzie99/kniiZqJL9SmTBMze8rsZn86K3IAjgoWO7KRdwyjnJA34MWJSh2sue/Z/cnk2aMdNeixAB2ThOr7foOmLMoGtgU6ND6MFwYnkeQp+L1FQDWptev5/RHq+aeNP+y7tCQDkisCvohCNl4FGgSSMPaGzvu3hzQf+LDZOh2ieefl/CHs6a/ZRdjGYDJ7m4cKJpESOCYLtgAeLdZ9pvFTfIAV6KhNM9mbBeOV/vnurbABU7DNCD0DpP8VupoWPioKigPiJuZ0mur/ccwLwJ+dJWGXXd8J/ZnwPbgFWXDbqEeTrpMddqNOQGYNlgPWIB5zsty3axv9jJbNHsGPgdpJ/AX1nb/hXxTiQFIruD8pWqi2StoM3gACIYJq5taDXGP3RIndF/GHbdVN/jX2ycOVZKTszFzPxgMxYrJOTYIQXgBiHxZiPsxjVa/o7IDNDPWDJdAV/C37xcchbhj3VGd3z9s5krgaVGYUFgD6GNZdtsZTSvvehHehAdF6qc6p+fH4jc6Fd3D9zHIj2ctF5sISW34UCgHGFsZVUrxbQEvUEG5U+oFx9ckB+3n5IdHBfKkIOHzX59NOXsg+Ys4YNgLKEOZRErZzNZ/JlGDs8wVpEcch9MX9gdTNhckSlIeL7eta9tKWZlYcngAGEzpI+qynLvu/CFds52Vj/b0J9d39rduxisUY5JI/+BdnstkabhIhOgF6DbpFAqbvIF+0dE3Q35lasbq58rn9pd5pk6UjJJjwBldsjufOcgYmEgMmCG5BNp1TGcup2EAc16lRObQx8139ZeDxmGEtUKeoDKN5iu6uei4rJgEKC1I5kpfPDz+fNDZQy5FLja1x78X88edNnQE3bK5cGv+CpvW2gooscgcmBmo2Eo5nBL+UiCxsw1VBsap56/n8Rel5pXk9dLkQJWuP3vzuixox8gV6BbYywoUW/kuJ2CJ0tvE7paNN5+3/Yet1qdFHZMO8L+OVMwhOk943sgQGBTYvln/m8+N/KBRkrm0xaZ/l463+Se1FsgFNQM5kOmeipxPWlNY9pgrOAOoomnrW6Yt0cA5EockrAZRN4zH8+fLhtg1XCNUIRPesMx+Knf5D0gnOANIlxnHi40NpvAAUmQEgaZB53n3/cfBNvfVctOOgT4u11ydip1pGNg0GAO4jImkO2QtjC/XQjBUZpYh12Y39sfWJwbFmSOo0WivDky9irOZM1hB2AUIcqmRe0uNUU+98gw0OtYA51Gn/tfaRxUlvxPC4ZNPNazuKtqZTqhAiAcoaXl/OxM9Nn+EYeekHmXvJzwn5hftlyLV1IP80b3/XV0PSvJZathQKAooUQltivs9C79aobKT8VXclyW37HfgF0/l6ZQWkei/hV0xCyrJd+hgmA4ISVlMatOc4Q8wsZ0Tw5W5Nx530efxx1xWDiQwIhOPva1TS0P5lchx+ALIQmk72rxMtn8GkWcjpSWVBwZH1nfyt2gGIkRpYj5v1k2GG23ppIiEOAhYPEkb2pVMm/7cUTDThiVwFv1Hyifyt3MGRdSCcmkwDy2pa4iJxBiXaA7IJtkMin68YZ6x4RoTVoVaZtNXzOfx941WWPSrMoQAOF3dO6PZ5IireAYoIkj9ylicR26HUOLzNlUz5siXvsfwV5b2e4TDsr7gUb4Bi9/Z9ciwaB5YHnjfqjLcLV5csLuDBYUcpqznr8f955/WjZTr4tmgi14mS/yKF8jGOBd4G2jCKi2L834yAJOy5CT0ppBnr9f6h6gGrxUDwwRgtS5bjBnaOqjc+BF4GTi1agir2c4HMGuSsjTb5nMHnwf2V79mv/UrUy8Q3y5xPEfaXljkmCxYB8ipOeRLsF3sYDMin7SiZmTXjVfxV8YG0FVSg1mhCV6nTGZ6cskNCCgYBzidycBbly2xgBpibLSINkXHerf7Z8vm4AV5U3QRM77dzIW6mAkWaDTIB3iDCbzrbj2Gv+FySTRtViXnZzf0l9EHDzWPs55RXi70rLWavgkgqEJYCJh4+ZoLRY1r77gyFTRBxhUnUtf899VXHbWls8iBiL8r7NYK1NlLyEDICohvqXerLS0xH56x4LQlhfOXTZfkZ+jnK5XLU+KBs29TfQcK/GlXuFAoDVhXCWXbBR0WT2UBy8P4ldFHN2fq9+uXOMXgdBxB3i97bSibFKl0mGBoAPhfKUSK7VzrnzsRlmPa9b4XEFfgp/2HRVYFJDXiCP+jrVrLPamCSHGIBXhICTPaxfzA/xEBcJO8xZoXCGfVZ/6XUTYpVF8yI8/cPX1rV2mgyIOYCtgxqSO6ruyWfubBSlON5XVW/5fJR/7XbGY9FHhSXq/1DaCrgdnAKJaIARg8GQQ6iDx8DrxhE7NuZV/W1efMR/5HduZQVKEyiXAuHcRbrQnQaKpYCDgnSPVaYfxRzpHg/LM+VTmGy1e+Z/zXgLZzBMnCpEBXffiLyNnxaL8YADgjSOcKTCwnvmdAxVMdtRJ2v+evl/qXmcaFNOIC3xBxDi0r5VoTSMS4GRgQCNlqJrwNzjyQnZLsdPqmk5ev5/d3oham1Qny+dCqzkJMEoo16Ns4EtgdqLx6AbvkHhHQdYLKpNIWhmefV/OHuba35SGTJIDUznfcMFpZaOKYLYgMCKAp/Tu6nebwTTKYVLjGaGeN1/63sIbYZUjTTxD+7p3cXtptqPrYKRgLSJSJ2SuRXcwgFIJ1dJ7GSZd7d/j3xpboRW/DaZEpPsQ8jeqCuRQINYgLSImZtat4XZFf+5JCBHQWOedoN/Jn2+b3hYZDk+FTrvr8raqoiS4IMtgMOH9ZkptfnWZ/wmIuJEimGVdUB/r30GcWNaxTvhF+PxIs3erPKTj4QRgN6GXZgBs3HUuvmPH5xCyF+AdO9+Kn5BckNcIT6CGo30ms/trmeVS4UDgAiG0JbisO/RDff1HE9A/F1dc5B+ln5wcxpedUAfHTn3F9IEsemWFYYEgD6FT5XLrnLPYvRXGvs9JVwuciJ+9H6SdOVfwUK5H+X5mtQks3aY7IYSgIOE2pO9rPrMt/G3F587RFrycKd9RX+ndaZhB0VQIpP8ItdMtQ+a0YcvgNaDcpK5qojKD+8UFT05WVipbx19hn+udlxjREfjJED/rtl9t7SbxIhbgDaDFZG/qBzIaOxuEtQ2ZFZTboV8un+odwdleklxJ+0BPty3uWOdxImVgKWCxY/OprbFw+nGD2Y0ZVTxbOB733+VeKZmqEv7KZsE0974ux6f0YrdgCGCgo7npFfDIecdDfExXVKDayx79n90eTpozE2BLEgHa+FAvuSg7IszgayBS40Ko/7AguRyCncvS1AJamt6/n9GesJp6U8BL/QJB+SRwLSiE42YgUWBIYw4oa2+5uHGB/csMU6DaJx5+X8Kez5r/FF9MZ8Mpebowo6kSI4LguyABItxn2O8Td8ZBXMqDUzxZr945H/Ae69sBlTyM0kPR+lGxXOmiY+LgqGA9Ym0nSC6uNxrAukn4UlUZdV3wn9ofBNuBlZiNvER6+uqx2Ko1pAag2WA8ogCnOa3Jtq//1wlrUerY912kX8CfWtv/VfMOJcUku4VyluqMZK3gzaA/YdcmrO1mtcR/coicUX3Ydh1Un+OfbZw61kvOzsXOvGGzF6sl5NihBeAFYfBmImzEdVj+jQgLUM5YMZ0BH8NfvVxzluMPdwZ5PP9zmquCpUbhQWAO4Yxl2exjdK395od4kBvXqZzqX59fiZzpl3iP3ocj/Z50X+wiJbhhQKAb4WtlU6vD9AL9f0ajz6bXHpyP37efkt0dF8xQhUfPPn705yyE5i2hg2AsIQ2lD+tls1g8l0YNTy8WkFxx30yf2N1OGF4RKwh6fuB1sO0qZmYhyeA/4PKkjirIsu377sV1DnTWPtvQH13f2528WK3RkAkl/4M2fK2S5uHiE+AXINqkTuptcgQ7RYTbTfhVqlurHyuf2x3nmTvSNAmRAGc2ym595yEiYWAx4IXkEinTcZr6m8QADXkVEptCnzXf1x4QGYeS1sp8QMv3mi7r56OisqAQILRjl6l7MPI58YNjTLeUt9rWnvyfz5512dFTeIrngbG4K+9cqClix2ByIGXjX+jksEo5RsLFDDPUGhqnHo=" 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<p>The energy novelty function remains roughly constant:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hop_length</span> <span class="o">=</span> <span class="mi">512</span>
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<span class="n">frame_length</span> <span class="o">=</span> <span class="mi">1024</span>
<span class="n">rmse</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">feature</span><span class="o">.</span><span class="n">rmse</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">frame_length</span><span class="o">=</span><span class="n">frame_length</span><span class="p">,</span> <span class="n">hop_length</span><span class="o">=</span><span class="n">hop_length</span><span class="p">)</span><span class="o">.</span><span class="n">flatten</span><span class="p">()</span>
<span class="n">rmse_diff</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">rmse</span><span class="p">)</span>
<span class="n">rmse_diff</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">diff</span><span class="p">(</span><span class="n">rmse</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">energy_novelty</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">max</span><span class="p">([</span><span class="n">numpy</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">rmse_diff</span><span class="p">),</span> <span class="n">rmse_diff</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frames</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">rmse</span><span class="p">))</span>
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<span class="n">t</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_time</span><span class="p">(</span><span class="n">frames</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">rmse</span><span class="p">,</span> <span class="s1">&#39;b--&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">rmse_diff</span><span class="p">,</span> <span class="s1">&#39;g--^&#39;</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">energy_novelty</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (sec)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s1">&#39;RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;delta RMSE&#39;</span><span class="p">,</span> <span class="s1">&#39;energy novelty&#39;</span><span class="p">))</span> 
