demo.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>demo</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;
    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 4.7.0 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=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#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;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.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;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-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 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-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 {
  -ms-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-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.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,
.fa-gratipay: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-pp: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-resistance: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-y-combinator-square:before,
.fa-yc-square:before,
.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";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  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;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* 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;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: 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 {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  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;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#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#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
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;
}
.modal-header {
  cursor: move;
}
@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;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* 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 {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
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 .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.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: text-bottom;
  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;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.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_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.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;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.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;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.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);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* 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;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  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,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@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. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.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. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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;
}
div.output_area .mglyph > img {
  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: 1px 0 1px 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:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.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;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.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;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
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.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.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;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 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;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  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;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button: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);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.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 .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#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;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -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.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.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;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.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;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#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;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#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;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#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.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.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;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* 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;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

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<h2 id="Regression">Regression<a class="anchor-link" href="#Regression">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">OrderedDict</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span><span class="p">,</span><span class="n">roc_auc_score</span><span class="p">,</span><span class="n">mean_absolute_error</span><span class="p">,</span><span class="n">log_loss</span>
<span class="kn">from</span> <span class="nn">gammli.GAMMLI</span> <span class="k">import</span> <span class="n">GAMMLI</span>
<span class="kn">from</span> <span class="nn">gammli.DataReader</span> <span class="k">import</span> <span class="n">data_initialize</span>
<span class="kn">from</span> <span class="nn">gammli.utils</span> <span class="k">import</span> <span class="n">local_visualize</span>
<span class="kn">from</span> <span class="nn">gammli.utils</span> <span class="k">import</span> <span class="n">global_visualize_density</span>
<span class="kn">from</span> <span class="nn">gammli.utils</span> <span class="k">import</span> <span class="n">feature_importance_visualize</span>
<span class="kn">from</span> <span class="nn">gammli.utils</span> <span class="k">import</span> <span class="n">plot_trajectory</span>
<span class="kn">from</span> <span class="nn">gammli.utils</span> <span class="k">import</span> <span class="n">plot_regularization</span>

<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="n">tf</span><span class="o">.</span><span class="n">compat</span><span class="o">.</span><span class="n">v1</span><span class="o">.</span><span class="n">enable_eager_execution</span><span class="p">()</span>
<span class="n">random_state</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">data</span><span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;demo_data/simulation_regression.csv&#39;</span><span class="p">)</span>

<span class="c1">#the best shrinkage is 0.917120</span>
<span class="c1">#the best combination is 0.600000</span>

<span class="n">train</span> <span class="p">,</span> <span class="n">test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span> <span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">task_type</span> <span class="o">=</span> <span class="s2">&quot;Regression&quot;</span>

<span class="n">meta_info</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span>

<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;uf_1&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;uf_2&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;uf_3&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;uf_4&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;uf_5&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;if_1&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;if_2&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;if_3&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;if_4&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;if_5&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span> <span class="s1">&#39;continues&#39;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;user_id&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;id&quot;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;user&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;item_id&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;id&quot;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;item&#39;</span><span class="p">}</span>
<span class="n">meta_info</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;type&quot;</span><span class="p">:</span><span class="s2">&quot;target&quot;</span><span class="p">,</span><span class="s1">&#39;source&#39;</span><span class="p">:</span><span class="s1">&#39;&#39;</span><span class="p">}</span>
<span class="n">tr_x</span><span class="p">,</span> <span class="n">tr_Xi</span><span class="p">,</span> <span class="n">tr_y</span><span class="p">,</span> <span class="n">tr_idx</span><span class="p">,</span> <span class="n">te_x</span><span class="p">,</span> <span class="n">te_Xi</span><span class="p">,</span> <span class="n">te_y</span><span class="p">,</span> <span class="n">val_x</span><span class="p">,</span> <span class="n">val_Xi</span><span class="p">,</span> <span class="n">val_y</span><span class="p">,</span> <span class="n">val_idx</span><span class="p">,</span> <span class="n">meta_info</span><span class="p">,</span> <span class="n">model_info</span><span class="p">,</span><span class="n">sy</span><span class="p">,</span><span class="n">sy_t</span> <span class="o">=</span> <span class="n">data_initialize</span><span class="p">(</span><span class="n">train</span><span class="p">,</span><span class="n">test</span><span class="p">,</span><span class="n">meta_info</span><span class="p">,</span><span class="n">task_type</span> <span class="p">,</span><span class="s1">&#39;warm&#39;</span><span class="p">,</span> <span class="n">random_state</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span>
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<pre>Memory usage of dataframe is 0.86 MB
Memory usage after optimization is: 0.26 MB
Decreased by 69.6%
Memory usage of dataframe is 0.21 MB
Memory usage after optimization is: 0.07 MB
Decreased by 69.6%
test cold start user: 0
test cold start item: 3
validation cold start user: 0
validation cold start item: 1
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">GAMMLI</span><span class="p">(</span><span class="n">wc</span><span class="o">=</span><span class="s1">&#39;warm&#39;</span><span class="p">,</span><span class="n">model_info</span><span class="o">=</span><span class="n">model_info</span><span class="p">,</span> <span class="n">meta_info</span><span class="o">=</span><span class="n">meta_info</span><span class="p">,</span> <span class="n">subnet_arch</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span><span class="n">interact_arch</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">],</span><span class="n">activation_func</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">tanh</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="nb">min</span><span class="p">(</span><span class="mi">500</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="mf">0.2</span><span class="o">*</span><span class="n">tr_x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])),</span> <span class="n">lr_bp</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> <span class="n">auto_tune</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
               <span class="n">interaction_epochs</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span><span class="n">main_effect_epochs</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span><span class="n">tuning_epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span><span class="n">loss_threshold_main</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span><span class="n">loss_threshold_inter</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span><span class="n">combine_range</span><span class="o">=</span><span class="mf">0.85</span><span class="p">,</span>
              <span class="n">verbose</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">early_stop_thres</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span><span class="n">interact_num</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">u_group_num</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span><span class="n">i_group_num</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span><span class="n">scale_ratio</span><span class="o">=</span><span class="mf">0.94</span><span class="p">,</span><span class="n">n_power_iterations</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="n">n_oversamples</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