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<pre>&lt;matplotlib.legend.Legend at 0x11074bdd8&gt;</pre>
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<p>Instead, we will compute a <strong>spectral novelty function</strong> (FMP, p. 309):</p>
<ol>
<li>Compute the log-amplitude spectrogram.</li>
<li>Within each frequency bin, $k$, compute the energy novelty function as shown earlier, i.e. (a) first-order difference, and (b) half-wave rectification.</li>
<li>Sum across all frequency bins, $k$.</li>
</ol>

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<p>Luckily, <code>librosa</code> has <a href="http://librosa.github.io/librosa/generated/librosa.onset.onset_strength.html"><code>librosa.onset.onset_strength</code></a> which computes a novelty function using spectral flux.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">spectral_novelty</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">onset</span><span class="o">.</span><span class="n">onset_strength</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">frames</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">spectral_novelty</span><span class="p">))</span>
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<span class="n">t</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">frames_to_time</span><span class="p">(</span><span class="n">frames</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">t</span><span class="p">,</span> <span class="n">spectral_novelty</span><span class="p">,</span> <span class="s1">&#39;r-&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Time (sec)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="s1">&#39;Spectral Novelty&#39;</span><span class="p">,))</span>
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<pre>&lt;matplotlib.legend.Legend at 0x11126ea20&gt;</pre>
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Steve Tjoa's avatar
cleaned novelty functions; onset; peak picking
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Steve Tjoa committed
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<h2 id="Questions">Questions<a class="anchor-link" href="#Questions">&#182;</a></h2>
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<p>Novelty functions are dependent on <code>frame_length</code> and <code>hop_length</code>. Adjust these two parameters. How do they affect the novelty function?</p>

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<p>Try with other audio files. How do the novelty functions compare?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ls</span> <span class="n">audio</span>
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<pre>125_bounce.wav                  jangle_pop.mp3
58bpm.wav                       latin_groove.mp3
README.md                       oboe_c6.wav
brahms_hungarian_dance_5.mp3    prelude_cmaj.wav
busta_rhymes_hits_for_days.mp3  simple_loop.wav
c_strum.wav                     simple_piano.wav
clarinet_c6.wav                 sir_duke_piano_fast.mp3
classic_rock_beat.wav           sir_duke_piano_slow.mp3
conga_groove.wav                sir_duke_trumpet_fast.mp3
<span class="ansi-blue-fg">drum_samples</span>/                   sir_duke_trumpet_slow.mp3
funk_groove.mp3                 tone_440.wav
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