              <span class="n">mf_training_iters</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span><span class="n">change_mode</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">convergence_threshold</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span><span class="n">max_rank</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="n">interaction_restrict</span><span class="o">=</span><span class="s1">&#39;intra&#39;</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">tr_x</span><span class="p">,</span> <span class="n">val_x</span><span class="p">,</span> <span class="n">tr_y</span><span class="p">,</span> <span class="n">val_y</span><span class="p">,</span> <span class="n">tr_Xi</span><span class="p">,</span> <span class="n">val_Xi</span><span class="p">,</span> <span class="n">tr_idx</span><span class="p">,</span> <span class="n">val_idx</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">simu_dir</span> <span class="o">=</span> <span class="s1">&#39;result&#39;</span>
<span class="n">data_dict_logs</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">final_gam_model</span><span class="o">.</span><span class="n">summary_logs</span><span class="p">(</span><span class="n">save_dict</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">data_dict_logs</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s2">&quot;err_train_mf&quot;</span><span class="p">:</span><span class="n">model</span><span class="o">.</span><span class="n">final_mf_model</span><span class="o">.</span><span class="n">mf_mae</span><span class="p">,</span>
                       <span class="s2">&quot;err_val_mf&quot;</span><span class="p">:</span><span class="n">model</span><span class="o">.</span><span class="n">final_mf_model</span><span class="o">.</span><span class="n">mf_valmae</span><span class="p">})</span>
<span class="n">plot_trajectory</span><span class="p">(</span><span class="n">data_dict_logs</span><span class="p">,</span> <span class="n">folder</span><span class="o">=</span><span class="n">simu_dir</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;s1_traj_plot&quot;</span><span class="p">,</span> <span class="n">log_scale</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">save_png</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">save_eps</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="c1">#plot_regularization(data_dict_logs, folder=simu_dir, name=&quot;s1_regu_plot&quot;, log_scale=True, save_png=False, save_eps=False)</span>
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BHIa8mph40xM1wyu+o999g6sPVKslJ50tysuVn9rkCuJBcFLumtBggIgKZN4S5fW0y5T3HorVaquCmKV5KLApfl5urVoUcP+OSTOy9LqRxoblaq8Cn0V5LvKr6+YF8rTSmllFKFQOXKOnGXUkopp2kj2dV8fXW4tVJKKVWY+PjocGullFJO00ayq1Wtqo1kpZRSqjDRK8lKKaVugzaSXc3XF86ft810rZRSSinP0yvJSimlboM2kl2talVIT4dLlzwdiVJu89ZbbxEQEIDFYsFqtbJp0yYApk2bxtWrV91a944dO3jggQcc9c+fPz/P/T///HPHGoOlSpUiKCgIq9VKbGyuE+tmc/z4cfr27XvL/WJiYkhMTHS63NwcOnQIYwx/+ctfHNvOnDmDt7c3L7zwQr7KTE9Pp3Xr1o73L774IgEBAbf1PQAcOXKEefPm5Rq31WrN8/iMjAwmTZp0W3Xmx81xbtq06a5ZykTlQK8kq7uA5uacaW7W3JwvIqIPEcLCwsQlvvhCBET27XNNeUrdZM+ePR6tf/369dKiRQtJSUkREZGzZ8/KyZMnRUSkTp06cvbsWbfWv3//fjlw4ICIiJw8eVKqV68uFy9edOrYvOJLTU11WYx36uDBg9KgQQMJDQ11bJs+fboEBwfL6NGj77j8jIwMqVChgly/fv22j/3vf/8rPXr0yPGzgwcPSnBwcJ7Hp6amSsWKFW+73rS0tNvaP6843SGn30sgTgpBfivKD5fl5gkTbLm5EP2eq+JFc7Pm5juludn17iQ365VkV/P1tT3rDNeqmDp9+jS+vr6ULl0aAF9fX2rWrMn06dM5deoU0dHRREdHA/Dss88SHh5OQEAA48ePd5SxbNkymjRpQlRUFM8//zzdunUD4MqVKwwePJiIiAhCQkJYsmRJtvobNWpEw4YNAahZsybVqlXjbD5/38aOHcvw4cN56KGHePrppzl8+DCtW7cmJCSEsLAwRy981l7YWbNm0bt3b2JiYmjYsOENayn6+/tz6dIlDh06RGBgIEOGDCEgIIDOnTuTkpICwMaNG7FYLLRs2ZIxY8bk2rtbrlw57r//fnbs2AHAggULeOyxxxyfL1myhObNmxMSEkLHjh357bffHOc0ZMgQ2rZtS/369fnwww8BSEtLo1KlSgB07dqVK1euEBERwcKFCzlz5gyPPPII4eHhREZGsnHjRgD+97//ERwcjNVqJTQ0lCtXrhAbG8uqVauwWq1Mnz491+82t+8pNjaWxMRErFYrAwYMAGDOnDlERkZitVr5wx/+QEZGhiPesWPHEhkZyebNmxk/fjwREREEBgYyYsQIbLkODhw4QPv27QkODiY0NJT4+Phsca5cuZKePXsCcO7cObp37+74Ofz88895fneJiYl07tyZ4OBgAgMDWahL/BU9lSvbnnWUlyqmNDdrbtbc7OLc7ExL+m54uKy3Oi7O1lu9ZIlrylPqJll7xUaPFmnb1rWPW3WGJiYmSnBwsDRs2FCeffZZWb16teOzm3uDz58/LyK2nsa2bdvKzp07JTk5Wfz9/eXIkSMiItKvXz/p2rWriIi88sor8s9//lNERC5evCgNGzaUpKSkXGPZtGmTNGnSRNLT00VEZNy4cbIkj9+9m+N77bXXJCIiQpKTk0VE5MqVK47Xe/fulcjISBG5sRd25syZ0qBBA7l8+bJcvXpV/P39Hb31tWrVkosXL8rBgwfF29tbfvrpJxER6dWrl8ydO1dERJo0aSKbNm0SEZE//elPOfbuZta3aNEiefnll+Xo0aPSsWNHmTlzpqO3+sKFC5KRkSEiIn//+9/lpZdecpxTVFSUXLt2Tc6cOSM+Pj6SlpZ2Qy/xzT3Gffr0kQ0bNoiIyNGjRyUgIEBERDp16iQbN24UEdvPPS0tzene6ty+p5vr3rVrl/To0cNxtWDo0KHy5ZdfSmpqqgCyaNEix76Z/54yMjKkX79+smzZMhERCQ0NlaVLl4qISHJysly5ciVbnFnfjxgxQt58800REfn+++8l8+9/bt/dvHnzZMSIEY6yLl26lO3c9UpyIc/N//ynLTfbr3Qp5Wqam3+nuVlzs0jRz83erm1yK3x8bM9675MqpsqXL8/WrVtZu3Ytq1atom/fvkyaNIlBgwZl23fBggXMmDGDtLQ0Tp8+zZ49e8jIyKB+/frUq1cPgP79+zNjxgwAVqxYwdKlS5kyZQoAKSkpHDt2LNtC8GDrNX/qqaeYM2cOJUrYBsVMnDjxts+nR48elClTBoBr164xcuRIdu7cibe3N4cPH87xmA4dOlChQgUAmjRpwrFjx6hZs+YN+zRo0ICgoCAAwsLCiI+P59y5c1y/fp3IyEgAHn/8cVauXJlrbF26dGHixIlUqlSJvn37kpFlQsBjx47Rp08ffv31V65du0ajRo0cn3Xr1o1SpUpRrVo1fHx8OHv2LL6Zo1xysHLlSvbv3+94f/HiRZKTk2nVqhUvvPACjz/+OI8++ijly5fPtYyc5PQ9VatWLVvdW7ZsITw8HIDk5GRq164NQKlSpejVq5dj3x9++IF33nmHlJQUzp07R1hYGC1atODcuXM8/PDDAI6fZV5+/PFHvv32WwA6duzIoEGDuHLlCpDzd2exWIiNjSU2NpaHH36YVq1a3db3oAoBzc2qmNPcrLnZWZqbnaONZFfTRKwK0LRpnqnXy8uLdu3a0a5dO4KCgpgzZ062RHz06FGmTJnCli1bqFy5MoMGDSIlJQVbJ17ORIRFixbRuHHjPOu/fPkyXbt25c0336RFixZ3dC7lypVzvJ46dSq1a9fmiy++IDU1NdfEkzmcDWzfRVpamlP75HXuOSlTpgwWi4X33nuPvXv33jCU6LnnnuPVV1+lS5curFy58oYJN5yJLysRYfPmzZQqVeqG7WPHjqV79+58++23REREsHr16tuK35k4RITBgwfzxhtv3LA9LS2NsmXLYowB4OrVq4wcOZJt27ZRq1Ytxo4d6xgml7mPs27+OWR9n1PMTZs2JS4ujmXLljFmzBi6devGq6++elt1Kg+zD2fU4daqIGhu1tysubno52a9J9nV7r0XvLxsy0ApVQzt37+fgwcPOt7v2LGDOnXqAFChQgXHDJKXL1+mXLlyVKxYkTNnzrB8+XLA1mt55MgR4uPjAW6YATMmJob333/f8Ydx+/bt2eq/fv06vXr1YsCAATfcB+QKCQkJ1KhRA2MMc+bMue3EeStVq1alZMmSxMXFAeQ6E2VWY8aMYfLkyY57lrLGWqtWLUSEOXPm3FFcHTp0cNzjAzjutTp8+DAWi4VXXnmFkJAQ9u/ff8PPOD+8vW19s5lJuUOHDixYsIBz9vXlz58/z7Fjx7Idl5ycTIkSJfD19SUxMZFFixYBULlyZXx9ffn6668B2xWOq1ev5hlnmzZt+PLLLwFbb7m/v/8N/yG72cmTJylfvjxPPfUUL774Itu2bcvn2SuPqVjR9pyQ4Nk4lHITzc35p7lZc3NOtJHsasboUhOqWEtKSmLgwIE0a9YMi8XCnj17mDBhAgDDhg2jc+fOREdHExwcTEhICAEBAQwePNgxDKZs2bJ89NFHdOrUiaioKPz8/Kho/w/suHHjSE1NxWKxEBgYyLhx47LVv2DBAtasWcPs2bMdy0dkJo7XX3+dpUuX5vvcRo4cyaxZs2jRogW//PLLDT2XrvLZZ5/x9NNP07JlS0qUKOE499wEBQXx1FNPZds+YcIEevXqRdu2bfHz87ujmD788EPWrVuHxWKhWbNmzJw5E4ApU6YQGBiIxWKhUqVKdOzYkZCQENLT0wkODs5zcpC8DBkyBIvFwoABAwgKCmL8+PF06NABi8VCx44dOXPmTLZjqlSpwsCBAwkMDKRXr140b97c8dmXX37J1KlTsVgsREVFcfbs2TzjnDhxIuvXr8disfD666/z+eef5xnvzp07iYiIwGq1MnnyZL2KXBRl/p7plWRVTGluvjOamzU338y4ujemqAoPD5fMHqQ71qQJBAfDLdaIUyo/9u7dm+N9QEVJUlIS5cuXR0R47rnnaNiwYeFdJ8/FMs8dbGtaXrhwgalTp3o4KnWncvq9NMZsFZFwD4VULLgsNyclQYUKMHkyjBlz5+UpdRPNzUWb5ubi6U5ys15JdgcfH72SrFQeZs6cidVqJSAggISEBIYPH+7pkArM0qVLsVqtBAYGsmHDhhuWqVBKuUm5crZboXS4tVK50tysuVn9Tq8k27n0SnK3bnD6NGzd6prylMqiOPRWK1Xc6JVk93BpbvbxgSeegPffd015SmWhuVmpwkevJBc2Pj46cZdSSilVmFSsqPckK6WUcoo2kt1Bh1srpZRShUulSjrcWimllFO0kewOPj6QmAipqZ6ORCmllFJgu5KsjWSllFJOuOsbycaYh40xMxJcmTirVLE9X7zoujKVUkoplX863FoppZST7vpGsoh8LSLDbrUe2m3x8bE965BrVUy99dZbBAQEYLFYsFqtbNq0CYBp06Zx9epVt9b9yy+/EBYW5piB8+OPP75lrJlrNnp5eTle3846gps2bbrlMhjp6em0bt3a6TLzsnLlSnr27On0/p999hm//vprvuvbtm0b3333Xb5juXDhwi1/Dq5wc5xfffUV77zzjtvrVcWEXklWxZzm5uw0N2tuzi9vTwdQLGU2knXyLlUMbdiwgW+++YZt27ZRunRpzp07x/Xr1wFbIn7yySe555573FZ/jRo1WL9+PaVLlyYpKYnAwEC6d+9OzZo1c9z/tdde47XXXgOgfPny7NixI8f90tLS8PbO+U9i8+bNad68eZ5xeXl5sXbt2ts4E9f57LPPCA0NpXr16vk6ftu2bfz888906tQpX8dnJuIRI0Y4fYyIICKUKOF8X+3Ncfbq1eu2Y1V3Mb0nWRVjmptzprlZc3N+3fVXkt2iWjXb85kzno1DKTc4ffo0vr6+lC5dGgBfX19q1qzJ9OnTOXXqFNHR0URHRwPw7LPPEh4eTkBAAOPHj3eUsWzZMpo0aUJUVBTPP/883bp1A+DKlSsMHjyYiIgIQkJCWLJkSbb6S5Uq5aj72rVrZGRk5PtcnnzySf70pz8RHR3Nq6++ysaNG3nggQcICQmhVatWHDx4ELixx3bs2LEMGTKEtm3bUr9+fT788EPAlsgrVark2P/BBx/kkUceoXHjxgwYMMBR59KlS2ncuDGtW7dm1KhRt9UrPX78eCIiIggMDGTEiBGICPPnz2fHjh307dsXq9XK9evX2bJlC23btiUsLIzOnTtzxv63KCoqitjYWCIjI2ncuDHr168nOTmZiRMn8uWXX2K1Wlm4cGGu9ed27rGxsezfvx+r1UpsbCwAkyZNIjIyEovFwsSJEwE4dOiQI/bQ0FBOnz7NsGHDHP9GMvcD2xWCBx54gODgYJo3b86VK1eyxTlr1ixeeOEFAI4ePUp0dDQWi4WHHnqIEydOOH7Go0ePpmXLltSvX5+vvvoKgJMnTxIVFeVYF3P9+vVO/xxUEVWxIly+DHfwN0Opwkpzs+Zmzc0ultljcLc/wsLCxGXOnhUBkffec12ZStnt2bPH8Xr08tHS9vO2Ln2MXj46z/oTExMlODhYGjZsKM8++6ysXr3a8VmdOnXk7Nmzjvfnz58XEZG0tDRp27at7Ny5U5KTk8Xf31+OHDkiIiL9+vWTrl27iojIK6+8Iv/85z9FROTixYvSsGFDSUpKyhbDsWPHJCgoSMqWLSsffPCBY/uQIUNky5YtucZerly5G94/8cQT0qNHD0lPTxcRkUuXLklaWpqIiCxfvlz69OkjIiL//e9/pUePHiIi8tprr0lUVJRcu3ZNzpw5Iz4+PpKWliapqalSsWJFx/6VKlWSU6dOSVpamoSHh8uGDRvkypUrUqtWLYmPj5eMjAzp3bu3o9ysstaXVeb3mZGRIf369ZNly5aJiEirVq1k+/btIiKSkpIiDzzwgOPn8MUXX8jQoUMd+7300ksiIrJkyRKJiYkREZGZM2fK6NE5/9ydOfeDBw9KcHCw45hvv/1Wnn32WcnIyJD09HSJiYmRdevWycGDB8UYI5s3b852TqmpqRIVFSW7d++W5ORkqVu3rmzduvWGn8vNcWZ936lTJ/niiy9EROQLPKZ6AAAgAElEQVSTTz6RRx991PEz7tevn2RkZMjOnTulcePGIiIyadIkmTRpkojY/n0mJibmeP7Oyvp7mQmIk0KQ34ryw6W5+Z13bLk5IcF1ZSplp7lZc7PmZskWd1HOzTrc2h2qVIHSpcHeW6JUcVK+fHm2bt3K2rVrWbVqFX379mXSpEkMGjQo274LFixgxowZpKWlcfr0afbs2UNGRgb169enXr16APTv358ZM2YAsGLFCpYuXcqUKVMASElJ4dixY9kWgq9duzY//fQTp06domfPnvTu3Rs/Pz9mzZp12+fz2GOPOYYVXbp0iQEDBnD48OE8j+nWrRulSpWiWrVq+Pj4cPbsWXx9fW/Yp0WLFtSoUQMAq9VKfHw83t7eNG7cmDp16jjO/R//+IfTsf7www+88847pKSkcO7cOUdvdFZ79+5l9+7ddOjQAbDdj+Xv7+/4/JFHHgEgLCyM+Ph4p+vO69xvtmLFCpYvX05ISAgASUlJHDhwgGrVqnH//fcTERHh2Hfu3Ll8+umnpKWlcerUKfbs2cO1a9e47777CA0NBcCZOSM2bdrEN998A8CAAQMYN26c47OePXtijMFisXDy5EkAIiIiGD58OCkpKfTs2ZPg4ODb/i5UEZP57yghAe6917OxKOVimps1N2tudi1tJLuDMeDvr41k5XbTOk3zSL1eXl60a9eOdu3aERQUxJw5c7Il4qNHjzJlyhS2bNlC5cqVGTRoECkpKdg68XImIixatIjGjRs7FUfNmjUJCAhg7dq19O7dO1/nUq5cOcfr1157jZiYGP7whz9w6NChXO8DyhxSBrbvIi0tzal98jr3W7l69SojR45k27Zt1KpVi7Fjx5KSkpJtPxHBYrHkeg9WZly5xX0rzpy7iDiGf2V16NChG77vgwcP8t5777F582YqVarEk08+6fg3Yoy57diciTnzZ9C+fXtWr17Nt99+yxNPPMErr7zCE0884bI61Z0xxjwMPNygQQPXFWofcklCAtSu7bpylbqJ5mbNzTfT3Jx3zIUxN+s9ye6ijWRVTO3fv99xPxDAjh07HL2vFSpUIDExEYDLly9Trlw5KlasyJkzZ1i+fDkATZo04ciRI46e0vnz5zvKiomJ4f3333f8sdy+fXu2+k+cOEFycjIAFy9eZN26dU4n7ltJSEigVq1aAMyePdslZWYVEBDA/v37OX78OCJyw7nfSnJyMiVKlMDX15fExEQWLVrk+Czr996sWTNOnjzJ5s2bAbh+/Tq7d+/Os+ysx+fHzcfHxMTw6aefcuXKFcD2Mzt37ly24y5fvkyFChW49957OX36NN9//z1g+55++eUXtm3b5tgvPT09zzhbtGjBggULAPjiiy9o06ZNnjH/8ssvVK9enWHDhjFo0KAc/60pzxF3rDyRWZYuA6WKIc3N+ae5+Uaam220kewu/v5w/Lino1DK5ZKSkhg4cCDNmjXDYrGwZ88eJkyYAMCwYcPo3Lkz0dHRBAcHExISQkBAAIMHD6ZVq1YAlC1blo8++ohOnToRFRWFn5+fY8jOuHHjSE1NxWKxEBgYeMOwnEx79+6lefPmBAcH07ZtW/785z8TFBQEwDPPPENcXFy+z+3ll19mzJgxjlhd7Z577uGDDz6gQ4cOtG7dmpo1a+Y6XOn777/H39/f8Thy5AgDBw4kMDCQXr163TCj59NPP80zzzyD1WrFGMPChQt58cUXHT+DzGVActO+fXt27txJSEhInpOD5MbPz4/w8HCCgoKIjY2lS5cu9O7dmxYtWhAUFESfPn1ISkrKdlxoaCjNmjUjMDCQoUOHOr730qVLM3fuXJ599lmCg4Pp2LEj165dyzPODz74gBkzZmCxWJg/fz5/+9vf8oz5hx9+cHw/S5YsYdSoUbd93qqIqVrV9pzDMESlijrNzfmnuflGmpttzJ0MMShOwsPD5U5+gbOJjYV334WUFLiNadSVupW9e/dmuw+oqElKSqJ8+fKICM899xwNGza85VqHxUXWcx8+fDhBQUHaQCsGcvq9NMZsFZFwD4VULLg0N586BbVqwUcfwbPPuqZMpew0NxdtmpuLpzvJzdp6cxd/f0hN1R5rpXIwc+ZMrFYrAQEBJCQkMHz4cE+HVGD+/ve/Y7VaadasGcnJyQwdOtTTISl1d8i8kqzLMyqVI83NmpvV7/RKsp3LryQvXgy9ekFcHISFua5cddcrDr3VShU3eiXZPVyem6tWhd694e9/d12ZSqG5WanCSK8kF0aZ07rr5F1KKaVU4eDnp1eSlVJK3ZI2kt1FG8nKjXQEiFKFh/4+FiHaSFZupH8LlCo87vT3URvJ7lKtGnh7ayNZuVyZMmU4f/68JmOlCgER4fz585QpU8bToShn+PnBr796OgpVDGluVqrwcEVu9nZhPCqrEiVss2hqI1m5mL+/PydOnOCsTgqnVKFQpkwZ/DNHD6nCTa8kKzfR3KxU4XKnuVkbye5Uu7Y2kpXLlSxZknr16nk6DKWUKnqqV4crV2yPcuU8HY0qRjQ3K1W86HBrd/L310ayUkopVVj4+dme9WqyUkqpPGgj2Z0yG8l6f4pSSinledpIVkop5QRtJLuTvz+kpMCFC56ORCmllFKZjWSdvEsppVQetJHsTroMlFJKKVV46JVkpZRSTtBGsjtpI1kppZQqPKpVsz1rI1kppVQetJHsTtpIVkoppQqPkiWhShVtJCullMqTNpLdqXp18PLSRrJSSilVWPj56T3JSiml8qSNZHfy8oIaNbSRrJRSShUWfn56JVkppVSetJHsbv7+cPy4p6NQSimlFNhGeWkjWSmlVB60kexumWslK6WUUsrz9EqyUkqpW9BGsrvVrm1rJIt4OhKllFJK+flBUhJcueLpSJRSShVS2kh2N39/WyJOSPB0JEoppZTStZKVUkrdgjaS3U2XgVJKKaUKD20kK6WUugVtJLubNpKVUkqpwqN6dduzNpKVUkrl4q5vJBtjHjbGzEhw13BobSQrpZRShYdeSVZKKXULBdZINsZ0MsbsN8YcMsbE5vB5G2PMNmNMmjGm902fTTbG7DbG7DXGTDfGGPv2UsaYGcaYA8aYfcaYR+3b7zPGrDLGbDfG/GSM6ZJbXCLytYgMq1ixoqtP2aZGDTBGG8lKKaUKHSdy84vGmD32XPqDMaZOls++M8ZcMsZ8c9MxD9rz+Q5jzI/GmAZZPutjL2+3MeZf7j27XFSrZnv+9VePVK+UUqrwK5BGsjHGC/gQ6Aw0A/obY5rdtNsxYBDwr5uObQm0AixAIBABtLV//Brwm4g0spf7f/btY4EFIhIC9AM+cvEpOa9kSdvQLm0kK6WUKkSczM3bgXARsQALgclZPnsHeCqHov8OPCEiVmw5fay9vobAK0ArEQkAXnDh6TivZEnw8dEryUoppXJVUFeSI4FDInJERK4D84AeWXcQkXgR+QnIuOlYAcoApYDSQEkgM7MNBv6f/fgMETmX5Zh77a8rAqdcezq3SddKVkopVfg4k5tXichV+9uNgH+Wz34AEnMoN7ccPBT4UEQu2o//zVUnctuqV9dGslJKqVx5F1A9tYDjWd6fAJo7c6CIbDDGrAJOAwb4QET2GmMq2Xd5wxjTDjgMjBSRM8AEYIUxZhRQDujgkrPIL39/OHDAoyEopZRSN7nd3DwEWO5Euc8Ay4wxycBloIV9eyMAY8w6wAuYICLf3W7QLuHnp41kpZRSuSqoK8kmh23i1IG2e5maYuu9rgW0N8a0wdbA9wfWiUgosAGYYj+sPzBbRPyBLsA/jTHZztUYM8wYE2eMiTt79uztnpPz9EqyUkqpwsfp3GyMeRIIxzbE+lb+CHSx5+DPgXft272BhkA7bHl6VpYO76x1uT83+/npPclKKaVyVVCN5BNA7Szv/XF+CHQvYKOIJIlIErZe7BbAeeAq8JV9v38DofbXQ4AFYLsSjW24tu/NBYvIDBEJF5HwqlWr3t4Z3Q5/f0hIgMScRqUppZRSHuFUbjbGdMA2B0h3EbmWV4HGmKpAsIhssm+aD7TMUt8SEUkVkaPAfmyN5hsUSG729YXz591TtlJKqSKvoBrJW4CGxph6xphS2CbTWurksceAtsYYb2NMSWyTdu0VEQG+xtYjDfAgsCfLMQ8CGGOaYmsku/FS8S1kLgN18qTHQlBKKaVucsvcbIwJAT7B1kB25h7ii0BFY0wj+/uHgL3214uBaHu5vtiGXx+547PIj8qVbZ3XGTdPg3J38vLywmq1EhgYyGOPPcbVq1dvfZBSShVjBdJIFpE0YCTwPbZkuUBEdhtjJhpjugMYYyKMMSeAx4BPjDG77YcvxHa/8S5gJ7BTRL62f/YyMMEY8xO2GTb/ZN/+J2CoMWYnMBcYZG9Ue0Zte0e9DrlWSilVSDiTm7ENry4P/Nu+pJOjEW2MWYttFNeDxpgTxpgYe5lDgUX2HPwUMMZ+yPfAeWPMHmAVMEZEPHM518cHRGwNZUXZsmXZsWMHP//8M6VKleLjjz++4XMRIeMu7lD46quvMMawb9++XPcZNGgQCxcuzLZ99erVdOvWzZ3hKaXcoKAm7kJElgHLbtr2epbXW8gya2aW7enA8FzK/AVok8P2PdiWjSocMq8kayNZKaVUIeJEbs514ksRaZ3L9q/4/VaorNsFeNH+8KzKlW3PFy78/loB0Lp1a3766Sfi4+Pp3Lkz0dHRbNiwgcWLFxMQEEBSUhIACxcu5JtvvmH27NkMGjSIe++9l7i4OH799VcmT55M7969AXjnnXdYsGAB165do1evXvzlL3/x5Only9y5c4mKimLevHlMmDDB0+EopQpAQQ23vrvVrGl7Pn487/2UUkop5X6ZDeOLFz0bRyGTlpbG8uXLCQoKAmD//v0MGDCA7du3U6dOnTyPPX36ND/++CPffPMNsbGxAKxYsYKDBw+yefNmduzYwdatW1mzZo3bz8OVkpKSWLduHZ9++inz5s1zbBcRRo4cSbNmzejatSu//fb73QjfffcdTZo0ISoqiv/85z+eCFspdYe0kVwQSpeGatX0SrJSSilVGFSrZnvWZaAASE5Oxmq1Eh4ezn333ceQIUMAqFOnDi1atLjF0TY9e/akRIkSNGvWjDP273XFihWsWLGCkJAQQkND2bdvHwcPHnTbebjD4sWL6dSpE40aNcLHx4dt27YBtiHY+/fvZ9euXcycOZP169cDkJKSwtChQ/n6669Zu3Ytv+os6koVSQU23Pqup8tAKaWUUoVDrVq2Z51QE/j9nuSblStX7ob3xvy+alhKSsoNn5UuXdrxOnMaGBHhlVdeYfjwHO+aKxLmzp3LCy+8AEC/fv2YO3cuoaGhrFmzhv79++Pl5UXNmjVp3749APv27aNevXo0bGibuP3JJ59kxowZHotfKZU/eiW5oGgjWSmllHKKMeZhY8yMBHdNrFW9OhijjeTb5Ofnx969e8nIyOCrr7Lddp5NTEwMn332meM+5pMnT94wLLmwO3/+PP/73/945plnqFu3Lu+88w7z5893dAJk7TTIKrftSqmiQxvJBaVOHThyRJebUEoppW5BRL4WkWEVK1Z0TwUlS9rWStahsLdl0qRJdOvWjfbt21OjRo1b7t+xY0cef/xxHnjgAYKCgujduzeJiYkFEKlrLFy4kAEDBvDLL78QHx/P8ePHqVevHj/++CNt2rRh3rx5pKenc/r0aVatWgVAkyZNOHr0KIcPHwZsV6KVUkWPDrcuKKGh8P77sH8/NG3q6WiUUkoVUcYYb6A70BUIBioBl7Atk7gcWGxfiknlxdcXzntmBarCJvNKb1Z169bl559/vmFb7969HbNWZzV79uxcyxs9ejSjR492TaAFbO7cuY5JyDI9+uij/Otf/+Kjjz7if//7H0FBQTRq1Ii2bdsCUKZMGWbMmEHXrl3x9fUlKioq2/eolCr8jCeXDy5MwsPDJS4uzn0VbNsGYWGwcCE8+qj76lFKKVUoGGO2iki4i8scDryGbV3j/7M/JwIVgKZAW/vz2yLycW7lFBVuzc1t2kCJErB6tXvKV0opVeg4m5v1SnJBadDA9lzEZnVUSilVqDQCIkUkp3HCXwFvG2NqAH8q2LCKIF9fOHDA01EopZQqhPSe5IJy7722JScOHfJ0JEoppYooEflTLg3krPucFpE/F1RMRZavL5w75+kolFJKFULaSC5IDRtqI1kppZTLGGOaGmPGGWM+tL9vYoyxeDquIiGzkay3nWVTt25dWrdufcM2q9VKYGBgnsedOnUqx3uWC6P8nmNennnmGfbs2QPAv//9b5o2bUp0dPRtl/P222/nOwallGvcspFsjAk2xrxijJlnjPnO/vyKMcZaEAEWKw0a2CbuUkoppe6QMeYxbPcl1wKesm8uD7zrsaCKkqpVIT0d3LXMVBGXmJjI8ePHAdi7d69Tx9SsWZOFCxe6MyyXys855mXWrFk0a9YMgE8//ZSPPvrIMev17dBGslKel2sj2RjzoDFmI7AIaAhsBRbbnxsCC40xm4wxHQok0uIgJMS23MSpU56ORCmlVNE3EegoIiOAdPu2ndhmvFa34utre9Yh1znq06cP8+fPB2yzPPfv39/xWXx8PK1btyY0NJTQ0FDWr1/v2J55JXb27Nk88sgjdOrUiYYNG/LSSy8V/EncQn7OcfXq1bRr147evXvTpEkTnnjiCce6ye3atSMuLo6JEyfy448/MmLECMaMGUN6ejpjxowhIiICi8XCJ598AsDp06dp06aN4wr22rVriY2NJTk5GavVyhNPPFHA34hSykFEcnwAS4AHcvvcvs8D2JaayHWfovIICwsTt1u3TgREFi92f11KKaU8CogTN+Yt4Dy/r1Jxwf7sDfzmznoL8uHW3LxsmS0nr1vnvjqKqDp16sj+/fvlgQceEBERq9Uqu3fvloCAABERuXLliiQnJ4uIyIEDByTz53T06FHHPp9//rnUq1dPLl26JMnJyXLffffJsWPHPHA2OcvvOa5atUruvfdeOX78uKSnp0uLFi1k7dq1IiLStm1b2bJlS7bXn3zyibzxxhsiIpKSkiJhYWFy5MgRmTJlirz55psiIpKWliaXL18WEZFy5coVxFeg1F3J2dyc6+zWItLDiQb2BqDnHbXS7yYhIeDlBZs3Q49bfr1KKaVUXrZiG2b9jyzb+gGbPRNOEVOzpu1ZR3flyMfHh8qVKzNv3jyaNm3KPffc4/gsNTWVkSNHsmPHDry8vDiQyyzhDz74IBUrVgSgWbNm/PLLL9SuXbtA4ndGfs8xMjISf39/wHYfc3x8PFFRUbnWs2LFCn766SfHUPSEhAQOHjxIREQEgwcPJjU1lZ49e2K16p2MShUWTi8BZYypDHQCaorIVGNMdaCEiGh2cVbZshAUBFu2eDoSpZRSRd/zwApjzBCgnDHme2xLRHX0bFhFRK1atucTJzwbRyHWt29fnnvuOWbPnn3D9r/97W/4+fmxc+dOMjIyKFOmTI7Hly5d2vHay8uLtLQ0d4abL/k5x9s9LxHh/fffJyYmJttna9as4dtvv+Wpp55izJgxDBgw4M5OSCnlEk41ko0xrYH/YLvXqTkwFWgCvAh0d1t0xVFkJCxYYJtN0xhPR6OUUqqIEpF9xpgmQDfgG+A48I2IJHk2siKiShUoXRpOnvR0JIVWr169OH36NDExMZzKcsU9ISEBf39/SpQowZw5c0hPT8+jlMKtIM4xJiaGv//977Rv356SJUty4MABatWqxblz56hVqxZDhw7lypUrbNu2jQEDBlCyZElSU1MpWbKkK05RKZUPzi4B9R7whIh0ADK7yzYCkW6JqjiLiIBLl+DgQU9HopRSqogTkasiskBE3hGRedpAvg3GgL+/XknOQ4UKFXj55ZcpVarUDdv/8Ic/MGfOHFq0aMGBAwcoV66chyK8cwVxjs888wzNmjUjNDSUwMBAhg8fTlpaGqtXr8ZqtRISEsKiRYsYPXo0AMOGDcNisejEXUp5UOaEH3nvZMxFEalsf31BRHyMMSWAsyJSxd1BFoTw8HCJi4tzf0V790KzZjBzJjzzjPvrU0op5RHGmK0iEu7iMtcCt0zcItLGlfV6ittzc9u2tpFda9a4rw6llFKFhrO52dl7kvcZYzqIyMos29oDP+crurtZkya2yUL++19tJCullLpdszwdQLHi7w8bNng6CqWUUoWMs43kPwNLjDFLgLLGmA+BXvaHuh3GQIcO8O23kJEBJZwd8a6UUupuJyJzPB1DsVKrlu2eZJ0nRCmlVBZOtdBEZB0QAhzGttTEaWxrKG9yY2zFV4cOcP48rFvn6UiUUkoVYcYYP2PMw8aYp40xgzMfno6ryPD3h+vX4dw5T0ficXXr1iUoKAir1YrVauX5558HYN++fY77Zg8fPsz06dNp2rRpvu6XnTZtGlevXnV16Eop5XJOX8YUkeMi8raIDBeRN0XkF3cGVqz17Ak+PvDJJ56ORCmlVBFljOmJrfN6IvAJMMr+/JQn4ypSMpeB0hmuAVi1ahU7duxgx44dTJ8+HYDFixfTo0cPtm/fzv33389HH33EsmXL+PLLL2+7/IJuJNetW5dzt+gAmT179g2zWrvL22+/fcP7li1bur1OpVT+5Trc2hjzmTMFiIj2WN+uChWgSxf47jtITwcvL09HpJRSquh5E3haRP5tn2AzxBjzNBDg6cCKDH9/2/OJE2C1ejaWQmjZsmVMmzYNLy8v1qxZQ+PGjTly5Ajdu3dn8ODBDBs2jFGjRrFr1y7S0tKYMGECPXr0ID09nZdffpnvv/8eYwxDhw5FRDh16hTR0dH4+vqycuVKhgwZQlxcHMYYBg8ezB//+McCP8fZs2cTGBhIzZo1nT4mLS0Nb29n71i0efvtt3n11Vcd79evX39bxyulClZev+HarepOnTvDF19AXBw0b+7paJRSShU994nIv2/aNgf4FdtcIupW9EryDaKjo/Gyd9wPHDiQP/7xj4wYMYLy5cvz5z/b/kl99913rFq1Cl9fX1599VXat2/PZ599xqVLl4iMjKRDhw784x//4OjRo2zfvh1vb28uXLiAj48P7777ruPYrVu3cvLkSX7+2TYH7KVLl9x2XvHx8XTu3JmoqCjWr19PrVq1WLJkCd9++y1xcXE88cQTlC1blg0bNrBnzx5efPFFkpKS8PX1Zfbs2dSoUYN27drRsmVL1q1bR/fu3WnUqBFvvvkm169fp0qVKnz55Zf4+fmRlJTEqFGjHI3/8ePHs2XLFpKTk7FarQQEBPDll19Svnx5kpKSEBFeeuklli9fjjGGsWPH0rdvX1avXs2ECRPw9fXl559/JiwsjC+++AJjDLGxsSxduhRvb286duzIlClT3PbdKXW3yrWRLCLjCjKQu07HjrZJQpYv10ayUkqp/PjNGOMnImeAeGPMA8A5QIcnOat6ddsEmrpWMoCjAeusFStWsHTpUkcjLSUlhWPHjrFy5UpGjBjhuNrq4+OT7dj69etz5MgRRo0aRdeuXenYsaNrTiIXBw8eZO7cucycOZM+ffqwaNEinnzyST744AOmTJlCeHg4qampjBo1iiVLllC1alXmz5/Pa6+9xmef2QZXXrp0if/7v/8D4OLFi2zcuBFjDLNmzWLy5MlMnTqVN954g4oVK7Jr1y7Hfo8++igffPABO3bsyBbXf/7zH3bs2MHOnTs5d+4cERERtGljW8Ft+/bt7N69m5o1a9KqVSvWrVtHs2bN+Oqrr9i3bx/GGLd2Lih1N3N6rIgxpiTQAPAFHFNAioguLpgfvr4QGgqrVsGECZ6ORimlVNEzE4gCFgF/A1YBGcBUTwZVpHh724Zcx8d7OpIiSURYtGgRjRs3zrbd3GK28MqVK7Nz506+//57PvzwQxYsWOBojLpDvXr1sNqH1IeFhRGfw898//79/Pzzzzz00EMApKenU6NGDcfnffv2dbw+ceIEffv25fTp01y/fp169eoBsHLlSubNm+fYr3LlynnG9eOPP9K/f3+8vLzw8/Ojbdu2bNmyhXvvvZfIyEj87bcEWK1W4uPjadGiBWXKlOGZZ56ha9eudOvWLX9fiFIqT05N3GXvnT4KbMKWhL8GfgC+cF9od4HoaNi4EZKTPR2JUkqpIkZE/ioii+yv/wE0AsJ0JNhtql8fDh/2dBRFUkxMDO+//z4iAtiufAJ07NiRjz/+mLS0NAAuXLgAQIUKFUhMTATg3LlzZGRk8Oijj/LGG2+wbds2t8ZaunRpx2svLy9HbFmJCAEBAY7Jy3bt2sWKFSscn5crV87xetSoUYwcOZJdu3bxySefkJKS4ijjVh0EN9d5OzF7e3uzefNmHn30URYvXkynTp2crksp5TxnZ7eeBrwHVAQSRaQi8Da2nmuVX9HRtqUnNm70dCRKKaWKGGOM1RhTO/O9iBwDkowxwR4Mq+i5/344csTTURQK0dHRjiWgBgwYcMv9x40bR2pqKhaLhcDAQMaNs/XPPPPMM9x3331YLBaCg4P517/+BcCwYcPo3Lkz0dHRnDx5knbt2mG1Whk0aBD/7//9P7eeW26yNtwbN27M2bNn2bBhAwCpqans3r07x+MSEhKoZb+nfc6c35cv79ixIx988IHj/cWLFwEoWbIkqamp2cpp06YN8+fPJz09nbNnz7JmzRoiIyNzjTcpKYmEhAS6dOnCtGnTchzCrZS6c84Ot24MTBURydI79hZwBG0o598DD9juS163ztZgVkoppZz3BdD9pm2lgH8CloIPp4i6/344cwaSkqB8eU9H4zE5DT8GmHDTLWFZ9ytbtiyf5LCcpbe3N++++y7vvvvuDdtHjRrFqFGjHO/dffXYGYMGDWLEiBGOibsWLlzI888/T0JCAmlpabzwwgsEBGSfMH7ChAk89thj1KpVixYtWnD06FEAxo4dy3PPPUdgYFkVb30AACAASURBVCBeXl6MHz+eRx55hGHDhmGxWAgNDb1h+axevXqxYcMGgoODMcYwefJkqlevzr59+3KMNzExkR49epCSkoKI8Le/6X/DlXIHk9cwD8dOxhwHAkUkwRizF+gFXAAO2q8qF3nh4eESFxdX8BUHBdlm1/zuu4KvWymllNsYY7aKSLgby78sIvc6u70oKpDcPH8+9OsHO3eCRfsWlFKqOHM2Nzs73HoxkDkzwOfY7kuOA/6Tv/CUQ6tWsGGDbb1kpZRSynknjDGhWTfY35/yUDxFU5Mmtue9ez0bh1JKqULDqeHWIjIqy+vJxpjNQAVgmbsCu2tERcEnn8CuXWCfdVEppZRywt+AJeb/s3ff0VFV2wPHvychIQVCCV16k1BCqAYEKUpRUEEQRBRRwUKzPGk+33v+fHawYqHZHir9wRMRRQUEBGkSBKQKofcSSM9k9u+POwmZJCSTkMxkwv6sddfMnNv2xVne7Lnn7GPMm8BfQD2s+ZFf8WhU3ubGG61poK4y9lQppdT1x6Uk2RhTBUgUkYsAIrLKGFMOqAicLMT4ir/bbrPGJX/zjSbJSimlXCYiM4wxF4FHgRrAEeBvIrLAs5F5mYAAqF9fk2SllFLpXO1u/Q1QM1NbTaxu2OpaVKlidbmePx9cGB+ulFJKpRGR+SLSU0SaOF41Qc6PJk1gxw5PR6GUUqqIcDVJvlFE/sjYICLbgLCCD+k69OCD1s351189HYlSSqkizhjTyhjTNMPnisaYr4wx24wxU40x12+J5vxq0gT27wfHXLfF0aVLlzh69GiO8/J6g0uXLtGmTZtsq2orpVRBcTVJPmOMqZuxwfH5fMGHdB0aPBhCQ2HsWH2arJRSKjfvAlUyfJ4JNASmA02BNz0RlFdr0gTsdtizx9ORFJoxY8ZQp04dAgICqFevHr1792aXlxUrs9vt9OvXj23btvHss88ydOhQkpKSPB2WUqoYcjVJ/gJYaIzpaYxpaIy5HZgPfFp4oV1HgoNh0iT47Td49lmtdK2UUionYcAaAGNMWeB2YLCIfAgMAu70YGzeqanjwXwxHpccFRWFzWYjOTmZAwcOsGLFCvbu3evpsPLkX//6F+vWrSMlJYX4+HjmzZtHmzZtuHDhgqdDU0oVMy4V7gJeBWzAB1wpDjITmFRIcV1/hg6FqCh491348kt44AEIC7OKiRw5Al27QokSEBhoVeEMDraeOp85Y41rNsZzsaemgq+v586fwbZtcPIk9Ojh6UiUUqrQlACSHe8jgZMishdARI44EmeVFw0bWvfY7ds9HUmhOXjwoNNnX19fbrzxRg9Fk3dLlizhrbfeIiEhIb0tISGBffv2cenSJcqVK+fB6JRSxY2rU0ClAq85FlUYjLES5I4dYeZM+PBDSElxbd/gYPD3h6AgK1m1260E2m63EmpfX+sVoGRJa118PCQlQfnyzk+ufXyszxkTcrvdiuXMGQgJsd6XLm0d99IlOHEC6tWDhAS4fNnaPjDQuqbMS9q5EhMhOdk6fqlSVntSknXMgAArvoAA61g2m3U8EWvx9bWWlBTna7Xb+fDyWywxd3LicumC/e+jlFJFx07gXmAecB/wU9oKY8wNQIyH4vJe/v4QHg4bN3o6kkIRExPjlFyClWDWrVv3KnsULfv27eP+++/Pcg2BgYF8+eWX1KpVy0ORKaWKqxyTZGNMdcAuIscdnwOAiVhjntYDb4uIvdCjvF4YA/37W0tKitXt68QJOH3aSkABYmKsdcnJ1mtqqvXeZrO2SU21Ek8fH+t4dru1Pu34SUnWa3Iy+PlZ6/38rLa0ZDPtuCJXjleiBNx0E8TFWe1xcVeeHleoADVqWIlscLDVnph4JanNuKTtExBwJVn39bXOX7Kkdf7EROs4iYlWu6/vlbiNsa41Le60a3Vcr9/qyqQc83P/fzullHKf8cASY8xUIBXokGHdQECrQOZHu3bwxRdFqndUQdmzZw+BgYGkZPjxvWLFivj7+3swKtdcvnyZbt26ERcX59QeFBTEyJEjueeeezwUmVKqOMvtSfKnwFTgv47PHwJdsaZ+egIoC7xQaNFdz/z8rHmTde7kPPF7GlI+83QUSilVeERkrTGmJlaxrr0icjnD6qXAHM9E5uXatbN6cW3ZAm3bejqaArVnzx7sdudnGg0aNPBQNK4TEQYOHMjJkyedqnL7+/vTunVrXntNOzgqpQpHboW7IoAfAIwxQVgFQe4VkWewCoMMKtzwlMobPz/Xe6krpZS3EpHLIrIlU4KMiOxJ6/2l8uiOO6weTXPnejqSAvfnn39meRLbvHlzD0XjupdffplffvklSwXr0NBQFi9ejG8xe+KvlCo6ckuS/UUk7f+qbYFYEdkMICK7gIqFGZxSeaVJslJKqXwpVw7atIF16zwdSYGLiopyehIbFBREs2bNPBhR7pYtW8Zrr71GfHy8U3tQUBDLly/XQl1KqUKVW5IcbYzp6HjfG1iZtsIYUxGIz3YvpTzEz88asqzTTSullMqzdu3g99+tOhjFyO7du50++/n5FenK1n/99RcDBw7MUqgrKCiITz/9lKZpU3YppVQhyS1J/j/gG2PMRmAk8E6GdXcBmwsrMOWdxMPZaQnHKHubDacCJUoppVSuIiOtwpZbt3o6kgJjt9s5duyYU1tSUlKRTZLj4uLo3r17toW6hg8fzsCBAz0UmVLqepJjkiwii4CbgLeAZiLyW4bV+7AqXSsFWL/81qxZk5MnT3osBj9HYWubDVq2bMno0aOzFCtRSqniwBjjk93i6bi8Wrt21uv69Z6N4xqkpqaye/fu9KewR44cwc8v66wPlStXdndoTux2Oxs2bHBqExEGDRrE8ePHne7dfn5+RERE8NZbb7k7TKXUdSrXm6mI7BWRuSKyP1P7ahHZXnihKW8zZcoUjh8/zujRoz0WQ9rfASkpcPDgQWbOnMmAAQP0qbJSqjiyASmZF2NMkjHmoDHmLWNMKY9G6G2qVoVateC333LftojasWMHYWFhhISEUKFCBXr06JGlwFXNmjUxxngoQsv69euJjIzk0UcfJdkxVeUbb7zBzz//TGJiotO25cuX55tvvtFCXUopt9FfnFWBSExM5JNPPsFut7N06VJ+/dUz03SmJclxcckkJCSQmJjId999x6233kpsbKxHYlJKqUIyGlgBdAfCgB7Az8A44EmgPfCux6LzVpGRXv0kuVmzZpQpUwabzca5c+fYs2cPly87FUHnr7/+ok6dOtx+++08//zz7Ny50+1xbtiwAT8/P2bPns1NN93EV199xUsvvZRtoa7vv/+e0NBQt8eolLp+aZKsCsS8efPS3yckJDB06FBSU1PdHkdaknzixGkCAgLS49m0aRORkZGcPXvW7TEppVQheRboLyI/O3p9/QQMAMaIyPdAf6yimyov2rWDI0cg0zheb+Hj48M999yT45Pi1NRUoqOj+f7773njjTfYtGmTGyO0/Pzzz6SkpJCQkMCOHTsYMmRItoW6pk2bRkREhNvjU0pd3zRJVgVi0qRJTk9qT5w4wYcffuj2OK4kyacokVbFC+tJ9969e2nRogWHDh1ye1xKKVUIQoCgTG1BQBnH+5NAoFsjKg7SxiV7cZfr+++/n1Klcu9p7+fnR6dOnXjooYfcEJWzjIm5zWbLUj8kKCiIoUOH8sADD7g7NKWUcl+SbIzpaYzZY4zZb4yZkM36ksaYuY71G4wxtR3tfsaYL4wx240xu4wxEzPt52uM2WqM+TZD263GmN+NMVHGmLXGmPo5xHWnMWZ6TExMwV3sdWbbtm0cOHDAqS0uLo7nn3+eM2fOuDWWtCQ5u+JhKSkpHD9+nJYtW7J9uw6nV0p5vf8APxpjhjvuscOAH4AvHOu7A3tyOoAL9+ZbHPdTmzGmf6Z13xtjLma8/zraP3eMiY5yLBGO9kbGmPWOMdPPXcN1F66ICChZ0qu7XHfq1MmlopVBQUHMmTPH7eOTz5w5Q05/d/n5+dGkSRPee+89N0allFJXuJQkO252B7JZdhljfjTGPGmMuWo1Bce6D4HbgcbAIGNM40ybPQpcEJH6WFNNveFovxcoKSLNgFbA42kJtMNTwK5Mx/oYGCwiEcDXwAtXi01ElojIY2XKlLnaJioX77zzDknZzCmZkpLC008/7dZYMibJNpsty3q73c758+dp3749a9ascWtsSilVwMYCHwD3Yd0378e6145zrF8JdLrazi7emw8DQ7HupZlNAh68WmwiEuFYohxt54ExwOScL8vD/P2tRNkDXZALip+fH71759zTPigoiC+//JJKlSq5KaorNm3alD4kKjslSpQgPj6eU6dOuTEqpZS6wtUnyVOBOKzEdRTwJhALfAn8D3gOeCWH/dsC+0XkgIgkA3OAuzNtczdXfv1eANxqrJ82BQg2xpTA6jaWDFwCMMZUB3oBMzMdS7C6oYHV7ey4i9ep8ujSpUvMmzcv2/HHycnJLFq0KMsUD4UpLUk+depkluqYGcXGxtKzZ08WLVrkpsiUUqpgiYhdRKaKyK0iEiYiXR2fUx3rE0UkIYdD5HpvFpFoEfkDyPJYUkR+Bi5nbs8h3tMisgmrCnfR1qYNbNkCHqitUVAefPBBSpcune26wMBABg4cmGsiXVjWr1+fZR7kjBISEti9ezdNmzbVH7SVUh7hapL8INBTRKaJyHciMhW4AxgkIh9gFQa5P4f9bwCOZPh81NGW7TYiYgNigFCshDkOOIH1i/ZkETnv2OddrF/MM9+8hwHfGWOOOmJ/3cXrVHk0a9YsfHyu/jVKSEjgoYceclsRr7Qk+dixw7l2NYuPj2fw4MF8/PHHbohMKaUKnjHmYWPMCkeX6RXGmIfzsLsr9+b8esUY84cx5h1jTMkCOqb7tG0LcXHggarPBeW2227LtkcVQGhoKB988IGbI7pixYoVuf5dkJqaysWLF+nSpQtHjhzJcVullCporibJN+B4epvBZa7cTHcD5XLYP7vBLuLiNm2BVKAaUAf4mzGmrjGmN3BaRLZks98zwB0iUh34DHg726CMecwYs9kYs9ndY2eLAxFh8uTJOf4aDHD06FFmzJjhlpjSkuTjx10rziUiTJgwIcenzkopVRQZY/4OTMB6AjzG8TrO0e7SIbJpy3xvzo+JQCOgDVAeGJ+XnYvEvblLF+t1+XLPnL8AlCxZkm7dumVpDwwMZPHixQQFZa755h4iwrZt23LdLigoiBYtWvDNN99QvXp1N0SmlFJXuJokLwUWGWM6G2PqG2M6A/Md7QCRQE5ZyVGgRobP1cnaBTp9G0fX6jJY45fuB74XkRQROQ38CrQGbgbuMsZEY/1h0NUY86UxpiLQXETS+vjOxZorMgsRmS4irUWkdcWKFXP7N1CZ/Prrry4V5oqLi2PcuHGcO3eu0GNKS5LPnLl6D3tjDIGBgYSHh/Pxxx9z/PjxHMdGKaVUETUM6O64l/0gItOBnsBjLu7vyr05z0TkhFiSsH6obpvH/T1/b65eHZo2hWXLPHP+AjJkyBCnLtdBQUFMnDiRVq1aeSymAwcOIJL9bzG+vr4EBATQrVs3fv75Z37//XfuuOMOtxcWU0opV5Pk4UAU1pjhP7Eqav4BPO5Yfwi4M4f9NwENjDF1jDH+WEVGvsm0zTdA2hwE/YEVYv1f9DBWAmyMMcFYCfluEZkoItVFpLbjeCtE5AHgAlDGGNPQcaxuZC3spQrApEmTiI+Pd2nbuLg4xo/P08OEfElLki9cuPp8yCJCy5Yt2bZtG0OHDiU4OLjQ41JKqUIQDGT+pfIcrk/75Mq9Oc+MMVUdrwboA+y41mN6xO23w5o1cNnlYddFTs+ePUlOTgasBDQsLIznn3/eozFt3LgRX1/nWq/+/v4EBAQwcOBAtm7dyvLly4mMjPRQhEopBSVy3wQchT+ecyzZrc/xl2cRsRljRmFNTeELfCoiO40xLwGbReQb4BNgljFmP9YT5Pscu3+I9Uv0DqyuYZ85iojkdK7hwEJjjB0raX7EletUrouJiWHp0qUEBwfj4+OD3W7Hbrc7Jc0lSpSgffv2VK5cmapVq9K5c+dCjystSY6NvQBY3c1EBD8/P6du4Zs3b+b48eNUq1at0GNSSqlC8j3wlWPqpsNALawimj+4srMr92ZjTBtgEdaQqjuNMf8nIk0AjDFrsLpVl3LUAHlURH5wxFQR654dBTzh2L4KsBmrsKbdGPM00FhEMg/nKhp69oRJk+Dnn6FPH09Hky/BwcF06tSJ5cuXExAQwMKFC7MkqO62Zs0aLjt+eAgMDMQYw7Bhwxg/frzek5VSRYa5WpeXLBsa0xGrCNYNwDHgSxFZXYixuYUx5k7gzvr16w/ft2+fp8PxGjabLX1MU2hoKCkpKfTo0cMpSQ4JCclxHsTC8Ntv0K5dCuBPhQoVGDFiBA8//DCtWrXi/Pnz6dsFBATw97//nRdeuOrsYEopdU2MMVtEpHUhHj8EawqoAYAfVtXoecAYEblYWOd1p9atW8vmzZs9c/LkZLjhBqhTBzZsAC/t8vv1118zePBgZs2axQMPPODpcGjatCl79+4lKCiI5557jlGjRlG2bFlPh6WUuk64em92KUl2VMt8E+uJ7iGgJvAwMEFEPr3GWIsEj96Ii4H4+HjKlCnjVEnT19eXlJQUt44l2rIFWreGjz7ay+OP10+vvD1x4kTefvvt9G5nAFWqVOH48eM61kkpVSgKO0nOcB4foAJwVkTsxpi6InKgsM/rDh6/N0+fDo8/br0OH+65OK5BfHw8c+fO5eGH81L4vPAMHz6c1q1b89BDD2k9EKWU27l6b3Z1TPIErOIg40TkQxEZD3R3tCuVbZVMHx8fYmNj3RpHWnfrSpUaOk1N9fjjj2eZqio2NpZffvnFneEppVSBc8yXfNqRIJcEtFtUQXnkEejeHR57DAYMgMOHIe3hQkohTPcscuX4BSQoKKjIJMgAM2bM4PHHH9cEWSlVpLk0JhnrF+rMhTf+dLQrBUDp0qW5cOFC+md/f3/OnTvnVFmzsKUlyZn/dqlduzbNmzdnw4YN6W2xsbG8//77bhkrrZRSbqTdYwpKiRIwf771FHnePOt9OceMlxcvWvMpV6kCZcpAQgJUqgQbN0L58lC2LPj6Qmqq1W375EnrePv2WXMwt2gBO3ZY3bhbtbK6dEdFWcfu1s3aPyTE+pyUBKtWQa1a1vn8/KzzJSTA+fPW8WrWhNDQK7GVL2+du359CA+HChXA39/aJz4e0iqH2+3W8StVsmL84w9rv9q1re1PnLCOHRAAx4/Dr79aY7QTEuDUKdi71+rCFRQEMTFWN/Xjx61/p1q14MwZ69+nRQuoW9ed//WUUirfXE2S1wGTjDETRCTRGBMIvAqsL7zQlLcpU6aMU5Ls6+vLuXPnqF27tttiuFqSDPDMM88wfPjw9IIhAMuWLePChQuUK5fTNN9KeY9FixZxzz33sGvXLho1apTtNkOHDqV3797079/fqX3VqlVMnjyZb7/91h2hqsJTsI8ir3chITB3LowcaSXJly/D5s1w4YKV2IKVTKYN5zHGSnAvXLDepz0Z9vW1tgsOhrNnrWQUrG1374aMPa9+/BGqVrXaUlOtpBbg6FFrjHRqKpw7ZyXHafbtA5vtSmIeGGh9Lown3h9/nPd9Xn8d3DDLhVJKFQRXk+QnsOYbjjHGnMV6gryZKxWolaJcuXJER0enfzbGuGVu5IxySpL79OnDsGHDnNp8fHz46quvGDVqlEvH9/X1pVmzZthsNsLCwvjiiy+y7WqulKfMnj2bDh06MGfOHF588UVPh6NU8XHLLdaSRsRKjFNTryTJgYFWQluypJVM+/hYSXZSkvUkVsRKnM+ft5602mzWNr6+V5LpxERr27QEO+3Vbr9yjrTzZ0zCjbFufmnHSqtifeYMLF1qxRQQYD1lLlkSSpWy1l+4YCXbfn7Wk+5Spayn0MZYcaedOyXFej1/HqpVg8qVrUQdrP1sNmv7EiWsa07btmpV63yemvNaKaXywdUpoI4BHYwxtYFqwHERiS68sJQ3qpjpBmi324tUklyyZEkeeOABZsyYQWpqKmAVNHn33XddTpIDAwOJcnSHGzx4MFOnTuXZZ59NXy8iiEiW8c9KuUNsbCy//vorK1eu5K677kpPkkWE0aNHs2LFCurUqUPGgo3ff/89Tz/9NBUqVKBly5YeilzlhTHmCFd/Wqxdrd3FGCv5S1PC8SdVcLD1mrGHUtr427RCkeXLW69pN62M6wIDs7YZYyW9V1uXJuPx0lSsCEOH5no5hemhh6xc/bvvPBqGUkq5LE9/yYtItIisE5FoY0xJY0xqYQWmvE+VKlWcPicnJxepJBlgxIgRlMz4Rw1w4sQJfv/99zyfq2PHjuzfv5/o6GjCwsIYMWIELVu25MiRI5RK+4UeWLBgAUMdf6AMHTqUMWPG0L59e+rWrcuCBQvSt5s0aRJt2rQhPDycf/3rX3mOR6nFixfTs2dPGjZsSPny5dO/14sWLWLPnj1s376dGTNmsG7dOgASExMZPnw4S5YsYc2aNZw8edKT4SvXPYA1JWN2ywNAV8+FplRWFy5Yw52VUspbXOvjLv3FWqWrWrWq0+ekpCTOnDnj1hhyS5KbNWuWZYx0YmIiH3zwQZ7OY7PZWLZsGc2aNQNgz549DBkyhK1bt1KrVq0c9z1x4gRr167l22+/ZcIEq0D88uXL2bdvHxs3biQqKootW7awerXXT0Ou3Gz27Nncd581Cua+++5j9uzZAKxevZpBgwbh6+tLtWrV6NrVyqF2795NnTp1aNCgAcaYIjGHqsqdiPyS2+LpGJXKyNfX6o2tlFLe4lqTZC0OotJVqlQJf39/p7YTJ064NYbckmSAp59+muC07nBY3cLnzJlDfFphlBwkJCQQERFB69atqVmzJo8++igAtWrVIjIy0qUY+/Tpg4+PD40bN+bUqVOAlSQvX76cFi1a0LJlS3bv3s2+fTqLi3LduXPnWLFiBcOGDaN27dpMmjSJuXPnpnetvtp84DpPuHcxxoxxTPOU0zYljTFj3BWTUrlJqyWmlFLe4rofOGmMudMYMz0mJsbToXi90NBQ/DKNhyqKSfJ9992XPiY5ja+vr1PX56tJG5McFRXFlClT0n8UyJh0g3PikZiY6LQuY3fvtARGRJg4cWL6sffv35+egCvligULFjBkyBAOHTpEdHQ0R44coU6dOqxdu5ZbbrmFOXPmkJqayokTJ1i5ciUAjRo14uDBg/z1118A6U+eVZFWBdhvjJlmjLnfGNPKGNPQ8TrIGDMNa57kSh6OU6l0miQrpbxNjkmyMWalMWZFdguw3E0xFioRWSIij5UpU8bToXi90NBQfNOqaToUte7WYM3n3LdvX6dENjY2lnfeeafA4qhcuTK7du3CbrezaNGiXLfv0aMHn376KbGOKUCOHTvG6dOnCyweVfzNnj2bvn37OrX169ePr7/+mr59+9KgQQOaNWvGk08+SadOnQAICAhg+vTp9OrViw4dOuQ6VEB5nog8D7TASoQfBZYBO4DvgEeA3UALEXnBY0EqlUmJEpokK6W8S27Vrb/MZf1/CioQ5f1CQ0OzdN10d+GutAKguU0LOXr0aL755hviMswxuXv3bvbu3UvDhg2vOY7XX3+d3r17U6NGDZo2bZqe/F5N9+7d2bVrF+3atQOgVKlSfPnll1SqpA+DlGtWrVqVpW3MmCs9bq827r5nz57s3r27sMJShUBEzgKTHYtSRZ6OSVZKeZsck2QR+cRdgSjvV6FChSzdmD3Rjb1EidyT5MjISMqXL++UJKempjJ16lTefvvtq+6XXbJbu3ZtduzY4dTWv39/+vfvn2Xbzz///KrHe+qpp3jqqadyDlwppZTyMtrdWinlba7a3doYc4crB3B1O1X8hYaGkpIpO718+bLb4/Dzyz1JNsYwevRoAjPMOZmSksKnn36a5RqUUkoplX+aJCulvE1OY5KHGmO2GWPGGmPaGmPKGGN8HK9tjDHPGWO2AUPcFawq2sqWLUtycrJTW3Jycpa2whYQAJlqZWVr6NCh2O12pza73c7SpUsLKTKllFLq+qNjkpVS3uaqSbKIDAAeAuoB84ELQApwHpgL1AaGiMh9hR+m8gY+Pj4EBQU5tfn7+3P+/Hm3xlGqFGToRX1VFStWTJ8vNs3ly5d59913AasbdceOHZ3WR0RE0LRp03zHNmzYMP78808A5s+fT1hYGF26dMnzcV599dV8x6CKj9q1a3P27FmXto2KiuK77767pvPp904plR86Jlkp5W1yrG4tIlEi8oSI1ALKAnWAciJSV0RGicg2t0SpvEZISIjTZz8/P7cX7woOdi1JBmsccOnSpZ3afvvtN44dOwZYSfORI0cA2LVr1zXHNnPmTBo3bgzAJ598wkcffZQ+HU9eaLKi8kqT5OLHGFPRGFPK8d7XGPOwMWaIMea6n95RFS3a3Vop5W1cvpGKyCUROSwilwozIOXdypYt6/TZx8fHI0lyLsWk0912221O8xanmTlzJgADBgxg7ty5gDXFzqBBg9K3iY6OpmPHjrRs2ZKWLVuybt06wKoy3LlzZ/r370+jRo0YPHhw+nzInTt3ZvPmzbz00kusXbuWJ554grFjx5KamsrYsWNp06YN4eHhTJs2DbDmmb7lllvSn2CvWbOGCRMmkJCQQEREBIMHD873v5MqnjZu3Ej79u1p0aIF7du3Z8+ePSQnJ/PPf/6TuXPnEhERwdy5c4mLi+ORRx6hTZs2tGjRgv/973+AVVzunnvuoWfPnjRo0IBx48YB6PeuaPoWaOB4/wrwHPAs8JbHIlIqG5okK6W8jojoIkKrVq1EXbuOHTsKkL6EhITIf//7X7fG0KWLyM03u779Cy+8ICVLlnSKu1KlSlKrVi3Zs2ePWRnakwAAIABJREFUtGvXTkREIiIiZOfOndKkSRMREYmLi5OEhAQREdm7d6+kfYdWrlwpISEhcuTIEUlNTZXIyEhZs2aNiIh06tRJNm3alOX9tGnT5N///reIiCQmJkqrVq3kwIEDMnnyZHn55ZdFRMRms8mlS5dERCQ4OPha/olUMVGrVi05c+aMU1tMTIykpKSIiMiPP/4o99xzj4iIfPbZZzJy5Mj07SZOnCizZs0SEZELFy5IgwYNJDY2Vj777DOpU6eOXLx4URISEqRmzZpy+PBhEdHvXV4Bm6UQ71tYw6CM4/1RoCZQHjhRmOd1xwLcCUyvX79+/v8DqCLjuedEgoI8HYVSSrl+b85tnmSl8iTzvL42m83tT5JLlQJHD2mXDB8+nMmTnacbjY+PxxhD+fLlKVeuHHPmzCEsLMxpzHVKSgqjRo0iKioKX19f9u7dm76ubdu2VK9eHbDGMUdHR9OhQ4erxrB8+XL++OMPFixYAFhTZ+3bt482bdrwyCOPkJKSQp8+fYiIiHD9wtR1KSYmhoceeoh9+/ZhjLlqtfbly5fzzTffpH/3ExMTOXz4MAC33norZcqUAaBx48YcOnSIGjVquOcCVF6kAv7GmIZAjIgcdnS1LuXhuK6ZiCwBlrRu3Xq4p2NR107HJCulvI0myapAVa1a1elzUlJSkR6TDFCzZk2n7tJgzV+cNufzwIEDGTlyZJY5jt955x0qV67Mtm3bsNvtBAQEpK/L2IXb19cXWy5/HYgIU6ZMoUePHlnWrV69mqVLl/Lggw8yduxYhgzRgvLq6v7xj3/QpUsXFi1aRHR0NJ07d852OxFh4cKF3HjjjU7tGzZsyPP3V3nMMmAeEArMcbQ1Bo55LCKlsqHdrZVS3iZfxT2MMR2NMe0LOhhPMMbcaYyZHhMT4+lQioUqVarg43Pla5WamsrJkyfdGkOpUpDX6ZmfeeaZLAW8EhISuHDhAn379mXcuHFZEtiYmBiqVq2Kj48Ps2bNSk+q86NHjx58/PHH6U/99u7dS1xcHIcOHaJSpUoMHz6cRx99lN9//x2wCqLpfM4qOzExMdxwww0ATj/slC5d2mne8h49ejBlypS0rq1s3bo112Pr967IGQYsBT4BXnO0VQBe9FRASmVHk2SllLdxKUk2xqwyxnR0vH8O+C+w0BgzvjCDcwcRWSIij6V1LVTXpkKFClkKYZ04ccKtMZQtCxcv5m2fu+66K0ubMYZ58+ZRunRpxo8fj7+/v9P6ESNG8MUXXxAZGcnevXsJDg7Od8zDhg2jcePGtGzZkqZNm/L4449js9lYtWoVERERtGjRgoULF/LUU08B8NhjjxEeHq4FlBTh4eFUr16d6tWr8+yzzzJu3DgmTpzIzTff7PTDTZcuXfjzzz/TC3f94x//ICUlhfDwcJo2bco//vGPXM+l37uiRUSSRGS6iHwmIjZjTCCwTkTm5LqzUm5UwtFv0W73bBxKKeWqtIIfOW9kzDmgsuMmvA/oA1wG1og1PZTXa926tWzevNnTYXi9BQsW8Mgjjzg9sercuXO+pjnKr1dfhb//HRISIEMP6FyNHj2aqVOnOnUtrV27NgcOHMAYUwiRKqWKM2PMFhFpXYjHnwzME5GNxphewAKs4oMDHWN6vZ7em4uHV16BF16ApCTI9HuzUkq5lav3Zle7W/sAdmNMXaCEiOwUkcNYVTSVShcaGurU3Rrg7Nmzbo2hXDnr9cKFvO335JNP4ufn59R25swZ9A80pVQRNRjY4Xj/T+AB4C5AJ7RWRYqvr/WqXa6VUt7C1SR5HfAu8CawCMCRMLu3IpMq8kJDQ8ncO+FCXrPVa5TfJLlx48bUq1fPqS0hIYEPPviggCJTSqkCFSQi8caYUKCuiCwUkZ+AYtHDSxUfmiQrpbyNq0nyUCAR2IP1azVYFTSnFEJMyouFhoZmqYR76dIlt8aQ3yQZ4Omnn6ZUqSuzp9jtdubPn09cXsplK6WUe+w1xgwGRgE/AhhjKgAJHo1KqUzSxiRrkqyU8hYuJckickZExonI30Uk1tH2rYi8VbjhKW8TGhpKUlKSU1tcXFyWp8uFqbxjEMD587lvW7t2bafu4AMHDsxSpdputzNt2rSCDDFbr77q3EOyfftiUUBeuSjzdzE7n3/+OcePHy/0WPS76DVGACOBrkBa5bUewHKPRaRUNtKeJOtsckopb+FqdeunjDERjvdtjTEHjDF7jTFtCzc85W0CAgKyjEn29fV169Pka3mSXKpUKfr16+d0DUlJSXz88cd5Ok5+5pXNnJhknLdZKchfkqzfxeJLRDaJSHsR6SQifznavhKRBz0dm1IZaXdrpZS3cbW79d+AaMf714EPgbeA9wshJuXlMs837O/vz7lz7hu+np8kOTo6mrCwMIYPH86vv/6aZf1ff/1FWFgYCQkJbNmyhU6dOtGqVSt69OiRPsVV586def755+nUqRPvvfceS5Ys4aabbqJFixbcdtttnDp1CoDY2FgefvhhmjVrRnh4OAsXLmTChAkkJCQQERGRPr1OWrdvEWHs2LE0bdqUZs2aMXfuXABWrVpF586d6d+/P40aNWLw4MHpT+wnTJhA48aNCQ8P57nnnsvXv6PyjIzfxSZNmtC9e3cSEhJYsGABmzdvZvDgwUREROh3UQFgjOlijPnUGPOD47Wrp2MqCMaYO40x02NiYjwdiioAmiQrpbyOiOS6AJccr6WA84Cv4/NFV/b3hqVVq1aiCkadOnUEaxoSASQkJEQ2btzotvPbbCIg8q9/5b5trVq15MyZM3Lw4EHx9fWVrVu3it1ul6CgIKdr8PX1ldGjR0tycrK0a9dOTp8+LSIic+bMkYcfflhERDp16iRPPvlk+rHPnz8vdrtdRERmzJghzz77rIiIjBs3Tp566imn7UREgoODnWJL+7xgwQK57bbbxGazycmTJ6VGjRpy/PhxWblypYSEhMiRI0ckNTVVIiMjZc2aNXLu3Dlp2LBh+rkvXLiQj39F5W7ZfRdFRO69916ZNWuWiFjfsU2bNomI6HfRCwCbpRDvW8Aw4DRWNevHgVeAk8DwwjyvOxe9NxcPM2ZY9+UjRzwdiVLqeufqvbmEi7n0UWPMTUATrLmRU40xpQH9TVBlUb58eQ4ePOjU5s4nyb6+EBKS9+7WderUISIiAoAuXbrwww8/pHdVTU1N5fPPP+fhhx9mx44ddOvWLb29atWq6ccYOHBg+vujR48ycOBATpw4QXJyMnXq1AHgp59+Ys6cOenblUt79H0Va9euZdCgQfj6+lK5cmU6derEpk2bCAkJoW3btlSvXh2AiIgIoqOjiYyMJCAggGHDhtGrVy969+6dt38I5XEZv4utWrUiOjo6yzZ79uzR76IaB3QTkW1pDcaYucBCYIbHolIqEx2TrJTyNq52tx4HLAFeAl52tPUGNhVGUMq7VaxY0emz3W53a5IMVvGuvCbJJUuWTH/fpk2btCc1TlatWkWTJk2IiooiKiqK7du3s3z5lRo5wcHB6e9Hjx7NqFGj2L59O9OmTSMxMRGwem8YY1yOK7s4sovZ19cXm81GiRIl2LhxI/369WPx4sX07NnT5XOpoiG7/66ZiYh+F1Uo8Gemtj1AeQ/EotRV+flZrykpno1DKaVc5Wp1629FpJKIVBeRtMR4EdCn8EJT3qpKlSpOn1NSUtyeJJcr51p166sJDg6mbt26Tm2XL19mwYIFnDlzhvXr1wPWte3cuTPbY8TExHDDDTcA8MUXX6S3d+/e3Wnu5bR5pP38/EjJ5i+IW265hblz55KamsqZM2dYvXo1bdtevWZebGwsMTEx3HHHHbz77rtERUW5eNWqqCtdujSXL18G4MYbb9TvoloLvG2MCQIwxgQDkwCttKaKlLTf0DJNfqGUUkWWq0+SMcbUNcY8b4z50BjzPHCDiCQWYmzKS1WrVs3pc1JSEmfOnHFrDOXK5a+6dUaRkZFOcyYDbNmyhQ8++IDx48fTvHlzIiIirlr598UXX+Tee++lY8eOVKhQIb39hRde4MKFCzRt2pTmzZuzcuVKAB577DHCw8PTiyWl6du3L+Hh4TRv3pyuXbvy5ptvZvkhIqPLly/Tu3dvwsPD6dSpE++8805+/wlUETN06FCeeOIJIiIiSE1NZcGCBfpdvL49AYQDMcaYU8BFoLmjXakiIy1JTtS/GpVSXsLk1H0ufSNj7gDmAsuAQ0BN4HZgkIgsLdQIC5kx5k7gzvr16w/ft2+fp8MpFt59913Gjx9PcnJyetsjjzzCJ5984rYY+veHP/+0lvyy2+1UqVLFKcEvWbIkb7zxBk899VQBRKmUKs6MMVtEpLUbzlMdqAYcF5GjxhgfEbEX9nndoXXr1rJ582ZPh6Gu0Q8/QM+esHYt3Hyzp6NRSl3PXL03u/ok+TWgj4gMEJGxIjIQq6v1a9cSZFEgIktE5LEyZcp4OpRio1q1athsNowxBAYGUqlSJRo0aODWGAriSbKPjw9PPvkkfn5+BAUF0ahRI95//32GDRtWMEEqpVQBEJGjIrLRkSCXBHTkpypSAgKsV+1urZTyFq5Wt64JrMrUttrRrpSTe++9l1tvvZUyZcpQooSrX7GCVRBJMsDIkSNJSkri/vvvJzw8/NoPqJRShc/1amxKuYGOSVZKeRtXM5htwNPAWxnaxgB/FHhEyusZYwgNDfVoDOXLWzfjhAQIDMz/cSpVqsTrr79ecIEppVThy30clVJupEmyUsrbuNrdegQw0hhzxBjzqzHmMDDK0a5UkZM23ev27Z6NQ12//vrrL0aNGkV8fLynQ1FKKY/SJFkp5W1cepIsIn8aY24EbsZRHARYJyLJOe+plGf4OH7+uekmcKE23XUpNTWVCRMm0K1bN7p37+7pcIqVtWvX0qtXLxITEzl48CBLlizBx8flyQSUypExZg1Xf1qsXzRV5GiSrJTyNi4PGBWRFDKMSzbG+BtjDohI3avvpZRnNGly5b3dfiVpnjcPWraE+vU9E1dRYbPZGDBgAMuWLeOjjz7iu+++o1OnTp4Oq1j4z3/+wxNPPEFCQgIAq1atYvz48UyaNMnDkaliZGYu62e4JYpClGHmCU+HogqAJslKKW9zLb84G6B2AcWhVIFq3x6mTLHez5wJly9by8CB1tPl61lSUhK9e/fm+++/JzExkfj4eHr16sWGDRs8HZpXs9vtjB8/nieffDI9QQaIj49nypQpLFq0yIPRqeJERL7IbfF0jNdKZ54oXjRJVkp5m2vtlqUdWVWRNWAAhITA449bryEhVvv5856Ny9OmTJnCypUrnRK5uLg4brvtNrZt2+bByLxXQkICd999Nx988EGWMcglSpSgTJkyNG7c2EPRKaWUZ2mSrJTyNjp2SRVblSrBnXd6Ooqi57HHHqNevXr4+fk5tcfGxtKpUyd27drloci806lTp2jbti0//fRTlgQ5ICCAsLAw/vjjD2688UYPRaiUUp6lSbJSytvkmCQbYz692kIxGPOk3M/X15eIiAiaNm3KvffeW+iVf99+Gzp0gMzTNRtjPWEuahYtWoQxht27d191m6FDh7JgwYIs7atWraJ37965niMkJIS1a9dSo0aNLPNYx8TE0KFDBw4cOJD34K9DO3bsIDw8nN27d5OYmOi0LigoiO7du7NhwwYqV67soQiVUsrz/P2tV02SlVLeIrcnycdyWA4BrxZqdKrYCQwMJCoqih07duDv78/UqVOd1osIdru9wM5XqRKsWQPx8XDyJISFXVk3fTr8/nuBnapAzJ49mw4dOjBnzpxCPU/58uVZt24dVapUwdfX12ndhQsXaN++PUePHi3UGLzdsmXLiIyM5PTp09hsNqd1QUFBjBkzhsWLFxN4LRN1K6VUMWCMlShn+i1RKaWKrByTZBH5R26LuwJVxU/Hjh3Zv38/0dHRhIWFMWLECFq2bMmRI0coVapU+nYLFixg6NChgPUUdcyYMbRv3566des6PVGdNGkSbdq0ITw8nH/9619O5/Lzg8qVYelSmDXrSnurVrBnj5VEe1psbCy//vorn3zyiVOSLCKMGjWKxo0b06tXL06fPp2+7vvvv6dRo0Z06NCB//73v3k6X+XKlVm/fj2hoaEYY5zOd/bsWdq1a8epU6eu/cKKoffee49+/foRFxeXZV1gYCBTp07ltddec/p3VaqgOWaZeMwY85Ex5j8ZF0/HplRmJUvqk2SllPfQMcnKI2w2G8uWLaNZs2YA7NmzhyFDhrB161Zq1aqV474nTpxg7dq1fPvtt0yYMAGA5cuXs2/fPjZu3EhUVBRbtmxh9erVWfatUwceeAB++eVKW6NG0KtXwV1bfi1evJiePXvSsGFDypcvz++Ox9yLFi1iz549bN++nRkzZrBu3ToAEhMTGT58OEuWLGHNmjWcPHkyz+esXr0669ato1y5ck7tqampnDx5kptvvpnz13ulswxsNhvDhw/n+eefdyp8BmCMISQkhB9//JEHH3zQQxGq68wXwNPAZeCvTItSRYomyUopb6JJsnKrhIQEIiIiaN26NTVr1uTRRx8FoFatWkRGRrp0jD59+uDj40Pjxo3Tn3QuX76c5cuX06JFC1q2bMnu3bvZt2/fVY9xyy0QFwcjRlifV62CZ54B8WC99tmzZ3PfffcBcN999zF79mwAVq9ezaBBg/D19aVatWp07doVgN27d1OnTh0aNGiAMYYHHnggX+etV68ea9euJfNUKzabjcOHD9OxY0cuXbp0DVdWPFy6dIlbb72Vr7/+OstYen9/f2rUqMHWrVu5+eabPRShug71BNqLyHgR+b+Mi6cDUyqzwkyS3V3vRClV/LktSTbG9DTG7DHG7DfGTMhmfUljzFzH+g3GmNqO9rbGmCjHss0Y0zfDPs8YY3YaY3YYY2YbYwIc7Z8bYw5m2C/CXdepcpY2JjkqKoopU6bg76jmERwc7LRdxm6qmQsilUwrk4nVNTjtdeLEienH3r9/f3oCfjVBQfDhhxAebn1+911Ytizfl3ZNzp07x4oVKxg2bBi1a9dm0qRJzJ07N/36rtZtt6C684aFhbFq1SpKly7t1J6SksL+/fvp0qXLdf1Hx6FDh4iIiGDDhg1Z/h0CAwNp3bo127Zto27duh6KUF2nDgMlc90qB/m9NzvWhRtj1jvuw9sz3INbOT7vN8a8bzL8j8oYM9pxvp3GmDevJXblXQICCi9Jdne9E6Xyyh2FWVXBckuSbIzxBT4EbgcaA4OMMZknDX0UuCAi9YF3gDcc7TuA1iISgfWr+TRjTAljzA3AGMe6poAvcF+G440VkQjHElVoF6cKReXKldm1axd2u51Fixblun2PHj349NNPiY2NBeDYsWNOY3dzsmYNvP++9f7f/4Zz5/Iddr4tWLCAIUOGcOjQIaKjozly5Ah16tRh7dq13HLLLcyZM4fU1FROnDjBypUrAWjUqBEHDx7kr7+snpVpT57zKyIiguXLl2f5wSI5OZk///yTHj16kHQd9pXbsGEDERERHDp0KMv1BwUFMWDAAFatWkXZsmU9FKG6jv0H+J8xZpAxpmvGxZWdr+XebIwpAXwJPCEiTYDOQIpjn4+Bx4AGjqWnY58uwN1AuGOfyfm7bOWN3NXd2p31TpRylbsKs6qC41KSbIwZcpVloDHmZmOMXy6HaAvsF5EDIpIMzMG6UWZ0N9b4KoAFwK3GGCMi8SKSVjo2AMjYIbYEEOi4WQcBx125nkzXdqcxZnpMTExed1WF6PXXX6d379507dqVqlWr5rp99+7duf/++2nXrh3NmjWjf//+XL582aVzhYTA6NHw1lvw22/QogUsXAipqdd6Fa6bPXs2ffv2dWrr168fX3/9NX379qVBgwY0a9aMJ598kk6dOgHWHLzTp0+nV69edOjQIdex3K6IjIzk22+/JSgoyKk9MTGRLVu2cOedd5KSkpLebrPZ+Nvf/ub1cyvPnTs3y5MHgDlz5tC1a1cuXryY5SlEYGAgL774Ip999lmWOaeVcpNRQGWsmSY+ybDMdHH/fN+bge7AHyKyDUBEzolIqjGmKhAiIuvF6grzH6CPY/8ngddFJMmxj2u/ZKpiwR1JsqfqnSiVE3cXZlUFRERyXYC1QBJWEroRawqoJOA34CRwBGiZw/79gZkZPj8IfJBpmx1A9Qyf/wIqON7fBOwEYoG+GbZ5ytF2BvgqQ/vnwB7gD6xfvkvmdo2tWrUSpVasELFGJou8+qqno/GcpUuXSmBgoGD9KJW+BAYGSp8+fcRms0lSUpLcfvvt4uPjI2PGjPF0yPlms9mkcuXK4u/vL//73/9ERMRut8s///lPCQoKyvJvAEhwcHD6tkpdDbBZXLjHemq5lnszVsGwWcAPwO/AOMf61sBPGbbvCHzreB8F/B+wAfgFaJNbjHpvLj4iI0W6dSucY/v4+Ejz5s2lefPmMmrUKElKSpKDBw9K7dq1nbYLDg5Ofz9//nx56KGHRETkoYceki+//DJ9XalSpURE5G9/+5vUqlUr/dj16tWTmTNnFs5FqGJr1qxZ8sgjj4iISLt27WTLli0iIrJw4UK57bbbxGazybFjx6RMmTIyf/58SUhIkOrVq8vevXvFbrfLvffeK7169fLkJRQrrt6bXe1u/TswQUSqiUhbEbkBGO+40VXD+uX6gxz2z27gZOYSSVfdRkQ2iNU1qw0w0RgTYIwph/ULdx1HDMHGmLTKRROBRo7tyztizRqUNXXGZmPM5jNnzuQQvrpedOlidb8G62nylCkwbpxnY/KEO+64g1mzZmWZ4zchIYHly5czZMgQunXrxqpVq7Db7cyfP99DkV67ZcuWERcXR3JyMoMGDWLjxo0MGDCAyZMnZxl/XKJECUJDQ1m7di133XWXhyJW6grH8KNbHF2uOzp6Vrm8ezZtrt6bSwAdgMGO177GmFtzOWYJoBwQCYwF5mUcr5x+Qr03F0uF+SS5KNU7USozTxVmVdfG1ST5QeD9TG1TgCEiYgdeA5rksP9RoEaGz9XJ2jU6fRvHTb4M4DT3jIjsAuKApsBtwEEROSMiKcB/gfaO7U44fixIAj7D6lKWhYhMF5HWItK6YsWKOYSvricdOsArr8CWLTBmDEya5OmIPKNfv35MnTo1S6IcHx/P4sWL2bhxY/o0SDExMTkWoyjKXn311fSx7PHx8URGRrJ06dIsCXJAQAD169dn+/btRERoLUDlecaYRsAu4GusGh2zgd3GmDAXD3Et9+ajwC8iclZE4oHvgJaO9upXOeZR4L+O+/NGwI71VNqJiEzHeuL8e1qyo7xfyZKQKS91O3fWO1EKPF+YVeWfq0nyaazCHhn1xOrmDFZ1zRSubhPQwBhTxxjjj1Vg65tM23wDPOR43x9YISLi2KcEgDGmFnAjEI1V1TPSGBPk+CX6Vqw/FnCMicLR3geru5hSLhs0yPmzJ4p5FQVDhgxh8uTJ2SbKGX+FT01NdekPjqJm9+7dbN261alNRLLMgRwUFETnzp3ZvHmzS2PklXKTj4DpQA0RaSci1YGpjnZX5PvejNXNOtxxDy4BdAL+FJETwGVjTKTjHjwE+J9j/8VAVwBjTEPAHzibXWAiskREHss8NZ3yXiEh4GKpkELjznonSkHRKMyq8smVPtlYCfIlrDFEXzpeLwG3O9b3AP6dyzHuAPZijWf6u6PtJeAux/sAYD6wH2vcc125MkZqJ9ZYpt+BPhmO+X/AbqwkeBaOscfACmC7o/1LoFRu16jjnjyjVq1a0qFDB6e25s2bS5MmTXLc79ixY9KvX7/CDE1eeunK+OTFi/N/nPxeY04effRR2blzp4iIzJs3Txo1aiSdO3fO83FeeeUVl7Z78803rzo+N225luvxlEcffVR8fX1zvK6goCB5+umnJTU11dPhKi9DIY9Jxnqi65uprQRWNWpXj5Gve7Nj3QOO+/MO4M0M7a0dbX9hDcUyjnZ/xz15h+N+3jW3+PTeXHw89phI5cqejkIp9+rUqZMsW7bMqe29996TJ554Qux2u4wcOVLCwsLk7rvvlrvvvlvmz58vIiLLli2TG2+8UW6++WYZP368jkkuQK7em9NuXLkyxlQCemGN/z2BVYij2PQ5ad26tWzevNnTYVx3ateuTdmyZVmyZAk1atRg165dDBo0CJvNxo4dnu8AsH8/NGhw5fPw4TB9+pXPIhAbC5mmF3ZS2NfYs2dPxo8fT5cuXfK8b6lSpdK7keXk+PHjNG7cmJyqwPv7+3P48GEqV66c5zg8ISYmhqpVq2Z5apxRyZIl+eCDDxg2bJgbI1PFhTFmi4i0LsTj7wDGiMiKDG1dsIpv5TQEymvovbn4mDjRmkUiKQm0J6lSylNcvTe7PE+yiJwWkc9E5BUR+bQ4JcjKswYMGMDcuXMBq0vJoAx9naOjo+nYsSMtW7akZcuWrFu3Lr29adOmAHz++efcc8899OzZkwYNGjCuACtt1a7t/HnGDKuYl80xKdnUqVYXssOHcz5OXq5xxQrrGletWkXnzp3p378/jRo1YvDgweljWNK6/r700kusXbuWJ554grFjx5KamsrYsWPT53ScNm0aYE1tccsttxAREUHTpk1Zs2YNEyZMICEhgYiICAYPHnzV2KOjo2ndunWuybSfnx9LlizJ+R/CYdMmWLbMpU0LzSeffJLrmB9fX183RaNUvjwPfGOMmWOMecMYMwere/TzHo5LqSzKl4eUFIiL83QkSinlAlceNwO1sOY6/AM4kHFxZX9vWLRLl2fUqlVL9uzZI+3atRMRkYiICNm5c2d61924uDhJSEgQEZG9e/dK2n+ngwcPpm/z2WefSZ06deTixYuSkJAgNWvWlMOHDxdYjDExIs88c6XrddrSqZPIzTdb71euFElOFlm9WqRtW5Enn7Ta8nqNI0bsFWglly+LrFy5UkJCQuTIkSP4jn56AAAgAElEQVSSmpoqkZGRsmbNGhGxuu8888wmuXjRer9p0yYREZk2bZpMnPhvWb9eJDExUVq1aiUHDhyQyZMny8svvywi1pRHly5dEhHn6TCyc/jwYQkNDRUfH58cuySnLa52+U77NxQRWbLEer9wocjZsyLHj2e/j90ucvHi1Y956JCIzebS6SU1NVWqVq3q0jUFBgbKyrT/mErlAW6YAgpoCLyANQ75BaBhYZ/TnYvem4uPmTOt/9cfOpT/YxSH4UtKKc9y9d7s6pPkr7HGEv0dGJ5pUeqalC9fnnLlyjFnzhzCwsIICgpKX5eSksLw4cNp1qwZ9957L3/++We2x7j11lspU6YMAQEBNG7cmEOHDhVYfCEh8Pbb8L//Obf/8gucOGG9Hz8e/P3hlltg40b4+GNrOqm4OCsdLF++PElJ5bjzzjkcPx7Grl3ZX+P06fcCf3LWUcqmbdu2VK9endhYH6pUiSA6OhqAs2fhnXfg6aedY1q+fDnvv/8f2rWLoFWrmzh37hz79u2jTZs2fPLJZ7z44ov88st2jMmhf3gGycnJ1KvXEF9fP/z9A3Pdfv369U5VoS9fhtdeg9RUiImBkyedt7fZrKfzAP36QcWKUK1a9sd+/30oWxaOHHFuP30adu6EWrWs/wYi8NVXcOECbN9uPbnI7IcffnC5+EpCQgK9evXi1KlTLm2vlDuJyF4ReVlERjhe93o6JqWyU7689Xr+fM7b5eby5csccdwIdu3adY1RwcyZM2ncuDFg9TD66KOP0gso5cWrr756zbEo71e7dm3Ons22HmEWUVFRfPfdd9d0Pv3eFR5Xk+RmwGCxqk3+nHEpzODU9WPgwIGMHDnSqRsywDvvvEPlypXZtm0bmzdvJjk5Odv9M85v6Ovriy2tP3QBuuOOrG0HDlivGzdmv0/VqlZSt3gx/P77QL79diSnTw9i5EgruXvqKXjwwXdITq7Md99to3z5zUAyXbpY+/z0U0mSk6F/f1i82JfYWOu6du60jn/cMbFKcrJ1vKQkIS5uChDFyy9HcfDgQbp3706pUrdw8OBq1q69gVtvfZAbb/wPYCWv27dnjdtmA7sd6tWrh8g6UlIOkpz8b2rWrE9gYCB+fn7ZXq+/vz8//vgjp0/Dd9/BPffA88/DiBHW2O7MxUQXLIBvMtTSFUeJhAoVIHMxx8WLrdc9e5zbw8PB0fMeu9067wMPQM+e1rq//S1rnK+88kqO3cf9/f0pXbo0JUuW5KabbmLixImUzmnguVJuYoyZnuH9LGPMf7JbPBmjUtkpqCQ5P0O0isrwJaUy0iS5aCvh4nZrgXBga24bKpUfffv25cSJE/To0YPjx69M0xkTE0P16tX/n737Do+i3B44/j1pkAZCEAihSycmASJK8SYUKaJ0VKyIil4BewOxXL0qiB3kKvoTEFFQEAEVURREOkG6dIkQaoAQCEkg5f39MZtkUwmkTMiez/PMs7OzM7NnxpU3Z96Gm5sb06ZNIy0tzbYYPTzgvfdy194WJKOy8oEHAPphjXnXnaNHrWv84AOAeKA2X3/thqfnNCCN6Gh4/33r2KZNwVGBzMmTWYkkwPbt1h8eHTpkbOkO/A/oTL9+nkRG7mLBgiB++uk4EMSvvz4AnOXQoT+Bu0lO9iQkJIUVKzzp1s2aG7ppU/D0hH79oF07q/8wBAJPsn//k0ye/BfDhk3By2sq58+fAxKwWiZbT/g/+mgmffv2yXYfnAc7e/rprPWcU21lOHECbr/dStb/+1/rYUJGA4PERKt2OD3dmnczZwXv9OnW6y5Hfdpvv2X/fNeuXaxfvz7btooVK+Lh4UFaWhrh4eH06tWLTp060apVq3wfCChlk31O63tsi0Kpi1RcSfLAgQMZMmQITz31FAsWLGDGjBlMd/zDX716dX755RcqVqzI7t27GTx4MBkDv23YsIFt27ZRq1YtOnTowIoVK+jYsWPmeV988UV+++033nrrLcLDw5k8eTKVK1dm3bp1nDt3jg4dOtCtWze+/fZbunfvzvPPP09aWhqJiYlcf/31TJw4kY0bNxbt4lS5tHbtWh577DGSkpLw9vZmypQpNGjQgBdffJGkpCSWL1/OqFGjuOmmmxg5ciRbtmwhNTWVl19+mT59+jB16lTmz59PYmIie/fupV+/frz55pvZHs60bNmSGTNm2H2p5Uphk+TdwCIRmQ1kazBpjHml2KNSLsff359nn3021/aHH36YAQMG8M0339CpUyd8fX1tiC7Lo4/CyJFWAjlyJHz7LVx7LQwZkrVPnTpWE+M777S2T52a8Yk/kPsa4WFgAPANKSmdgOzXmJEgA7z4Itx1V9b7AwdyNj++H2sa8daAYenSK/H3/44aNZYC4wFPwA/4nEcfBRgGhNChQ2tgBs2aQd261pnmzrWWnIYNawGM5/z5cVjPzz4BvgXcgTP89NMPQJrjfW5vvZXn5jzdfbf1Onx4Vi30hAnQpw/4+uZdg++oYODUKes1Z+ODd955h5SUFHx9fRER2rVrx4033khERAQhISE6WJcq04wxbzi9/dgYcyTnPiJSsxRDUqpQiitJvlAXrREjRrBx40bc3d3ZtSur90FG9yWAsDCr+5JzkpzTzz//zObNm5k9ezZgPbTP6L40dOhQUlJS6Nu3L2FhYUW7IFXuNWvWjGXLluHh4cHixYsZPXo0c+bM4ZVXXiEqKoqJEycCMHr0aDp37sxnn33GqVOnaNu2LV27dgWsWucNGzZQoUIFmjZtysiRIxk7dqw+nClBhU2SqwKLsP7Kd25zWLj5o5TKR7RzBuhQv379zKmRGjduzObNmzM/e+ONN3LtM2TIEIY4Zanff/99yQUMuLll9U92/NuFjw907GjVmA4ebDUtHjAAKlaEqVOj8zhLfaypQgEaY42JZwkJeYOKFWHt2kgg0umYiaSlZSSxS522O6+7Aa87lixHj94D3JNtm1WLPc6xZLnQSN3Zv+tfjuUT4EfgI2AJ1rh+jfM/9BJk9P9evNh6PXsWWhZikpucSfL1119PSEgIkZGRNGvWDDe3Qg/yr1RZswuolMf2v7DKbaXKjCuusF7j4op+rowuWlOznkID2btopaenU7FixczPLrZbljGGCRMm0L1791yfLVu2jB9++IG77rqLp59+mrsznugqlYf4+Hjuuecedu/ejYiQktdgKVgPZubPn89bjtqE5ORk9jv+KMsYewfIHHunTp06pXMBLqpQSbIx5q4L76WU6xo0yHp96aWsbRll84QJVqL24IPQq5c14BdA9+5Wf90ff7SaTf/4ozXg1C23WLWgV16ZNdUUWM2Pv/wy632TJtZxF1PxOWMGXGp3qRYtrHmj8+4WXhHo71hSsGqsy4acg4VpfzFVjuSaw0xEKgHpNsSiVIG8va35kYtjCqjS6KLVvXt3/ve//9G5c2c8PT3ZtWsXQUFBHD9+nKCgIB544AHOnj3Ln3/+yd13342npycpKSnaRUfl8sILL9CpUyfmzp1LdHQ0kZGRee5njGHOnDk0bdo02/Y1a9aUytg7Krt8q1BEpLbTet38ltIJU6nL14gR8MQTVvNg52mE337bGg177FirZjolxUqQwXrinpJiNR3+9lurxvrzz7P69t54ozWAlZublSwX1u23g/N4VbGx1ojQ+ckYEAuspN15fIjhw/M7ypN//zt7P+QPP4QXXrBq2B1jn+Ry7JjVF7mocj7QP3fOepigVHkhIgdEZD/gLSL7nResgQ++szlEpXJxc7NaXRUwZmKhZXTR8spRgD388MNMmzaN6667jl27dhWpi9b9999PixYtaN26NcHBwTz44IOkpqaydOlSwsLCaNWqFXPmzOFRq+8Sw4YNIyQkRB/Eqlzi4+MJCgoCyNb6wd/fP9tMG927d2fChAmZg8pt2HDhoaAyHs6oEpDf3FDAGaf1dKxOhuk5lrTCzDN1OSw6F2PpqVevngkODjahoaEmNDTUjBw50hhjzPbt201oaKgJCwsze/bsMe+//75p1qyZuf322y/6O959911z9uzZ4g49X/Xq1TOxsbEF7jNlyhRz8OBBM2GCNVdkXNzFf096ujGzZhlz5kzWtjNnjJk40Zhp04xj/uHXss3n3LRpO7NokTFbtmQdc999JnOe4vHjrfW5c42JjjbmxRezjj12zJjPPjOmb1/rs88/t7Z//rl1LBjTooUx+/cbc+ONxnTvbm17/XVjvvnGWh80KPd1nDxpTNWqxtSta33v5MlZn/XubczVVxszbpzJdh0Zi4dH9vdbtlhzU4Mxv/1mTFKSMU2aZN9n0qSLv9dKFRUlNE8yEIHVFyPRsZ6x/AtoWhLfadeiZXP5Ur26McOG2R2FUiWnXr16JjAw0AQFBZmgoCDz+OOPm5UrV5rGjRub9u3bmzFjxph69eoZY4w5ceKECQ8PN6GhoWbmzJkmMTHRDBs2zAQHB5uWLVuaXr16GWOsvx+HDx+e+R29evUyS5YsMcYY88wzz1zy38quqrBls1j75iYibsaYdMd6vg06jTH2DTdcjMLDw03GCIiqZNWvX5+oqCiqVauWbfvYsWNJSkriP//5D2ANdLBw4UIaNGhQbN9RUgrzfZGRkZmjZhZWamoqHh6FHTrAqp1+7jk/wsMTaNLEmr/ZMf1jNunp1vRPebUKi4uzaoknTswaaMX5uCVLoHNnq9nc5s1Qu3bWfosWWVMvbdpkzVv83/9azbvzGtckMdFqup3RTy2nAwfglVfg00+t96+9BklJ8OqrVo3zzp3QqpXVhC+ntDQrPfbwsGrLr7wy/3umVEkRkfXGmML/D3/x5/cxxiReeM/Ll5bN5UvDhtC+PXzxhd2RKKVcVWHL5nz/+s5IkB3r5SIRVmXXjz/+yHvvvYe7uzvLli2jadOm/P333/Tu3ZuhQ4cybNiwPIfFT0tL49lnn2XRokWICA888ADGGA4dOkSnTp2oVq0aixcv5r777iMqKgoRYejQoTz++OMlch3R0dH07NmTjh07snLlSoKCgpg3bx4//PADUVFR3HHHHXh7e7Nq1Sr++usvnnjiCRISEqhWrRpTp04lMDCQyMhI2rdvz4oVK+jduzdNmjThv//9L+fPnycgIIAZM2ZQo0YNEhISGDlyZOZ1vfTSS8TGriM9PYmkpDBSU1vSosUM/Pz8SEhIwBjDM888w8KFCxERxowZw6233srSpUt5+eWXqVatGlu3bqVNmzbMmPEFIsJzzz3H/Pnz8fDwoFu3brz11lt06ZJ1vSEh2a+/e3ereXNGC7jx4/O/Vz4+WdM65aVOHfjkE+jZ02qe59yMOiDA+kMrP879tDVBVuWVMSZRRMKA64FqOPVRNsa8aFtgSuXD17d4+iQrpVSJK0x1M1AP+BxrCN6/nZfCHH85LNqkq/TkbG79zjvvGGOMeemll8z48eOz7ZfRhHnUqFFm+vTpxhhj4uLiTOPGjU1CQoKZNGmS6d+/v0lJSTHGWE1Xch4bFRVlunbtmnneuEtp51yIa4qNjTX79u0z7u7uZsOGDcYYYwYNGpQZd0REhFm3bp0xxpjz58+bdu3amWPHjhljjJk5c6a59957M/f797//nXnukydPmvT0dGOMMZ988ol54oknjDFWE5tHH300237GGOPr65sttoz3s2fPNl27djWpqanmyJEjpk6dOubQoUNmyZIlplKlSubAgQMmLS3NXHfddeaPP/4wJ06cME2aNMn87pK4b0qVZ5RQc+uMBWsOt7PAXCDZ8XoW+LIkv7c0Fy2by5frrjPmhhvsjkIp5coKWzYXth3nl8AB4HmsPlBKFcmSJUsuqil0fsPiL168mIceeiizSXLVnO2DgYYNG/L3338zcuRIevXqRbdu3YrnIvLRoEGDzHkT27Rpk+c0Vzt37mTr1q3ccMMNAKSlpRGYMREw1vQWGWJiYrj11ls5fPgw58+fz2x+vnjxYmbOnJm5X5UqVQqMa/ny5QwePBh3d3dq1KhBREQE69ato1KlSnnOH3nddddRsWJF7r//fnr16sVNN910aTdEKVVSngF6GGP+EJE4Y0w/EekJ3GZ3YEUlIjcDNzdq1MjuUFQx8vUt3MBdhenCNHXqVLp160atWrWKMcLcXn/9dUaPHp35vn379qxcubJEv1MpZb/CThB6NXCHMWaBMeZX56UkgysNInKziEyOj4+3OxRVAGOsYfE3btzIxo0b2b9/P82bN8cYg0iuWVCyqVKlCps2bSIyMpIPP/yQ+++/v0RjLcww/cYYWrZsmXk9W7Zs4eeff8783HlEzpEjRzJixAi2bNnCxx9/THJycuY5LnTtOb/zYmL28PBg7dq1DBgwgO+++44ePXoU+ruUUqWiujHmD8d6umMskYXAzXYGVRwcf28My5gXVJUPxdnceurUqdmmfyqMS5k253XnaR1AE2QXU79+fY4fP17gPpfyW7wUOX+L7Qvqd6aKrLBJ8nIg5IJ7XYa0IL485Dcsfrdu3fjoo48yC76TJ08C2YfVP378OOnp6QwYMIBXX32VP//804YryB5T06ZNiY2NZdWqVQCkpKSwbdu2PI9znjpg2rRpmdu7devGxIkTM9/HxcUB+U8H8K9//YtZs2aRlpZGbGwsy5Yto23btvnGm5CQQHx8PDfeeCPvvfceGzduvMgrVkqVsBgRqe9Y3wX0EZHrgTxnM1fKbhebJEdHR9O8eXMeeOABWrZsSbdu3UhKSmL27NmZ43yEhYWRlJTE+vXriYiIoE2bNnTv3p3Dhw8D1qCZo0ePJiIigvfff58FCxZw7bXX0qpVK7p27crRo0cBq8y79957ufrqqwkJCWHOnDk899xzJCUlERYWljm1k5+fH2A9eH766acJDg7m6quvZtasWQAsXbqUyMhIBg4cSLNmzbjjjjsy/3Z57rnnaNGiBSEhITz11FPFdVuVzfSBTflU2CR5N7BIRCaJyIvOS0kGp8qvTp06ERYWRlhYGHfnnNg2Dy+88AIpKSmEhIQQHBzMCy+8AFjzGNatW5eQkBBCQ0P58ssvAWu+wp49e9KpUycOHjxIZGQkYWFhDBkyhDfeeKNEry0/Q4YM4aGHHiIsLIy0tDRmz57Ns88+S2hoKGFhYfn+Y/fyyy8zaNAgrr/++mxNz8aMGUNcXBzBwcGEhoayZMkSIP+5Gvv165d5nzp37sybb75JzZo18433zJkz3HTTTYSEhBAREcG7775bDHdBKVWM3gSaO9ZfAb4AfgP+Y1tEShXgUmqSd+/ezfDhw9m2bRtXXHEFc+bMYeDAgYSHhzNjxgw2btyIh4cHI0eOZPbs2axfv56hQ4fy/PPPZ57j1KlT/P777zz55JN07NiR1atXs2HDBm677TbefPNNAF599VUqV67Mli1b2Lx5M507d2bs2LF4e3uzceNGZsyYkS2ub7/9lo0bN7Jp0yYWL17M008/nZmYb9iwgffee4+//vqLv//+mxUrVnDy5Enmzp3Ltm3b2Lx5M2PGjCnazVSlSh/YuKDCdFwGpuezfF6Y4y+HRQcHUUopVZwo4YG7ci6AF+BXmt9Z0ouWzeXLY48Z4+9/4f2cB8Ns1KhR5vaxY8eaV1991RiTfTDMLVu2GH9//8wBQYODg80NjhHCIiIizNKlSzPPsXnzZnPDDTeY4OBg06RJE9O9e3djjDGtW7c2u3btyhVLfoNhPvbYY+b//u//MrffeeedZt68eWbJkiXZBgt96KGHzPTp001KSooJCQkxQ4cONXPmzDHnzp278I1QttOBWcufwpbNhRq4yxhzVwnk50oppZS6CCJSUAuwVCDV0Tc5vYD9lLJFRk2yMVDYITVyjpmRlJSUax9jrHE+Mrow5f7e7ON8PPHEE/Tu3TtzCsSMc5TGOB+//vorM2fOZOLEifz222+F/j5lPx2Y1bXkW9iKSG2n9br5LaUTplJKKaWwEuGUQixKlTm+vpCeDtu3F/1cOs6HKm06MKtrKeiJtPM/YdHAPser87KvRKJSSimlVF4aAA0dy0jgd6AHVt/kHsASYIRt0SlVgAMHrNfOnYt+Lh3nQ5UV+sCmfCqoubXzcM+eJR2IUkoppQpmjPknY11EngDCjTGnHJt2iUgUEAX8z474lCpIw4bWq2N8onxlNGOtVq0aW7duzdzuPMDQgAEDGDBgQOb7sLAwli1blutcS5cuzfa+T58+9OnTJ9d+fn5+2RKVDOPGjWPcuHGZ7xMcEz2LCOPHj2f8+PHZ9o+MjCQyMjLzvXOys3bt2lznV5e/jAc23t7erFq1itmzZ/PII48QHx9Pamoqjz32GC1btsx1XMYDm6CgIK677jr27bPqHseMGcPw4cMJDg7G3d2dl156if79+2c+sGndunW2geT69evHqlWrCA0NRUQyH9js2LEjz3jPnDlDnz59SE5OxhijD2zyIQVV0buS8PBwExUVZXcYSimlygkRWW+MCS/B88cCocaYQ07bgoBNxphq+R95+dCyuXxJTYU+fWDpUkhIsPolp6fDmDEwdCg0amR3hEqp8q6wZXOhpoASEXcReVhEZonIryLyW8ZS9FCVUkopdQmmAYtFZJiI9BSRYcAix3alyhwPD7jxRkhMhK+/tpLmXbvgjTfgttvsjk4ppbIUdp7kd4BHgLXAtcAPQG1geQnFpZRSSqmCPQN8ANyKVU7fBkx0bFeqTBo8GDw9raT4llsgo+twHl0tlVLKNoWaAgoYCHQwxkSLyIvGmLdF5Ee0z5NSSillC8c0Tx85FqUuC1WrQpMmsG0bzJ1rLQBeXvbGpZRSzgpbk+wDZAwWkigi3saY7UDrkglLKaWK7vCZw7T7v3bM3znf7lCUKhYicpfT+tD8FjtjVOpCevbMvW3fvuKZGupyd/ToUXr06KGDfJWQ06dPs11/aKoQCpsk7wAyOjivB14UkeeAQ/kfopRS9qrgUYHVMavZF6ez1alyY7DT+l35LHfaEJdShfbGG+A0MDUAJ05AixYwdqw9MZUFMTExhIeHs3jxYrp27crmzZvtDqlciY6OJjQ0lNatW+u0R+qCCpskPw6kO9afBNoBg4CHSiIopZQqDpUrVEYQTiSdsDsUpYqFMeZGp/VO+SzFMAutUiXHwwNmzwZjrCU0NOuzUaPsi8tOf//9N+Hh4Rw+fJi0tDTOnDlDREQEO3futDu0cmHVqlWEhYWxf/9+kpOT6dq1K4cOaV2fyt8Fk2QRcQeaAFsBjDE7jTGRxpg2xpilJRyfUkpdMnc3d6p4V+Fk0km7Q1GqWIiIW2EWu+NU6mJUr579/Zw59sRhp2effZbjx4+TlpaWuS0+Pp4OHTpkzp+rLs2XX35Jly5diI+PJz3dqvOLj4+nS5cuJCYm2hydKqsuWJAaY9KACcaYc6UQj1JKFauq3lW1JlmVJ6lASgFLxudKXTamTIHhw7PeDxxoXyx2mTBhAjVr1sTNLetPc2MMcXFxtG/fnoMHD9oY3eXJGMMLL7zA/fffT1JSUrbPUlNT2bdvn95Xla/CPm3+QURuvPBuSilVtlT1rqo1yao8aQA0LGDJ+Fypy0ZQEEycCA85deJzd7dGwHYVNWvWZOXKlQQEBCAimdvT09OJjY2lffv2xMbG2hjh5SU5OZmBAwfyzjvv5EqQPTw8CAgIYPXq1TRu3NimCFVZV9gpoNyAb0VkOXAAMBkfGGN0FE2lVJkV4B1AbKL+YaHKB2PMPxfeS6nL09tvQ/Pm8OijkJ4OwcGQmAje3nZHVjrq1q3LypUradu2LXFxcZnb09LSOHToEB06dGDNmjVUqVLFxijLvtjYWLp168bOnTtzJcgVK1akQYMG/PrrrwQGBtoUobocFLYmeTcwHlgFxAAHnRallCqzqnpX5USiNrdW5ZOI9BaRt0Vkmoh8nrHYHZdSl8LHBx55BI4ezdrmav2TGzVqxPLly6lUqVK27ampqfzzzz9ERERw5swZm6Ir+7Zv305ISAjbtm3LlSD7+PgQGRlJVFSUJsjqggpMkkVkMIAx5oX8ltIJUymlLk2Ad4A2t1blkoi8BHyMVZYPAk4A3YFTdsZVHETkZhGZHB8fb3coygbVq8P+/db6XXdBTIy98ZS2Fi1asGTJEvz8/LJtP3/+PLt27aJLly65EkAFv/zyC23btuXIkSOkpGQfmsHHx4eHHnqIH374AR8fH5siVJeTC9Ukf1wqUSilVAmp6l2V+HPxpKan2h2KUsVtKHCDMeZx4Lzj9Wagvq1RFQNjzAJjzLDKlSvbHYqySZ068PTT1vqDD4LToM8uoXXr1ixatAhfX99s28+dO8eWLVvo3r07587pmLoZJk2aRJ8+fUhISMj1mbe3Nx988AFvv/12toHRlCrIhX4pcoHPlVKqTKvqXRWAuKS4C+yp1GXnCmPMVsf6eRHxNMasBSLsDEqp4vLmm9C3L/z4I7zyit3RlL727dszb968XDWfycnJREVF0bdvX1JTXfsBcFpaGsOHD+fpp5/OVbsuIvj7+7Nw4ULuu+8+myJUl6sLJcnuItJJRDrnt5RKlEopdYkCfAIAtMm1Ko/2ikhLx/pW4N8ichegT4RUufHJJ9brK6/AAw+AMQXvX9506dKFWbNm4Z1j9LKkpCSWLVvGbbfdljn3r6tJSEigW7duTJ06Ndd8x15eXtSqVYv169cTEaHPDdXFu1CSXAH4vwKWT0s0OqWUKqKMmmSdK1mVQ2OAAMf6c8AjWINsPmFbREoVs2rV4PBha/3TT+G11+yNxw433XQTU6dOzZUoJyYmsnDhQoYOHYpxenpw8OBBevXqxYkT5bfcO3DgAK1atWLFihW5EmRvb29CQ0PZvHmzTvGkLtmFkuSzxpiGxpgG+Sw6F6NSqkwL8NaaZFW+iIgbgDHmR2PMMsf6WmNMI2NMTWPMt/ZGqFTxqlkTBgyw1r/+GqZPh3nz7I2ptN1yyy1MmjQpz0T5m5wfyg8AACAASURBVG++YeTIkRhj2LdvH+Hh4fz888/Mu8xv0oYNG8hr8L6oqChCQ0PZt29frn7ZPj4+9O3bl+XLl1O1atXSClWVQ9p7XSlVrmXWJOs0UKr8OCgib4pIsN2BKFVaZs+2BvLasQPuvtvqq+xqhgwZwptvvpmrj3JiYiJTpkzhwQcf5JprruHYsWOkpqby5Zdf2hRp0SUnJxMZGUn37t2zjVQ9Z84cIiIiiIuLIy3HaG7e3t6MHj2aGTNm4OXlVdohq3JGB+5SSpVr1X2rA3D07NEL7KnUZeMhoAGwTkT+FJFHReRKu4NSqqR17Qo5ZvZxOSNGjGDMmDF5JspffPEFJ0+ezOyjvHz58st2qqhZs2aRlpbG5s2buffeezHG8Oqrr3LXXXflal4NVg3yF198wfPPP4+Ipi+q6ApMko0x/qUViFJKlQT/Cv74evpyJOGI3aEoVSyMMfOMMYOAQKypGgcBB0RkvogMEBFPeyNUqmTccEP29zVqwJgxcMTF/nkfNWoUjz76aK5EOSkpKVvf5AoVKrB48eLSDq/IjDG8/vrrnD17lqSkJObOnUurVq0YO3ZsrqTf3d2dKlWq8Pvvv9O/f3+bIlblkTa3VkqVezX9anI44bDdYShVrIwxp4wxHxtjOgLNgSjgXUB/7KpcEoGEBPjqK+v9sWPWQF7XXGNtzzB5MtSqlXsk7N9+g7/+Kr14S9Jrr73G0KFDcyXKzk6fPs3MmTNLMarisXr1ag4ePJj5PjExkS1btuSqQa5YsSINGzZk8+bNhIeHl3aYqpzTJFkpVe4F+gdqTbIqt0SkAnANcC1QA9hib0RKlRxfX2jWLPu2mBjw97fmU/7rL3jwQWtE7DNnsj6vWRO6dIGWLXOf80KiouDzzy+834kT8MQTkGMsqRIhIvTq1euC8yQvWLCg0FNEbduWNZK4ncaOHZsrIc55DT4+PnTo0IE///yT2rVrl2Z4ykW4fJIsIjeLyOS8Rs9TSpUPNf1qcvhMGSj5lSpGItJRRCYDR4H/AquBJsaYTvZGplTJCguDn36CuDi4776s7b16ZU+C33wTfvkF6tSBo07DUhw5YiXQR4/CU09Bx44werRVGx0bCzm78V5zDdxzz4XjevFFePddyKvydvRouP76i7vOgsydO5f+/ftz/vz5C+67Zs2aQp0zOBiCgqz1DRugf39roLTNm0uvSfuhQ4dYtGhRtmbjOfn4+HDvvfeyaNEi/Pz8Sicw5XJcPkk2xiwwxgyrXLmy3aEopUpIoJ/WJKvyQ0ReFpG9wALHpl7GmCbGmFeNMf/YGZtSpaV7d7jiiqykLi+vvQbduuXeHhgIlSpZtctvvw0rVsAbb0CfPlC9OoSHw+DBVvPu11/POu7rr2Hduqzm3m+8kX2U7UmTrNec40olJ1v7Ll+evaY2Lc1KQDPWM/LC5OTcTcWdff/99wwaNKhQg3IlJiYye/bsC+6XIeN7W7eGuXOheXMIDbWWvGzblv90XImJ8M471rUV1sSJEy+4j7+/P2PHjsXd3b3wJ1bqIrl8kqyUKv8C/QKJPxdPUsrlOcqnUjlcBzwPBBpjhhljVtgdkFJ2GTy4cPu1aHHhfX77zXr966+s2uDnn8/6/NZboW1buP12q9Z59OisBNE5Md6713rdsQO2bLGmrsowbJi1DeDll63k8557wMPDSqTj48HbG8aPt2q1//e/3AlzYGAglSp1BCoA+fdJBkhLS+Prr7/GGPjmG+u7lyyBf//b+vzcOcjZYjuv5uLHjuV9/uDgvKfjuu8+aN8ennzSurbFi62HDtOnW68HDuQ+5vz580yaNCnX3Mc5xcfH079//0I3I1fqUmiSrJQq92r61QTQwbtUuWCM6WGMmWmMSbY7FqXs1qwZnD0LQ4dmbatUKfd+TZvCq69a6x9+WPTv9Xea/2X5cqt5coa334YhQ6xa2JAQcK4c/f57a1tMTFZSntHf+a23YOdOa/3ZZ+Gmm+Dhh+HPP61tU6daSXl4eBvi4pYCB4BxQAvc3b1xd897buATJ04wffpubrnF+u7OneGjj+D4cahdGx54IHsifuedeV/zsGFw6pS1b87E3fn9uXPw2WewaVPWtsmTrdd777Vely7Nff6vv/4619zHeUlOTmbFihU8/vjjF9xXqUulSbJSqtwL9A8E0CbXSilVDvn4wH//a63/9ptVG7tjh/V+5Ejr9c47remijMmqRS0u119v9Wt2Nm1awcfUqQMrV2bfFhcH116b9X7tWus1PNyqfb333py1tlcCI4BtpKVtJi3tGaAm4Ifzn/hJSYZ77vkuVwxXXmklylOnZq8xz6919iefWDXpQ4aAmxt8+WXWZ6dOZfXlzmvwr59/tl4zuhDnlQu//vrrJDgPU54HNzc3KlWqREpKCuvWrSuw77JSRaFJslKq3Av0s5JkHbxLKaXKp8BAKwHu5Bi2rmlTa2CuDz6wkjfnKXRFrH6/aWlW82Nf36zPoqOtUaonT7b6J7/0kpX0PfQQrF9fuFiKOwkvnEbAq8AhYDEwFPB3LMnAjAKPfuONwn3L7t1ZNd933JG1vUUL62HFRx/BoUO5j8sYHzfjNWeSvGbNGv75J/eQCh4eHlSqVAkvLy+uvvpqnnrqKb755htOnDjBypUrEZHCBa7URSq1JFlEeojIThHZIyLP5fF5BRGZ5fh8jYjUd2wPEJElIpIgIhOd9vcXkY1Oy3ERec/x2RARiXX67P7Suk6lVNkTVMka2eXA6Tw6QSnlwopQNrd1KmM3iUg/p2M+E5FjIrI1x7lCRWSViGwRkQUikkejWKWKT/Xq1mvFirk/q1DBqg0NDganKXmpVw+qVrWaIB89avUbrlnT6hvcurWV3C1caNW+jhwJ//wDNWpYx4aGwpQpVn/iwqpaNasWPEOnIo1PL1izwX0CnAC+Am4CjgMlV+uaMfr1v/8NHTpceP+c3Y7HjRtHYmIinp6emUlxmzZtGDVqFPPmzePUqVNs3ryZcePG0a1bN/yd27srVQI8SuNLRMQd+BC4AYgB1onIfGOM85Tu9wFxxphGInIbVieLW7Eef70ABDsWAIwxZ4Awp+9YD3zrdL5ZxpgRJXRJSqnLSIB3AP5e/uw9udfuUJQqM4pYNm8Fwo0xqSISCGwSkQXGmFRgKjARyDmz7KfAU8aY30VkKPA0VvmulK0qV4a//87qD1wQNzfo0cNaz5gWat06ePRRq/a5WjVr28cfw4QJsHVr3ufJ0LEjjBoFd91lJehgjZLdvHn+x4SFwcaN1vr06daxefMEejkWq1Z97Vr44osLXGQJuO46WL06633OmVf37NlDu3bt6NWrF5GRkVxzzTV4eeXdx1qp0lBaNcltgT3GmL+NMeeBmUCfHPv0ATJ6cMwGuoiIGGPOGmOWYyXLeRKRxkB14I/iD10pdbkTERpVbcTeOE2SlXJSlLI50ZEQA1TEqYrKGLMMOJnH9zUFljnWfwEGFM9lKFV0DRpkJb8Xq04d+PbbrAQZskaxXrcu72M2bIA//rCaLru5Qd26WZ85n+enn6yBv+rXt95/+601+Jenp/U+IiLrsw0brBraYcNgz56s/thujr/2g4KskbPzcvvt+V9fYUcQL0ivXtnf52y6vnnzZlauXMnzzz9Phw4dNEFWtiutJDkIawi+DDGObXnu4yh444GAQp5/MFbNsXM7kgEisllEZotInUsLWylVXlxV9SpNkpXKrkhls4hcKyLbgC3AQ05Jc362Ar0d64MALZtVuRceDvPnW821AR55xJpyKSzMqkWuXDlr3y++sGqgq1Wz5mSOjbXmgx4+HN5805pKqVs3K9k9fdqqpa5TJ2vE6KuuAi8v6xxXXQXvvmsNqBUZaX3eoQOkpFjr771nzXE8aZLVl3vaNGtEbchKwCtXtj7LGKDr5puz998uyLhx2d/37p39/eLFoDM4qbKsVJpbY3WQyClnx4jC7JOf2wDnxiYLgK+MMedE5CGsp+CdcwUlMgwYBlDX+RGeUqrcuarKVczbMY+09DTc3dztDkepsqBIZbMxZg3QUkSaA9NEZOEFpqUaCnwgIi8C84HzeQalZbMqZ26+2Xq9914rAXXLp4rKeSCsQYOyfzZoUPZtFStCy5bW+pgx1nzEORNYd3cr0f3qK6uWuUYNa87m1autxLlFi6z5oz08YOxYKwFv2dIa+dq5RvvcOet8kyZZ/a4zprz66itrGq5ff4X//AfOnLGmxOrQweoTvndv1tRbwcHQr581kFrGdFcFNStXyk6llSTHkP2JcW2s4ffy2idGRDyAyuTdXCsbEQkFPIwxmQ03jDEnnHb5BKsPVS7GmMnAZIDw8HAdQ16pcuyqKleRkp5CzOkY6l1Rz+5wlCoLiqVsNsZsF5GzWOOGROX3ZcaYHUA3ABFpQkZHydz7admsyqUKFUrmvG5uBdfwVq9u1UiDlRRv357/vhlNtHPKaP08cqS1iMD998Ntt1nbw8KsRP3Mmaw5pIcMyX6OLVus14MHrUQ8Y8Azpcqi0mpuvQ5oLCINRMQLq+Z3fo595gOOIRAYCPyWo/l0fgZjDd2XyTGISIbeQAH/HCilXMFVVa8C0CbXSmW55LLZcYwHgIjUw+pvHF3Ql4lIdcerGzAG+Ki4LkQpVbqMseZNzqkwg04HBVkJdOUr8pgsWakyolSSZEc/pRHAIqyE9WtjzDYReUVEMnop/B8QICJ7gCeAzKkoRCQaeAcYIiIxItLC6fS3kCNJBh4RkW0isgl4BBhSApellLqMNKraCIBdJ3bZHIlSZUMRy+aOWCNabwTmAg8bY44DiMhXwCqgqaPMvs9xzGAR2QXswKqxnlLyV6mUKmsSzicQ+HYg76x6x+5QlMpXaTW3xhjzI/Bjjm0vOq0nYw3kkdex9Qs4b8M8to0CRl1qrEqp8qdOpTpUqlCJLUe32B2KUmXGpZbNxpjpwPR8zpnnWLjGmPeB94sSr1Lq8ufn5YeXuxd/HvnT7lCUyldpNbdWSilbiQghNULYdHST3aEopS5ARG4WkcnxOSdTVUqVC20C27D+0PoL76iUTTRJVkq5jNAaoWw+upnCDXeglLKLMWaBMWZYZef5cZRS5UabwDbsPrmb+GR9EKbKJk2SlVIuI7RGKGfOnyH6VLTdoSillFIuq02tNgBsOLLB5kiUypsmyUoplxFSIwSAjUc22hyJUkop5bpaB7YG0CbXqszSJFkp5TJCaoTg5e7FigMr7A5FKaWUclnVfatTu1JtHbxLlVmaJCulXIa3pzft67RnSfQSu0NRSimlXFp4rXDWxKyxOwyl8qRJslLKpXSq34kNhzdwMumk3aEopZRSLqtT/U7sjdur44SoMkmTZKWUS+lUvxMGw+/Rv9sdilJKKeWyujToAsCvf/9qcyRK5aZJslLKpVxX+zoqV6jM97u+tzsUpZRSymW1uLIFNf1qsnjfYrtDUSoXTZKVUi7F092Tno17smDXAlLTU+0ORymllHJJIkKPRj1YuHshSSlJdoejVDaaJCulXM4tLW4hNjGWhbsX2h2KUkop5bLuuPoO4s/Fs2DXArtDUSobTZKVUi7npiY3EegXyMfrP7Y7FKWUUspldarfidqVajNl4xS7Q1EqG02SlVIux9Pdk/ta3cePu3/kn1P/2B2OUkop5ZLc3dy5v9X9/LTnJ7Ye22p3OEpl0iRZKeWSHmjzACLCp39+ancoSimllMsa0XYEvp6+vP7H63aHolQmTZKVUi6pbuW69GzUk083fEpyarLd4SillFIuKcAngEevfZSvtn7Fkn1L7A5HKUCTZKWUC3uy3ZMcSTjCO6vesTsUpZRSymU9/6/nuarKVdzz3T0cSThidzhKaZKslHJdnRp0ok/TPrz+x+vEnI6xOxyllFLKJfl4+jBr4CxOJJ2g91e9SUxJtDsk5eI0SVZKubS3ur2FwXDjjBs5mXTS7nCUUkopl9SmVhu+7P8lUYeiuHHGjZxKPmV3SMqFaZKslHJpjao2Yt5t89h5Yic9Z/TU/slKKaWUTfo068OM/jNYeWAlHT/ryP74/XaHpFyUJslKKZfXtWFXZvSfwdqDa+k/qz/n087bHZJSSinlkgZfPZiFdyxkf/x+2kxuw9LopXaHpFyQJslKKQUMbDGQCT0nsHDPQu6eezfpJt3ukJRSSimX1KVhF9Y+sJZqPtW4YfoNfLDmA4wxdoelXIgmyUop5TCi7Qhe6/was7bNYtA3g3TgEKWUUsomzao1Y/V9q+nZqCeP/vQo/b/uz4nEE3aHpVyEJslKKeVkVMdRjL9hPHO3z+Xmr27WRFkppZSySeWKlZl32zze6fYOP+z6gWYfNuOLzV9orbIqcZokK6WUExHhqfZP8Xm/z1kavZQun3chLinO7rCUUkoplyQiPN7ucdYPW89VVa7irrl30f2L7uw9udfu0FQ5pkmyUkrl4c6QO/lm0Df8efhPOk3rxLGzx+wOSSmllHJZV9e4mhVDVzCx50RWx6wm+H/BjFs+jpS0FLtDU+WQJslKKZWP/s37M/+2+ew6sYuIqREcPH3Q7pCUUkopl+Xu5s7wtsPZPnw7PRv15LlfnyP8k3DWxKyxOzRVzmiSrJRSBejeqDs/3fkTMadj6Dq9K8cTj9sdklJKKeXSgioF8e2t3/Ldrd9xIvEE7f6vHSN+HMHpc6ftDk2VE5okK6XUBfyr3r/4fvD37IvbR4fPOrA/fr/dISmllFIur0+zPmwfvp2RbUcyad0kWnzYgrnb59odlioHNElWSqlCiKgfweK7F3M04SgRUyN0wBCllFKqDPCv4M/7Pd9n9f2rqeZTjf5f96ffrH7EnI6xOzR1GdMkWSmlCqlj3Y4svnsxp5JP0erjViz7Z5ndISmllFIKaBvUlnUPrGNc13Es2rOIFh+2YMKaCaSlp9kdmroMaZKslFIXIbxWOOuHrSeoUhDdpnfj621f2x2SUkoppQBPd0+e6fAM2x7eRvs67Xnkp0cI/yScRXsW6dzK6qJokqyUUhepYZWG/HHvH4TXCufW2bfyxh9vaOGrlFJKlRENqjRg4R0LmTlgJvHJ8fSY0YMun3dh7cG1doemLhOaJCul1CWo5lONxXcvZnDwYEb/NpreM3vryNdKKaVUGSEi3Bp8KztG7OCDHh+w9dhWrv30WgZ+PZAdx3fYHZ4q4zRJVkqpS1TRoyIz+s9gQs8J/Lz3Z0I/CuX36N/tDksppZRSDl7uXoy8diR7H9nLyxEvs2jvIoInBfPA/Ac4ePqg3eGpMkqTZKWUKgIRYUTbEay5fw1+Xn50/rwzLy99WQcKUUoppcoQ/wr+vBT5Ensf2cvwa4YzbdM0Gk1oxLO/PEtcUpzd4akyRpNkpZQqBmE1w1g/bD13htzJf37/D50/76zTTyillFJlTHXf6rzf8312jtjJoBaDGL9yPA0/aMi45eNITEm0OzxVRmiSrJRSxcTPy49pfacxre801h9aT9hHYXy24TPSTbrdoSmllFLKSYMqDfi83+dsfGgjHep04Llfn6PxhMZ8sv4TUtNT7Q5P2UyTZKWUKmZ3h97Nnw/+SZOAJtw3/z7aftKWFftX2B2WUkoppXIIqRHC97d/z7Ihy6hXuR7Dvh9Gs4nNGL9iPMfOHrM7PGUTTZKVUqoENAlowoqhK5jRfwZHEo7QcUpHbp9zOwfiD9gdmlJlnojcLCKT4+Pj7Q5FKeUirq93PSuGruC7W78j0D+QZxY/Q+13anPLN7fwy95fdKpHFyP6H9wSHh5uoqKi7A5DKVUOnT1/lnErxjF+5XgEoV/zfvS4qge3X3077m7udoenSoiIrDfGhNsdx+VMy2allF3+iv2LT//8lGmbpnEy6SSNqzbm9qtv566Qu7iq6lV2h6cuUWHLZk2SHbQgVkqVtH9O/cPo30bz056fOJl0kquqXMWzHZ7ljpA78PH0sTs8Vcw0SS46LZuVUnY7l3qOWdtmMXXjVJZGL8Vg+Fe9fzE0bCgDWgzAz8vP7hDVRdAk+SJpQayUKi3pJp3Zf83m7VVvs/bgWnw9fbm29rX0btKbW4NvpaZfTbtDVMVAk+Si07JZKVWWxJyOYfqm6Xy28TP2nNyDr6cvA1oMYEjoECLqR+Am2pO1rNMk+SJpQayUKm3GGJZGL2XO9jn8sf8PNh/dDEC72u0Y2moot7S8hUoVKtkcpbpUmiQXnZbNSqmyyBjDigMr+HzT58zaNovT505T/4r63Bt2L0PChlC3cl27Q1T50CT5ImlBrJSyW9ShKBbtWcSXW7/kr9i/8PH0YUDzAfRt1pdejXtRwaOC3SGqi6BJctFp2ayUKusSUxKZu30uUzZO4dd9vyIIXRp2YWDzgfRu2ptA/0C7Q1RONEm+SFoQK6XKCmMMaw+uZcrGKczcOpP4c/F4e3jTo1EPWge2plfjXoTVDENE7A5VFUCT5KLTslkpdTnZF7ePaZum8cXmL9gbtxeAa4OupW+zvvRt1pdm1ZrZHKHSJLmQRORm4OZGjRo9sHv3brvDUUqpbFLSUvjl71/4YdcPfLfzOw6dOQTAFRWvoHODztzc5Gba12lP46qNNWkuYzRJLjpNkpVSlyNjDNtitzFvxzy+2/kdUYesf8eaBDShb9O+9GnWh+tqX6d9mG2gSfJF0oJYKXU5OHb2GD/u/pGf9/7MH/v/IOZ0DACNqjbi+rrXE1YzjMj6kTQNaKrNs22mSXLRadmslCoPYk7HMH/nfL7b8R1LopeQmp5KDd8a3NzkZvo060NEvQj8K/jbHaZL0CT5ImlBrJS63KSbdLYc3cKqmFXM3zmf9YfXc+zsMQC83L2IqBdB82rNuSboGtoEtqFptab61LoUaZJcdFo2K6XKm1PJp1i4eyHf7fyOhbsXcub8GdzFnfBa4UTWjySyfiTX170eXy9fu0MtlzRJvkhaECulyoN9cftYHbOatQfXsiR6CbtP7iYxJREAfy9/ml/ZnPa129O0WlOaV2tO8yubU923us1Rl0+aJBedls1KqfLsXOo5/tj/B0ujl7I0eilrDq4hNT0VDzcPQmuE0r5Oe8JrhRNeK5ymAU1xd3O3O+TLnibJF0kLYqVUeZSansr22O1EHYpiVcwqNh3dxNZjWzMTZ4DalWrTqGojGlVpxFVVr6Jx1cZ0qNuBGr41tJ9zEWiSXHRaNiulXMnZ82dZcWAFS6OXsipmFWsPrs0sr309fQmrGUZ4rXDaBLahTa02mjhfgjKXJItID+B9wB341BgzNsfnFYDPgTbACeBWY0y047NRwH1AGvCIMWaRiDQFZjmdoiHwojHmPREJBT4C/IBo4A5jzOmC4tOCWCnlKtJNOgdPH2TT0U3sOL6DTUc3sffkXvbG7c1srg1WzXODKg1oVLURDa9oSN3KdalbuS71r6hPNZ9q1PKvpUl0AS6HJPlSy2YRCQBmA9cAU40xI5yO8QImApFAOvC8MWaOiNQFpgFXOL7vOWPMjwXFp2WzUsqVpaWnseP4DtYfXk/UoSjWH17PxiMbsyXOjao2ot4V9WhStQmNAxpTt3JdGlzRgBp+NahcobKW0zmUqSRZRNyBXcANQAywDhhsjPnLaZ+HgRBjzEMichvQzxhzq4i0AL4C2gK1gMVAE2NMWo7zHwSuNcb8IyLrgKeMMb+LyFCggTHmhYJi1IJYKaXgzLkzbD22lbUH17I3bi9/x/3NnpN7iD4Vzbm0c9n29fH0IdAvEF8vX2r41iCoUhA1fGtQ3bc6Ad4BVPetjo+nD0GVgvD19CXAJwAvdy+brqz0lfUkuYhlsy/QCggGgnMkyf8B3I0xY0TEDahqjDkuIpOBDcaY/znK9h+NMfULilHLZqWUyi4jcY46FMWGIxvYG7eX6FPR7D6xO1c57e/lTy3/WtT0q0mgfyA1fR2vfjUJ9LNea/rVJMAnwGXGLCls2exRGsFgJbh7jDF/A4jITKAP8JfTPn2Alx3rs4GJYj366APMNMacA/aJyB7H+VY5HdsF2GuM+cfxvimwzLH+C7AIKDBJVkopBf4V/GlXpx3t6rTLtt0YQ2xiLNGnotkfv5/Ys7HsOrGL2MRYzpw/w5GEI/y19y+OnT1GSnpKvuf38/JDEK6oeAUBPgEEeAcQ4BNAukmnpm9NKnpUxL+CP/5e/vh4+mQuFT0q4uPpg5+XH35efvhX8MfPyw83ccNN3KjoURF3sZqcGYzLFPZFdMllszHmLLBcRBrlcd6hQDMAY0w6cNyx3QCVHOuVgUPFdylKKeUa3N3caVm9JS2rt+Qe7sncnpaexsEzB9kfv599cfs4dvYY/8T/w5GEIxxOOEzUoSgOnznM2ZSzuc7p4eZBVe+qXOlzJTX9alLNpxpVvasS4B1gvfoE4O/lj7enN94e3nm+VnCvgIebBx5uHriJ22Vfg11aSXIQcMDpfQxwbX77GGNSRSQeCHBsX53j2KAcx96GVducYSvQG5gHDALq5BeY0zzJhb0WpZRyOSJCdd/qVPetTtugtvnuZ4zhVPIp4pLjiDkdw9nzZ4lNjCXhfALHE49zKvkU6SadU8mnOJF0ghOJJzhw5ADnUs8Rfy6e5NRkklOTLzlOd3HH3c0dQUhJT6GCewX8vPwwGLzcvfB087Re3T1JTU/NPK6iR0W83L0wxjCt7zRaVm95yTFcRopSNh8nDyJyhWP1VRGJBPYCI4wxR7GS7Z9FZCTgC3QtnstQSinl7uae2S2qY92O+e6XcD6Bw2cOZybPRxKOcCThCMcTjxObGMvRhKNsOLKBE4kniEuOI92kX1o8jvI442F2xuIu1jbnzzK2OW/PuW3WwFk0CWhyqbfnopVWkpzXo4Sc7bzz26fAYx19n3oDo5w+Hwp8ICIvAvOB83kGJTIMGAZw/nyeuyillLoIIkIV7ypU8a5CwyoNL+kcqempnD1/lsSUxMwlKTWJxJREEs4nZC5ncFGOMgAADZdJREFUzp0h3aSTZtI4l3qO1PRUUtJTOHv+LBU8KuAu7pnHerh5kJKWwvn089Zr2nk83DwQkWzHCoKPp08x35Uyqyhlc348gNrACmPMEyLyBPAWcBcwGKv/8tsi0g6YLiLBjtrmrC90Kpvr1q1buCtRSilVKH5efjQOaEzjgMYX3DfdpBOfHM+JpBOcOXeG5NRkklKTSEpJyvWanJpMmkkjLT2N1PRUUtNTSTfpmUuaSctaT0/Le7tjPa/PS7u7VmklyTFkr82tTe5mVhn7xIiIB1ZTrJOFOLYn8KfjKTUAxpgdQDcAEWkC9MorKGPMZGAyWP2eLvqqlFJKFTsPNw8qV6xM5YqV7Q6lvCtK2ZyfE0AiMNfx/husgTdxvPYAMMasEpGKQDXgmPMJtGxWSqmywU3cMh98u5rS6rS1DmgsIg0cNb+3YdXwOpsPmQ3rBwK/GWtUsfnAbSJSQUQaAI2BtU7HDSZ7U2tEpLrj1Q0YgzXStVJKKaWyFKVszpPjswVYI1uDNWZIRh/n/Y73iEhzoCIQW/TLUEoppYpXqdQkO/oxjcAaQMsd+MwYs01EXgGijDHzgf/Danq1B+sp9W2OY7eJyNdYhWwqMDxjZGsR8cEalfPBHF85WESGO9a/BaaU7BUqpZRSl5eilM0AIhKNNRCXl4j0Bbo5RsZ+1nHMe1hJ8L2OQ54EPhGRx7GabA8pKOFWSiml7FJq8ySXdTrNhFJKqeJU1qeAuhxo2ayUUqo4FbZs1jkylFJKKaWUUkopB02SlVJKKaWUUkopB02SlVJKKaWUUkopB02SlVJKKaWUUkopB5dPkkXkZhGZHB8fb3coSimllFJKKaVs5vJJsjFmgTFmWOXKle0ORSmllFJKKaWUzVw+SVZKKaWUUkoppTJokqyUUkoppZRSSjlokqyUUkoppZRSSjlokqyUUkoppZRSSjmIMcbuGMoEEYkF/imGU1UDjhfDecoDvRcWvQ8WvQ9Z9F5Yyvt9qGeMudLuIC5nWjaXCL0XFr0PFr0PWfReWMr7fShU2axJcjETkShjTLjdcZQFei8seh8seh+y6L2w6H1QpUV/a1n0Xlj0Plj0PmTRe2HR+2DR5tZKKaWUUkoppZSDJslKKaWUUkoppZSDJsnFb7LdAZQhei8seh8seh+y6L2w6H1QpUV/a1n0Xlj0Plj0PmTRe2HR+4D2SVZKKaWUUkoppTJpTbJSSimllFJKKeWgSXIxEpEeIrJTRPaIyHN2x1OSRKSOiCwRke0isk1EHnVsryoiv4jIbsdrFcd2EZEPHPdms4i0tvcKipeIuIvIBhH53vG+gYiscdyHWSLi5dhewfF+j+Pz+nbGXdxE5AoRmS0iOxy/jXau+JsQkccd/19sFZGvRKSiq/wmROQzETkmIludtl30b0BE7nHsv1tE7rHjWlT5oGWzls1aNmvZDFo2a9l8cTRJLiYi4g58CPQEWgCDRaSFvVGVqFTgSWNMc+A6YLjjep8DfjXGNAZ+dbwH6740dizDgP+Vfsgl6lFgu9P7ccC7jvsQB9zn2H4fEGeMaQS869ivPHkf+MkY0wwIxbonLvWbEJEg4BEg3BgTDLgDt+E6v4mpQI8c2y7qNyAiVYGXgGuBtsBLGYW3UhdDy2Ytm9GyGbRs1rJZy+aLZ4zRpRgWoB2wyOn9KGCU3XGV4vXPA24AdgKBjm2BwE7H+sfAYKf9M/e73BegNtY/Lp2B7wHBmoTdI+dvA1gEtHOsezj2E7uvoZjuQyVgX87rcbXfBBAEHACqOv4bfw90d6XfBFAf2HqpvwFgMPCx0/Zs++miS2EXLZu1bNayWctmx3Vo2axl80UtWpNcfDL+58sQ49hW7jmaoLQC1gA1jDGHARyv1R27lef78x7wDJDueB8AnDLGpDreO19r5n1wfB7v2L88aAjEAlMczds+FRFfXOw3YYw5CLwF7AcOY/03Xo9r/iYyXOxvoFz+NpQtXPa3pGWzls0OWjajZXM+tGwugCbJxUfy2Fbuhw4XET9gDvCYMeZ0Qbvmse2yvz8ichNwzBiz3nlzHruaQnx2ufMAWgP/M8a0As6S1XQnL+XyXjiaHvUBGgC1AF+spks5ucJv4kLyu3ZXvieqeLnkb0nLZi2bnWjZjJbNF0nLZjRJLk4xQJ3/b+feYu2o6jiOf3+hcBqgsRQkUFtpAEElURKtIPZBQTAhyhMhYEGuTTTeeMAgoHIRQWO8PBB9EUtEoERFbZAoFwUDKkgIQUSRAm0KtQWtGkBBrH8fZu122Bxrz6Gnx3Z/P8mk+6yZtea/ptP+91pnzfR+ngesmaZYtokkO9Ml4Wuq6oZWvC7Jvm3/vsBTrXxHvT7vAI5LshJYRres66vA7CQz2jH9vm68Dm3/q4D12zLgKfQE8ERV3d1+/i5dYh61e+LdwONV9XRVvQjcABzBaN4TAxO9B3bUe0Pb3sjdS+ZmwNzcZ27umJtfzty8GQ6St55fA69rb8nbhe5lAMunOaYpkyTAlcDvqurLvV3LgcHb7k6lex5qUP6B9sa8w4G/DZZ4bM+q6ryqmldVC+j+zn9aVYuBnwHHt8OGr8Pg+hzfjt8hZuGqai2wOsnBrego4CFG7J6gW8p1eJJd27+TwXUYuXuiZ6L3wE+AY5Ls0Wb/j2ll0kSZmzsj9f+wuXkTc/NG5uaXMzdvznQ/FL0jbcCxwB+AR4ELpjueKe7rIrolFg8A97ftWLrnNW4DHml/zmnHh+4No48Cv6F7u+C092MrX5N3Aje2z/sD9wArgO8AY618Zvt5Rdu//3THvZWvwaHAve2++AGwxyjeE8DFwO+BB4GrgbFRuSeA6+ie93qRbtb5zMncA8AZ7ZqsAE6f7n65bb+budncbG42N7e+mZvNzVu8pXVYkiRJkqSR53JrSZIkSZIaB8mSJEmSJDUOkiVJkiRJahwkS5IkSZLUOEiWJEmSJKlxkCztIJJcleTSaTp3kixN8pck90xHDMOSXJTk29MdhyRpdJmbX8rcrO2Fg2RpiiRZmWRdkt16ZWcluX0aw5oqi4CjgXlV9bbhnUlOS7IhybND29xtH6okaVSZmzcxN0v/nYNkaWrNAD4+3UFMVJKdJlhlP2BlVT23mWN+WVW7D21rXkGYkiRNhrl5E3OzNA4HydLU+iJwTpLZwzuSLEhSSWb0ym5Pclb7fFqSu5J8JclfkzyW5IhWvjrJU0lOHWp2ryS3JHkmyR1J9uu1/fq2b32Sh5Oc0Nt3VZKvJ7kpyXPAu8aJd26S5a3+iiRLWvmZwDeAt7cZ6IsnepHazP55SR5qy8KWJpnZ27+knXN9i2Fub98hvX6tS3J+r+ldknyrXY/fJnlrr965SZ5s+x5OctRE45YkbZfMzVvA3KxR5iBZmlr3ArcD50yy/mHAA8CewLXAMmAhcCBwMnBFkt17xy8GPgvsBdwPXAOQblnZLa2NvYGTgK8lOaRX9/3A54BZwJ3jxHId8AQwFzgeuCzJUVV1JfBBNs1GXzjJvi4G3gMcABwEfKrFfiRwOXACsC+wql0HkswCbgV+3OI6ELit1+Zx7djZwHLgilbvYOAjwMKqmtXOu3KScUuSti/m5i1nbtZIcpAsTb3PAB9N8upJ1H28qpZW1QbgemA+cElVvVBVNwP/pEs+Az+qqp9X1QvABXQzyPOB99ItuVpaVf+qqvuA79El1IEfVtVdVfXvqnq+H0RrYxFwblU9X1X3081QnzKBvhzeZt0H26ND+6+oqtVVtZ7uC8FJrXwx8M2quq/167zWrwWtX2ur6kstrmeq6u5em3dW1U3t+l0NvLmVbwDGgDcm2bmqVlbVcDySpB2XubljbpbG4SBZmmJV9SBwI/DJSVRf1/v8j9becFl/tnp177zPAuvpZnH3Aw7rJ0K6BLfPeHXHMRdYX1XP9MpWAa+ZQF9+VVWze9sBQ/v751/Vzjk496qhfv25nXs+sLkEurb3+e/AzCQzqmoFcDZwEfBUkmXxRSWSNDLMzRuZm6VxOEiWto0LgSW8NHENXqSxa6+snxgnY/7gQ1vqNQdYQ5fk7hhKhLtX1Yd6dWsz7a4B5rQlVAOvBZ58hfGOG3tre/DikDV0XySAjcvT9mznXk23BGzCquraqlrU2i7gC5NpR5K03TI3TyB2zM0aIQ6SpW2gzY5eD3ysV/Y0XTI5OclOSc5gkkml59gki5LsQvf8091VtZputvygJKck2bltC5O8YQvjXw38Arg8ycwkbwLOpD1XtZV8OMm8JHOA8+muF3TPap2e5NAkY8BlrV8rW7/2SXJ2krEks5Ic9r9OlOTgJEe29p6nm/XfsBX7Ikn6P2du3iLmZo0kB8nStnMJsNtQ2RLgE3RLlA6hS3avxLV0M+PrgbfQLduiLcU6BjiRbvZ3Ld3s7NgE2j4JWNDqfx+4sKpumUD9wRs2+9vCodhvBh5r26Ut9tuAT9M9p/VHui8rJ/b6dTTwvtanRxjn7Z/jGAM+D/yp1dubLvlLkkaLudncLL1Mqja3ikOSpl6SlcBZVXXrdMciSZLMzRpt/iZZkiRJkqTGQbIkSZIkSY3LrSVJkiRJavxNsiRJkiRJjYNkSZIkSZIaB8mSJEmSJDUOkiVJkiRJahwkS5IkSZLUOEiWJEmSJKn5Dwwm1KA2g+7vAAAAAElFTkSuQmCC
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_dict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">final_gam_model</span><span class="o">.</span><span class="n">global_explain</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">save_dict</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">threshold</span><span class="o">=</span><span class="mf">0.03</span><span class="p">)</span>
<span class="n">feature_importance_visualize</span><span class="p">(</span><span class="n">data_dict</span><span class="p">,</span> <span class="n">save_png</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">folder</span><span class="o">=</span><span class="n">simu_dir</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;s1_feature&#39;</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">importance</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">get_all_rank</span><span class="p">(</span><span class="n">tr_Xi</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">dash_board</span><span class="p">(</span><span class="n">data_dict</span><span class="p">,</span> <span class="n">importance</span><span class="p">,</span><span class="n">simu_dir</span><span class="p">,</span><span class="kc">False</span><span class="p">)</span>
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f3JnGKnSlrj7juY2fGSvifpOHe/WtLV8XFmSvqju8/P2e9EdydHAwAUkbuf0M3jLunTA1SdkmuVaV1LXYdtoRQJoTy2w7ONheXy9s1P8SBJzYGUDqHUD9k+5PoNHW9opuN0/+ZAPtlQ21tCOXwD83Zb2wrnvK4LJJtsCSWgzHteCxzLgokrA/OdVVewpSaQjzMbyAtq1YF51g15r2Eo928mUA8L5SoOpPNoCrwfNhWOzqpeX3i8miF508RrCuu/vGqLgm3/sSkF2xrz5oS/0bqyoEw7l6s1lDwaXYq/cHuXpHFmtkzSuZKqJcndf6XoC7cjFH3htknSf5WmpgMo7+/EAn83wXy9CY6VlPdyv3IS+neR9E80v/UD8pcdjOcJnrnyX6o+S0v8pcMXAMrfbEmL3X2JJJnZdYpWGM7t8D1K0jfi32+U9Aszs7hTod0Jkq7t/+oCAACgL1xSs8p/ynC54Qs3AH2Vlvg7KFI6NLaU/1BrAOhCZ6sJB8u4e4uktZLG5pU5ToUdvr+J0zn8Pwt+3R+t9Gtmc81s7sqVnY9EAQAAQPG0ybu9AQCKLw3xN/UjfJes3KCTLntI3zp6Nx20M+kpAVSkJPNxuixjZvtK2uTuC3IeP9Hdl5vZCEk3STpJ0pUFB8lZ6be+vr78/7MhaNWGRi1YvlYLV6zTguVr9exrGzS0Jqtxw2s1dliNxg6v1bjhNRo3vFa7TBypnbYqXMEZAAAMDJfUXIQpxWZ2mKSfKsrN8Wt3Pz/v8QMlXSBpd0nHu/uNOY+1Snoivvuiu3+gzxUCgDJXrPhbaqnv8J00eohG1FXpyzc9rjs+f6DGDKspdZUAoKeSrCbcXmaZmVVJGiVpdc7jxytvdK+7L49/rjezaxSljijo8EVlampp0x/nL9cdC1/RguXr9Mq6hjcf227sUO04YYSaWtr02voGPblinV7f2Kjm1rcubHbeaoSO2XOSjpo1SVuNKszVCABJuZua8nKXhnLnZgPTJzO9zLFbm2lOWLIwD29IJlC36kCe4Px8wq2B72NDuXnbQtsC+7YFcjK2thXuuyGQn7clrwkWyBsczOEbeAkskIdYqi3YUh2YPFQVyBVq+bmOmwOvSyA3b1Br4H3UWHi8qo2FH4VrawPnvLpjfT1Q/8ZA219sHVOwbWNTx8+iG5oL93vzeeRq7eMIsoTrQLwo6RRJXwocYrO7z+pTJVB6lveeDeTbDu+XoFwKcvOWROhPOxR/+5Bnvr+F/l94MNFxaOfAtqTlBkAx4m85SH2Hb21VVj8+dpaOuvA+ff3mJ3TRiXuFk5QDQPl6WNJ0M5sqabmiztuP5pW5VdIcRavCf1jSP9vz95pZRtJHJB3YXjjuFN7C3VeZWbWk90v6R383BP1vc1Orrn/4RV1yzxKtWNug7cYO1X7Txmi3SaO069ajNGPrkRo1pHDBGXfXuoYWrVzfqPsXr9LNjy7Xd29/Wuf/9Wntv/1YHT1rkg7bbSuNqAsstgMAAIrKXWrue39Dt+tAuPvS+LHKT1gJAEVQpPhbcqnv8JWkGVuP1BcP3Unf++vTuvnR5frgXpNLXSUASMzdW8zsM5LuUDQd73J3X2hm50ma6+63SrpM0lVmtljRyN7jcw5xoKRl7Rf7sVpJd8SdvVlFnb2XDkBz0E/WNTTrqgde0OX3Pa/XNzapfrvR+vYxM/WuncYn+qLTzDRqSLVGDanWDlsO15z9p+j5VRt1y6PLdcv85fqfGx/Xubcu1OcOnq6Pv2OqqgMrrwMAgGKx4AjxgHFmNjfn/iVxOi4pvA7Evj2oRF187BZJ57v7LT3YFwAqVOL4W9aK0uFbCXmBTj9wmv759Ks6948Lte+0sZq0xZD+eBoA6Bfufpuk2/K2nZPze4OiUbyhfe+WtF/eto2S9i56RTHgmlradOFdi3X5fc9rfWOL3rnjeH36oB00e2rhVNKemjpumL5w6I76/CHT9ciLb+iXdz+n797+tG56ZJm+dfTMojwHAAAoFOWQTNThsMrd6zt5LOnE6c5s6+4rzGyapH+a2RPu/lwP9geAitOD+FvW+jw8Jycv0OGSZkg6wcxm5BVrzwt0TeAQm919VnzrtyTw2Yzpx8fOUpu7vnTDY2prS8H4bADAoPbS6k36yK/+rZ/e+azeMX2c/vzZd+iKj88uekesmWnv7Ubr13PqdenJ9drY2KpjL35A/33DY3p9Q2P3BwAAAD3iinJAd3frRpJ1IDqvg/uK+OcSSXdL2rNHjQCAClSk+FtyxRjhWzF5gbYZM1TnHDlDX7npCV1+//M67YBppawOAAC99tcFL+t/bnxckvTLE/fS4TMnDsjzHjpjgt6+w1j94p+Ldem9S/SPp17Vlw/bSSfss60ySRcBATDotYYWHwuMRQktUtact2BYdWDhtdAiaK35CxdJygaeM7RAW2iRuSQLvg3NNBVuDHwCC7ezsG4tgQXaQou2hY63MW8ht5bAwm4WOJa1FpbLBNZPCy0CJy/M+26Blc8zeamHrKHwy0QLLeQWYC2Flcs0BBZtyxa+Nl4VWIQowf+20HlrCizItmpzxxe/pSm0+F38vAq/B3ooyToQQWY2WtImd280s3GS3i7p+32tEAaYSZb/Hg7EwuDia4FtniBNWNKBkSkYQFkapVjcrFQLquU/7wC9Z4oUf0uuGC0I5QWa1IP968xsrpk9aGZHd1bIzE6Py81duXJlb+uqY+u30SG7TND371ikZ15d3+vjAABQCg3NrTr3jwt0xu8e0bRxw3TbWQcMWGdvu6E1VfryYTvr9s8doF0mjtDXb16gOb95SGs3Nw9oPQAASCuXqVWZbm9dHsO9RVL7OhBPSbqhfR0IM/uAJJnZPma2TFFqsIvNbGG8+y6S5prZY5LuUpTD98nCZwGAdClG/C0HxahhMfIC1Sv6pvECM9s+VMjdL3H3enevHz9+fG/qKSmalnr+h2ZqRG2VvnD9fDW1sBgpAKAyLF21UR/65b91xQMv6LR3TNXvz9hf24wZWrL67LDlCF37if307WN204NLXtcxF92vJSs3lKw+AACkRfsIs+5u3R7H/TZ339Hdt3f3b8fbzokX/ZW7P+zuk919mLuPdfdd4+3/dveZ7r5H/POy/mwvAJSLYsXfUitGDSsuL9C44bX67gdnauGKdbrgH8/099MBANBn/3pmpd7/8/u0bM1m/frkev3v+2eopqr0FxpmphP33U5Xn7af3tjUrKMvvF/3Ptv7mTgAAECSTK2e6fYGACi2dMTfYuTwrci8QO/ZdSsdWz9Zv/zXc3rnjuO177SxA/G0AAD02F2LXtMnr5ynHbYcrkvn1GvSFkNKXaUCs6eO0R8//XZ94sq5OuU3D+uc98/QyW/bTpYg1xuA8rf0/Pf1af+qvKU8qgNLe2QDuXOTCOfrLYw9oby2oSmZmYTLjvQ2r29bIH/m8GxhztpQ3VoCeXKb2go/0jWHcv22dty2uSVw/JZAXt/AtkyoXCivb2thfTMthXl9q/IW1M4G8vwGU0gG8vWqLfD6NRWmHMrPGyxJ1aF8vXl1s9bC851tCuSHbig8VtWGjvtac+f/I11SszrP8Yt06musLWSFOXtD7/PQ9VqoXN6hEufh7cvlYIVdSob+NfRkCny3OyacYx8u1ssJ+glfAwu8ITzpCUnyHAOUSzgt8bfPXdKVnBfonCN31bZjhuqLNzxG3kEAQFm66+mos3fHrYbrmk/sW5adve22GTNUN565vw7aaUude+tCfe3mBaROAgCgF9zTMcIMACpNWuJvMUb4yt1vk3Rb3rZzcn5/WFGqh/z9/i1pZjHq0BvDa6t0wXGz9OFfPaD/vWWBfnb8LEYiAQDKxp1Pvaozf/eIdtpqhH536r4aNbRwVFS5GV5bpUtO2ls//NsiXXT3c1q6aqN+Padew2qLcskBAMCgkJYRZgBQadISf8u/S7qf7bntaH3hkOn602MrdMv85aWuDgAAkqLO3jN+N087T6yczt52mYzpy4ftrJ8ct4ceWrpap/zmIW1s7H6aMwAAaJeOEWYAUHnSEX8ZbiPpzHftoH89s1L/75aFqt9uTElXPAcA4B9Pvqozr56nGRNH6spT99WoIZXT2ZvrmD0nqyab1VnXPapTfvOQfvtfsxnpCwxCGXPVZjp+6VObKUynVpUpTAFTnSnM0ZrNy7GbNOduMF9vICFgNjQmxgM5h4M5fPPLBNpkhV+A1QXOR7MXji4aUd1QsK0xkMO3saVwW0Ne/G0ZUnj85kBO2ZbAtkxgWzDXb3PgnLcUPq+1VufdLzxvmVBu3rbAa9Ba+J6x5sCXjoE8waHcwZaXmijTUlimqqGwTVWbA+d3fcdzlO0iq6BLamN8FvrIJFk2730UmtWcX6azcvnbkub+TSrhrolzB/dWr5PuJjxe6NSGUt2W8wT0hPl0S5LXN6QH5zIt8bfyW1AE2YzpJ8fNkkn6/PXz1RK4wAAAYCC82dm79aiK7uxt977dJ+pnx++pR158g5G+AAAk5DI1ebbbGwCguNISf+nwjU0ePVTfOmY3zXthjS6867lSVwcAMAg9vuwNffqaRzRj61G66tTZFd/Z245OXwAAeq7NM93eAADFl4b4W/41HEBHzZqkY/acpJ/981nNe2FNqasDABhEXlvfoNOvnKdxw2t12Zx6jaxLR2dvOzp9AQBIri0lI8wAoNKkJf6SSC/P/x21qx5eulqfv/5R3XbWARqRsg/cACqTmR0m6aeSspJ+7e7n5z1eK+lKSXtLel3Sce6+1MymSHpK0qK46IPufka8z96SfitpiKTbJH3OPZC8Dv2usaVVZ1w1T2s3N+vGM9+mccNrS12lfvG+3SdKEjl9gUEmI9eQbFOHbdVWmGc1lK83lGM3tC1faORNW2C/NhWmcmsKfETKBsqF9s2XdFGXUB7i0DnKz4UsSUMCiWCHVTcWbNtc0/FzTVNdYTtbmgs/wLYF8vC2hHLzBvL65r3s0bbQvk0dnzfTXPgZLD+XriQpkIrPQrl+Q+VCafxCuYNbOr4O1c2BvNINhfWt2hQ4v0Py29n1ezkNOSRRYmZSNu/vOv9+e7nebssTyjsbDIUJjlXukqaiTVQo4elI/Jy9Pb19yYk7EHl9k9QjpIefctMQfyu/BUU2sq5aFxw3S8vXbNb/3rJA9H0AKDUzy0q6UNLhkmZIOsHMZuQVO1XSGnffQdJPJH0v57Hn3H1WfDsjZ/svJZ0uaXp8O6y/2oDOubu+fvMCPfLiG/rRsXto161HlbpK/Sp3pO8Zv5unZvLmAwBQwN3U7NlubwCA4kpL/KXDN6B+yhh94ZAd9cf5K3TjvGWlrg4AzJa02N2XuHuTpOskHZVX5ihJV8S/3yjpYLPOvzY3s4mSRrr7A/Go3islHV38qqM7l9+/VDfOW6azDp6uI2ZOLHV1BsT7dp+o7x4zU/c+u0pfuelxvlwFACCPKxoh3t0NAFBcxYy/ZnaYmS0ys8Vmdnbg8S+a2ZNm9riZ3Wlm2+U8NsfMno1vc3raDv5DdOJTB+2g/aaN0Tl/XKjnVm4odXUADG6TJL2Uc39ZvC1Yxt1bJK2VNDZ+bKqZPWpm/zKzA3LK536jFTom+tk9z6zUt//ypN676wR9/uDppa7OgDp2n230xUN31B8eWa4f/m1R9zsAADCIuNIxwgwAKk2x4m/CmbqPSqp3990VDdz6frzvGEnnStpX0QCwc81sdE/aQYdvJ7IZ00+P31NDarL6zDWPqiGQqwkABkiSDEmdlXlZ0rbuvqekL0q6xsxGJjxmdGCz081srpnNXblyZQ+qja48v2qjPnPNI9pxwgj9+NhZymQqP49ZT3323TvohNnb6sK7ntNVDywtdXUAACgrrcp0ewMAFF+R4m+3M3Xd/S533xTffVDS5Pj390r6u7uvdvc1kv6uHqZgZKWULkwYWacffmR3ffy3c3X+7U/rGx/YtdRVAjA4LZO0Tc79yZJWdFJmmZlVSRolaXWcrqFRktx9npk9J2nHuPzknP1Dx1S83yWSLpGk+vp65t4XwYbGFp12xcPKZkyXnlw/aBcuMzN986hdtXJ9g865daHGj6jTYbttVepqASgyMy9YbCwbWKQstBhbqFy+0AJtCu0XGI3TGvj+MxtIMxNaVC3rvctB3uyFMT/YhoDQ4nGhhdzqsoHF3ao6Lu62ubpwobGm2sL9muoK69baVHjeQttaAtsyhWvMKZO3kFsmsHictRbWN9MauCwJLNoWXKAttLhbU2DfvEXbrKmwARZYtC0TWLStqqbjNmvu/D3UPsKsrxIs/HugpAsk7S7peHe/MeexOZL+N777LXe/QqgsJlneIm2WCcXM0CJaoW15G1K6GFtQKT4FhVbACy1uFtw3sGuwWN7WPhx/QBZyS3L8kB68LYsVfxWeqbtvF+VPlXR7F/v2aEYuXwl24907T9Cp75iq3/57qf628JVSVwfA4PSwpOlmNtXMaiQdL+nWvDK3SmrP6/NhSf90dzez8fFUEpnZNEWLsy1x95clrTez/eJcvydL+uNANAbSN25dqOdXbdSFJ+6lbcYMLXV1Sqoqm9HPT9hLe0zeQmdd96geXrq61FUCiiJBzrZtzeyuOOXO42Z2RCnqCaA8uaIvArq7dSXhdOIXJZ0i6Zq8ffs8nbhUiL8A+qIH8Xdc+0zY+HZ63qF6Mqv2Y5LqJf2gp/t2hg7fBL582E7abdJIffmmx7Xijc2lrg6AQSbOyfsZSXdIekrSDe6+0MzOM7MPxMUukzTWzBYrSt3QfnF7oKTHzewxRTmBznD39h61MyX9WtJiSc/prW8T0Y9ue+Jl3ThvmT590A7af/txpa5OWRhSk9Xlp+yjyVsM0WlXzNXi19aXukpAnyTsZPlfRfF8T0Vf5F00sLUEUM6KtEp8kunES939calg+HifpxOXAvEXQF/1IP6ucvf6nNsleYdKMlNXZnaIpK9L+oC7N/Zk367Q4ZtAbVVWPz9hLzW3tOnz181XS2hKEAD0I3e/zd13dPft3f3b8bZz3P3W+PcGd/+Iu+/g7rPdfUm8/SZ339Xd93D3vdz9TznHnOvuu8XH/Eyc/gH96JW1DfrazU9o98mjdNYgW6StO2OG1eiKj89WdTajOZc/rFUbGrvfCShf3XayKBqlMTL+fZR6eBEPIP2KsEp8X6YE93k6cYkQfwH0WRHir5Rgpq6Z7SnpYkWdva/lPHSHpPeY2eh4dsV74m2JDc6kgb0wddwwfeuY3fSF6x/Tz+58Vl98z06lrhIAoIK0tbn+58bH1NjcpguOm6XqLN+55ttmzFBdfkq9jr34AX3yqnm6+rR9VVfNCuSoSElytn1D0t/M7LOShkk6JHSgeHrg6ZKUHTm+6BXtL7n1HjlxSK+PE/pAlb+Uclto1mPC3Hu9zRsshfP69lZzW+HHstDozaSLdFVlChecrq1q6fK+JNXUFG5rqS2sR9uQwnoE8/UGc/gGtrXk5fBtDeTwDZzu6kAOXwvl5m0LfKcdyMWr1sBC3fnbWgrPUTCv76bAa1WVl0u1pSg5fMeZ2dyc+5fkjDLry5TgPk8nLpGixd90MCkvh68COXw9dF2aDbwF8hYZDuX57awaBc8Z3JYgb3C5C/2V5G0Lnbbg0JuEf4XBYr09b8EdEycELmq5UF7fgkP1Jedwp0WLk8PX3VvMrH2mblbS5e0zdSXNjQdv/UDScEm/jzIt6kV3/4C7rzazbyrqNJak83Jm6iZCh28PHLPnZN2/+HX9/K7F2mfqGB0wvXIuugEApfXbfy/Vvc+u0reP2U3Txg8vdXXK1u6Tt9CPPjJLn77mEX31D0/ox8fuIUvr4h9IsyQfb06Q9Ft3/5GZvU3SVWa2m3vHlcByF86snTi9JJ0tS89/X4/3ya33xF1HV0InEVBWohySif7/rXL3+k4e68uU4GWS3pW3790J9y2losXfUnzhNuXsv3S435v4m1vvugzXnEBP9SD+dn8s99sk3Za37Zyc3zv9wsndL5d0eW+fm+FFPfTNo3bT9C2H6/PXzdcraxtKXR0AQAV4+pV1Ov+vT+uQXbbUR2dvW+rqlL337T5RXzx0R9386HJddPdzpa4O0BtJOllOlXSDJLn7A5LqJJHYG4Ckt0aY9TGHb5KFfzvT5+nEJVK0+Ovul7Tn5swOHdVP1S2+3HrXWF2pqwNUnCLF35Kjw7eHhtRkddGJe2lzc6s+e+0j5PMFAHSpoblVn79uvkbWVen8D+3OaNWEPvvuHXTUrK31gzsW6fYnXi51dYCeStLJ8qKkgyXJzHZR1OGwckBrCaCstSnT7a0rSRb+NbN9zGyZpI9IutjMFsb7rpbUPp34YfViOnGJEH8B9Flf4285IKVDL+yw5Qh994Mz9bnr5uuHf3tGZx++c6mrBAAoUz/62yI9/cp6XX5KvcYNry11dSqGmel7H9pdL67epC/cMF+TRw/VzMmVM7oGg1vCnG3/LelSM/uCotmDp6R58cz8qZFtRRwZkzSvbVJZJc3h278vV2j0UEtbYVuDOYwDqqxjLtpgDt/Atqaawo+MTYG8vq1DC+vR0lJYX2stLJdXNVlraL+CTbK26oJtVYE/o9A7xEJ/boFtnp+zN5DDN5x8M4G2QKNyDtkceL17KsF04ocVjYIN7dun6cSlQPzNY5Ly8/MGcvgGtwXz6eZt60Nu3lRImu+2l0L/ZhJnGkhYjfzDhZtUory+CfZLkue3p4oVf0uNDt9eOmrWJD24ZLV+9a/nNHvqaL175wmlrhIAoMz8e/EqXXrv8/rYftvyf6IX6qqzuuSkeh194f067cqH9cdPv0NbjWJqIipDgk6WJyW9faDrBaAyuExtyVaBRx7iL4C+SEv8rfwWlNC5R87QjIkj9YXrH9OyNZtKXR0AQBnZ3NSqr/zhcU0bN0xfP2JGqatTscaPqNWv59RrQ0OLPnHlXG1u6nw0FAAAadIq6/YGACi+NMRfOnz7oK46yufb2ub6zDWPqqmFfL4AgMhP73xWL63erO98cKaG1JR/Uv9ytsvEkfrZCXtqwYq1+tKNjymtsy4BAGjnMrW0Zbu9AQCKKy3xl5QOfTRl3DB9/8O761NXP6Lzb39a5xzJKC4AGOyeenmdLr13iY6tn6z9po0tdXVS4eBdJugrh+2s829/WjtPGKHPHjy91FUCkFCrZ7ShtXg5zJNMs0ya17bYMnlJCDNW3AEhLYG8vs0JP3Tm5xyuzhTOmKirLsxP21zbXLCtNZBjt7UllMM3lK+3+23hfL2B190LP84Gc/MGBPP6JtjmrYHKBbZ5c+G5zM8H7N0sAF6q9zFSxExWlfd3UhWIGfl5fiV5NvD+y3Tc5plQUtVQPfqwLSSNfxqJc90mS4BbxDS5fcvr2xcFAbiIx+pGGuIvHb5FcMTMiTpl/ym6/P7ntdd2W+j9u29d6ioBAEqkrc311T88oVFDqvXVw3cpdXVS5ZMHTtOiV9brR39/RtMnjNBhu21V6ioBANAvokWDyn8EGQCkTVriLykdiuRrR+yivbcbrS/f+LieeXV9qasDACiRq//zgua/9Ib+3/t30ehhNaWuTqqYmb77wZnaY5st9MUb5uupl9eVukoAAPSLaNGg7m8AgOJKS/wtSoevmR1mZovMbLGZnR14/EAze8TMWszsw3mPzTGzZ+PbnGLUpxRqqjK66MS9NLSmSmdcNU/rGgqnPgEA0u3VdQ36/l8X6e07jNXRsyaVujqpVFed1aUn7a0RdVU67Yq5en1DY6mrBABA0bmkFs90ewMAFFda4m+fa2hmWUkXSjpc0gxJJ5hZfiLbFyWdIumavH3HSDpX0r6SZks618xG97VOpTJhZJ0u/OieemH1Jn3phsfU1saiMgAwmPzfnxaqsbVN3z56pszK/1vfSrXlyDpdenK9Vm1o1Jm/e4RFUwEAqdTmmW5vAIDiS0P8LUYO39mSFrv7Ekkys+skHSXpyfYC7r40fiz/E9l7Jf3d3VfHj/9d0mGSri1CvUpi32lj9bUjdtE3//ykfvmv5/Tpg3YodZUAAAPgzqde1W1PvKIvvWdHTRk3rNTVSb3dJ2+h7394d33uuvk699YF+s4xdLID5arVTW80D+nVvokWaEs4rbLYC7DkL9AmFS6MFtwvsJBbNsF+nWkNtD/J6uFVmcJ61GQLFx+rrSrc1lJTuCBZ45DCerS1BeoWWrQtr5wF2hQ+RaH3R3XhlsD/h9AH4Uxgwbf8ReAstEBbS+H5CC7k1tSUt6Hz193dKmIEGcqdSXmLtnlogbZM4L0W2Jb/pxkMv4FtoXKJZ8SX4vIu9KeZNEwHyuXHr+CffsI10BKvn5ZUgnb1aSG3UPDu77GRfVxPLi3xtxgtmCTppZz7y+Jt/b1v2fr426foyD221o/+tkj3Pruy1NUBkAIJUufUmtn18eP/MbMp8fZDzWyemT0R/3x3zj53x8ecH9+2HLgWpcvGxhad88eF2nHCcJ1+4Palrs6gcdSsSfr0Qdvr2ode0hX/Xlrq6gAAUFRpyCEJAJUoDfG3GB2+fek7T7yvmZ1uZnPNbO7KleXdiWpm+t6HZmr6liN01rWPatmaTaWuEoAKljB1zqmS1rj7DpJ+Iul78fZVko5095mS5ki6Km+/E919Vnx7rd8akXI/+fszWv7GZn3nmJmqqar8b4MryX8fupMOnTFB5/35Sd3zTHlfHwAAkJRLamnLdHsDABRXWuJvMWq4TNI2OfcnS1pR7H3d/RJ3r3f3+vHjx/eqogNpaE2VfnXS3mppdZ3xu3lqaC6c0gMACb2ZOsfdmyS1p87JdZSkK+Lfb5R0sJmZuz/q7u1xdaGkOjOrHZBaDxKLXlmvzMZQ/gAAIABJREFU3/x7qU6YvY3qp4wpdXUGnUzGdMFxs7TTViP16Wse0eLXNpS6SgAA9FlaVokHgEqTlvhbjBy+D0uabmZTJS2XdLykjybc9w5J38lZqO09kr5ahDqVhanjhuknx83SaVfO1ddufkI/+sge5BcE0Buh9Df7dlbG3VvMbK2ksYpG+Lb7kKRH3b0xZ9tvzKxV0k2SvuVemFHKzE6XdLokbbvttn1sSrq4u7755yc1vLZKX37vzqWuzqA1rLZKv55Tr6N+cZ9OveJh3fKpt2v0sJpSVwtArMWzWt1YvNzmvf2Q1ZcPZ0ly84bKhfYL5f6tyhQODgnum7AeSdoaOlZNoB61VYX5aVtrkuXrbQpsaw2ss2mel3O4Dwk/LZh3MdnH3mBe3/zjhxoQyuGbaS7c1kXO3sKySkUOSZSYmVSV9/eVDeT4zhb+fXlgW365UBnPhPK4hupWuKlPfWgl6GrpdXraUG7e0PlInOs32eT5RLsmDFNJT7f36YXp72S/nT9tGuJvn1vg7i2SPqOo8/YpSTe4+0IzO8/MPiBJZraPmS2T9BFJF5vZwnjf1ZK+qajT+GFJ57Uv4JYWh8yYoM8fMl1/eGS5Lrvv+VJXB0BlSvIfvMsyZrarojQPn8x5/MQ41cMB8e2k0JNX2gyLgfSPp17TfYtX6fOHTKeDscQmbTFEF59Ur5ffaNCZV89Tc+gDOYBemXL2X0pdBWDQcaUjhyR6Zun57+twAzDw0hJ/i9Jl7e63ufuO7r69u3873naOu98a//6wu09292HuPtbdd83Z93J33yG+/aYY9Sk3Z717ug7fbSt957an9C/yCwLouSTpb94sY2ZVkkZJWh3fnyzpZv1/9u48zqnq/OP450lmY9/3fVcQQXZcoVbFFbUuuOJWXKDa2s3+2mp/Wltbu/zaiigIiitS2yoqSt2wgqwitYCi7IsgKIgIzDCTPL8/codmkgNzZyYzN8k879crLyYn5948ySRnyM253wNXq+ra0g1Udav3717gaWLREcanopII9768iu4t63PlsE5Bl2OAgZ2a8JuL+rJw3S7ufGEljgnrxhhjTEZQJCsyJI0xJtNky/ib/hVmgVBI+N3F/ejZqgHfeXoZ63ZavqAxpkIOReeISB6x6JxZCX1mEVuUDeAi4E1VVRFpDLwM/ERV55d2FpEcEWnu/ZwLnAOsqObHkVUem7+BDV/s5+fn9CY3bH9O08UFx7XnlhHdeGbxJh57d0PQ5RhjjDGVpirlXsojIqNEZLWIrBGROxy354vIs97ti0Sks9feWUQOiMhy7/JQyh+gMcakqVSMv0FLRYav8aFefg5Trh7E6InzueHxpTw//gQaFuQGXZYxJgN4mbyl0TlhYFppdA6w1DubYirwhIisITazd4y3+QSgO/BzEfm513Y6sA+Y4x3sDQOvA1Nq7EFluJ17i/jLm2v4xlEtOaWnxVykmx+c3os1O77mnpdW0aV5PUb0ahl0ScbUaiXREF8cqFumzW8Wbbpwfazzk7Erjj45oeTIGVeub9jRz++2IalcrI3rPp0Zvo4PuhHHbCdXrm+xK9c3cX+O7ERx3Kerzc21v+QcU1HH57OEs0VCjsggiTqe74OODN/EkM4jvA00BRmSIhIGJgKnETsbbImIzFLVVXHdrgd2q2p3ERlDLALsUu+2tarav0pFmGAJaGKGb+J1QHOSX2uuLN6kNkfwrOtl6/ut6jvrN30PtjlzfSsUxlfxfu5ulc/19XGXvlUtwbeyW1ft/xipGH/TQeY/ggzSoWldHrxiAJu+2M9tz7xPJJpZ/9E1xgTHR3ROoape7MXjDFHVdV77L704nf5xlx2quk9VB6rqsaraR1VvU9XklVqM0+//uZrC4gg/PfvooEsxDqGQ8MdL+9OrdUO+8/T7rN6+N+iSjDHGmApLwQyzIcAaVV2nqgeBGcDohD6jgenez88Bp4qtNG6MqeWyYYavHfCtYcO6NuOu8/rw1uqd3D9nddDlGGOMqaAVW/fw7NLNjD2+M91a1A+6HHMY9fJzmDp2EHXywlz32BJ2fFUYdEnGGGNMBQiRaKjcC9BcRJbGXcbF7aQdsDnu+havDVcfb0H2PUAz77YuIvK+iLwtIidVy8M0xpi043v8TWvpX2EWumpYJy4f2pGH3l7LC8u3Bl2OMcYYn1SVu19aRZO6edx6ao+gyzHlaNu4DtOuGczu/Qe5fvpS9h9MPi3ZGGOMSUcVWCX+c1UdFHeZHLcbP+d0H67PNqCjqh4H3A48LSINU/DQjDEmrVVg/E1rluEbkF+c24c1O77mh899QPsmdRnYqUnQJRljjCnHKyu2s3j9Lu694Bga1bEc9kxwTLtGPHD5cdwwfSm3PvM+D181iLAjk84YU32iUeGr/QVl2lwnjLvybl389kvazmc/v/nCrjrCofIzfF05uWFHv9xwctKSK8M37Mjr9ZMv7FeOY//5jto0Lzmz1nmPjg/JxQltEdeGzjxFv4GfrkKSc0ydEh6+uIrzmeErRUVlG4qO8KpUR+5nxW0BOsRdbw98epg+W0QkB2gE7FJVBYoAVPU9EVkL9ASWVrkqU3NEILfsYR/NdWT4OhYgdrYl/B/Kmdfr+n9WqrN+K6sK7ylf2bw+79e5L9fT5tqVz/usSq6vv31Vv0q/HBxPZoVeW6kZfwNnM3wDkpcT4qErB9KmUQHjHl/K5l37gy7JGGPMERQWR7j35Q85qnUDxgzuGHQ5pgK+cVQr/ve8Prz+4Q7ufnElmg3/gzPGGJPVFIhoqNxLOZYAPUSki4jkEVvUd1ZCn1nAWO/ni4A3VVVFpIW36Bsi0hXoAaxL1eMzxph0laLxN3DpX2EWa1ovj2nXDKYkqlz72BL2HHCs5GqMMSYtTJu/nq1fHuDOc3vbDNEMdNXwztxwYhemL9jItPkbgi7HGGOMKUf5pxOXd0qxl8k7AZgDfAjMVNWVInK3iJzndZsKNBORNcSiG+7w2k8GPhCRfxNbzO0mVd1VDQ/UGGPSTNXH33RgkQ4B69aiPg9dOZCrpi5i/FPLePTaweQ6Tp0wxhgTnN37DjJp7lq+eXRLju/WPOhyTCX9z1lHs2X3AX758iraN6nDGX1aB12SMcYYc1jRaNUPKKjqbGB2QtudcT8XAhc7tvsb8LcqF2CMMRkoFeNv0OzIYhoY3q0Zv7qwL/PWfM6dL6ywU02NMSbNPDh3DfuKSvjhGUcFXYqpglBI+OOl/enXvjG3zXif9zftDrokY4wxxkkVVKXcizHGmNTKlvHXZvimiUsGdWDD5/t4cO5aujavz7dP7hp0ScYYY4CtXx5g+oKNXDigPb1aNwi6HFNFdfLCPDJ2EBc++C7XPbaEv940nO4t7fdqTHWKRoXC/Xll2sS5/lbypAfnklx+Fh9z7cvnZzPX/v0uMhdKWLQt5HOBNle/kmjyk+Ra8C3XdR+OtsTF11x9XFyP07WgnOv01miuY+Ec12I6CW0ljl+xcyE31/wl54dwvx/MHQu5Jd6vY3JOjqMtFHEspldSUraq4iPPv4pkwQwzEzCRpEXaNMexGJuzzfGezklctM3fSmPuBdp8blvNbwPnnxTXomp+d+hcfS1ha5/36eJ62lK/kFtyr6R9ue7T5+puvn+nidtW4bVQ0XVLUzX+isgo4E/E/sA8oqr3Jdx+MvB/wLHAGFV9Lu62scDPvKu/VNXpFblvm+GbRn5wei/O7tuGX73yIXNWbg+6HGOMMcAfX/sYgO+d1jPgSkyqNK+fzxPXDyEcCnH11MV8+uWBoEsyxhhjkmTDDDNjjMlEqRh/vYUvJwJnAr2By0Skd0K3TcA1wNMJ2zYF7gKGAkOAu0SkSUUegx3wTSOhkPD7S/odOtV0+eYvgy7JGGNqtY+2f8Xflm3hmuM7065xnaDLMSnUqVk9pl83mL2FJVw9bTG79x0MuiSTRURklIisFpE1InLHYfpcIiKrRGSliDzt6mOMqb00SxYNCoKNwcaYqkjh+DsEWKOq61T1IDADGF3mvlQ3qOoHQOJpIWcAr6nqLlXdDbwGjKrI47ADvmmmIDfMlKsH0aJBPtc9toQNn+8LuiRjjKm17n91NfXzc7hlRLegSzHVoE/bRky+ehCbdu3nuulL2H+wpPyNjCmHn9kcItID+Alwgqr2Ab5b44UaY9JblmRI1jQbg40xVZa68bcdsDnu+havrbq3BSzDNy21aJDP9GuHcNFDC7h62mL+dvPxtGiQH3RZxhhTqyxa9wVvfLSDH43qReO6eeVvYDLS8G7N+POY47jlqfe4+cllPDJ2ELlh+z7cVMmh2RwAIlI6m2NVXJ9vAxO9GRuo6o4ar7ImRYXo/oSPHa7PSSFHwJ6Pfs5sXldYn88cXnc/f/cRSmgTx2NKzPkFCIcdGb6ODNgcR3ZuxLFtjiOfN5qwbY7jgYZcOY2ux+no5zfXV33k+rqiFpP37m4T55ymFOf6+uDM9Y0m/F6+PvLfG7UM38qwMTiOCmhe2fE3mpv8mtbc5NdiNOx4ryZk9qor9roK0dq+I7gDyPr1m7vrJxPYGX9bhdzgKuX6+snJdY3lPvN6nZn6fvN//ezf1S0FrwWf429zEVkad32yqk6Ou+73WXKpyraAHfBNW11b1Gfq2EFcNmUh1z22hBnjhlEv335dxhhTE1SV+179iFYN87n2+C5Bl2Oq2ahjWvOrC/pyx9//ww//+m/+cEl/Qq5FSIzxxzUjY2hCn54AIjKf2NGkX6jqq66dicg4YBxAuGGLlBfrV+c7Xj7084b7zi63f5m6mzautrqMyWZ+D9iYMlI2Bgcx/saPtX64xuP4ugvyGqWkLmNqG5/j7+eqOugIt28BOsRdbw986rOELcCIhG3n+twWsEiHtHZcxyZMvHwAq7Z9xc1PLaPY8S2/McaY1Pvnqs94f9OXfO+bPamTV7mZPSazjBnSkR+e0Yvnl3/K3S+tQu1Ttqk8PzMycoAexP4jfxnwiIg4j4qq6mRVHaSqg8J1M+eDe5m6G9QLuhxjMo4qaDRU7sUkSdkYnA3jb25O3aDLMSbjpHD8XQL0EJEuIpIHjAFm+SxjDnC6iDTxFms73Wvzzf5CpLlTj27Fvecfw78+3smP//aBfQA1phYrbwEKEckXkWe92xeJSOe4237ita8WkTP87rM2KolE+e2rH9GtRT0uGtg+6HJMDbplRDeuP7ELj727gd+8utr+5prK8jObYwvwgqoWq+p6YDWxgw/GGHOIavkXk8TGYGNMlaVi/FXVEmACsQO1HwIzVXWliNwtIucBiMhgEdkCXAw8LCIrvW13AfcQO2i8BLjba/PNMgIywJghHfnsqyL++PrHtGlUwA/POCrokowxNSxuAYrTiP0ndYmIzFLV+Dyy64HdqtpdRMYAvwEu9RaqGAP0AdoCr4tIT2+b8vZZ6zz33hbW7tzHw1cNJMeyXGsVEeFnZx9NYXGEh95eS15OiNtP61n+hsaUdWg2B7CV2Ph7eUKf54nNKntMRJoTO714XY1WWZOiQmh/2bMlXBmPzgxfVxZkQj935qO/bF7ntj6zhF35vFEfGb4STm6LlCQ/0JAjmzeSk9zPd9ZvwoPNdeT8hh1trjxgV4ZvYn4xuHN9XZ+Ro4n5lo5ORY7tIo5+ruU31fVCcoReqisIUxL7OPJPXTFAjvzTnMT9f3aks4jEMnwrx8bgeCEhmhANqTnJr6uoY2xRV1vC6zrxOrjfDzWS65sunBm+ZQsWRyfXuFelAFifG1f2eyPfv4Kq5P/6KsRnRnDFdpqy8VdVZwOzE9rujPt5CbEvplzbTgOmVfa+7YBvhrj11O5s/+oAE99aS8sGBYw9vnPQJRljapafBShGA7/wfn4OeEBExGufoapFwHoRWePtDx/7rFUKiyP83+ufcFzHxpzeu1XQ5ZgAiAj3jD6G4kiUP7/xCfk5IcaP7B50WSaDqGqJiJTO5ggD00pncwBLVXUW/z1NbxWxdad+qKpfBFe1MSYt2QzeCrMx2BiTElkw/toB3wxR+gH0868PcteslTSsk8MFx9mpxsbUIn4WoDjUx/vP7h6gmde+MGHbdt7P5e2zzMIPHTt2rPwjyABPL9rE9q8K+cOl/RDn1+KmNgiFhF9feCzFEeX+OavJC4f49sldgy7LZBAfszkUuN27GGNMMvW9SrxJYGOwMaZKsmT8tXNVM0hOOMRfLjuO4V2b8YO/fsA/V24PuiRjTM3xc+LL4fpUtL1sQ9zCDy1aBLdCfHXbf7CEB+euZXjXZhzfrXnQ5ZiAhUPC/Rcdy9l923Dv7A95bP76oEsyxhhT64iPizHGmNTL/PHXZvhmmILcMFPGDuKKRxYx4en3efTawZzQ3Q5MGFML+F2AogOwRURygEbArnK2LW+ftcbjCzby+ddFPHTlgKBLMWkiJxzi/8b0pzgS5RcvriIvJ8zlQ7N7lrsx1UGiEC5MyH10Zue6ch8dOYeJ/Xzk/MYKcd2nY1tX+J/ffol5r646HBm+UUdbyLECeNSR1xvOSW6LujITE9oijozgPFfmrmNfrqxfV4avK/+3slwn3rhyfUsc/SLODFBHPqnzNVi2LeqI3VVH5r/m5Ca1RRP6uXJTy3Y48s3GlEuEaF7C686Vu+t4LUZdWb+55b8fnO8Rn7m+znG6ssfVqnI8zpnD67gLVyauKwo8MafcGVbsL0PA+bB81uHMo/d1r479+w4TdjSlMjjY+UBTIAvGX5vhm4Hq5+cw/drBdGlej28/vpT3N+0OuiRjTPU7tACFiOQRW4BiVkKfWcBY7+eLgDe9U9ZmAWNEJN9bwKIHsNjnPmuFr4tKePjttZzcswWDOjcNuhyTRnLDIf5y+XGM7NWC//nHf3hq0cagSzLGGFMbKLEDGeVdjDHGpFaWjL92wDdDNa6bxxPXD6F5/XyueXQJH23/KuiSjDHVSFVLgNIFKD4EZpYuQCEi53ndpgLNvEXZbgfu8LZdCcwkthjbq8B4VY0cbp81+bjSxaPz1rN7fzG3n9Yz6FJMGsrPCTPpyoF846iW/PQfK5g6z+IdjDHGVD/V8i/lEZFRIrJaRNaIyB2O2/NF5Fnv9kUi0jnutp947atF5IxUPjZjjElnqRh/g2YHfDNYy4YFPHXDUOrkhrlq6mI2fL4v6JKMMdVIVWerak9V7aaq93ptd3qrDaOqhap6sap2V9Uhqroubtt7ve16qeorR9pnbbPnQDFT3lnHN49uRf8OjYMux6SpgtwwD105kDOPac09L63igTc/CbokY4wx2S4q5V+OQETCwETgTKA3cJmI9E7odj2wW1W7A38EfuNt25vY2V99gFHAg97+jDEm+1Vx/E0HKTngW9lvDUWks4gcEJHl3uWhVNRTm3RoWpcnbxhCSSTKFY8sYsvu/UGXZIwxGWXqO+v4qrDEZveacuXlxBZPPb9/W373z4+5f85HaCZ8vW+MMSYjiZZ/KccQYI2qrlPVg8AMYHRCn9HAdO/n54BTRUS89hmqWqSq64E13v6MMSbrpWD8DVyVF22L+9bwNGILAy0RkVmquiqu26FvDUVkDLFvDS/1blurqv2rWkdt1r1lAx6/biiXP7KQy6csYsa4YbRtXCfosowxJu3t2neQqfPWc1bf1vRu2zDockwGyAmH+P0l/SnIDTPxrbUcOBjl5+ccjbhWEzLGxEQhfKD8hdZcC5e5F3JLuF6lBeCSN3W9n52LC/lYGE5dj6kkucnVL+Jc3M2xiJJjcbeIY5WyxMWWItHkFWlcC7RpjqNgF8cCbTniaPOx4JvPXyni+MRd5GgrdvyuSsLJk1Wdi68lPOfqYyErgIirLWHxLNe+/nuj7xlkzUVkadz1yao62fu5HbA57rYtwNCE7Q/1UdUSEdkDNPPaFyZs285PQSZ9qEBJQcJr3bnQpeN17Xh9ajjxur/x0nebay0z15icysXdqsLn4m6JnKW63u+O8axKi7H5WdzNVX8KF3urihqbZ+F//E1rqZjhW5VvDU2K9G3fiCevH8rufQe5bMpCtu8pDLokY4xJew//ay37iyN895s2u9f4Fw4Jv76wL9cc35lp89fz0+dXEI1mwNf8xhhjMov6uMDnqjoo7jI5bg/ONe0Trh+uj59tjTEmO/kbf9NaKg74ur41TPzmr8y3hkDpt4YAXUTkfRF5W0ROOtydiMg4EVkqIkt37tyZgrKzT78OjXn8+iF88XXsoO9nX9lBX2OMOZyde4t4/N2NnNevLT1bNQi6HJNhRIS7zu3NzSO68fSiTdw+czkHS5JnrRljjDGVFvVxObItQIe46+2BTw/XR0RygEbALp/bGmNMdqr6+Bu4VBzwrcq3htuAjqp6HLEV5Z8WEec5tao6ufRbyxYtWlSp4Gx2XMcmTL9uMDu+KuSyKQvZYQd9jTHGadLctRyMRLnt1B5Bl2IylIjwozN68cMzevH88k+5fvoSvi7yeeqzMcYYcyRK7LTi8i5HtgToISJdRCSP2CJssxL6zALGej9fBLypsYD6WcAYbz2eLkAPYHGqHp4xxqSt1Iy/gatyhi8V+9ZwS/y3ht4fkiIAVX1PRNYCPYGlmEob2Kkpj103hLHTFnPZlIXMGDecFg3ygy7LGGPSxvY9hTy5aCMXHteOri3qB12OyWAiwviR3WlRP5+f/OM/XDZ5IY9eO5jm9e3vrjGlRCEnYQ5CNDk+FXGFtPrIfXTl37rzIv2FELozgcuvw9XmekyuLGFcOZiux+Xo58zidX3KS3hgmhtxdPLJkevrytONOlL8wo5c38SHFcpN3pcr+zcnnPwYXP0OhJPbinOSn6RIOLktmlv2xRrNS+pCJM/xe8l3tBUk7LucT+OOp6pCvEzeCcAcIAxMU9WVInI3sFRVZwFTgSdEZA2xmb1jvG1XishMYBWx5OnxqlqFF40JgoaESEHiwOTq5962vH6usdxvrq/fcdU5fTCVx9r8Zta68m9dm/rs5+MuUUerOIN4HU0+nyNfYatVeL5TeVzUuatqOu5a1fE3HaRihm+lvzUUkRbeom+ISFdi3xquS0FNtd7gzk159JrBfPplIZdPWcjnXxcFXZIxxqSNh95eSzSq3Gqze02KXDK4A5OvGsgnO/byrUnvsvGLfUGXZIwxxqCqs1W1p6p2U9V7vbY7vYO9qGqhql6sqt1VdYiqrovb9l5vu16q+kpQj8EYY0zFVfmAr5fJW/qt4YfAzNJvDUXkPK/bVKCZ963h7cAdXvvJwAci8m9ii7ndpKq7qlqTiRnatRnTrhnM5t37ufThBbaQmzHGADu+KuTpxZu4cEA7OjStG3Q5JoucenQrnrphGHsOFPOtSe+yYuueoEsyplp0vuPlQxdjTPWRqJR7MbXPhvvOPnQxxlSPbBh/UzHDt9LfGqrq31S1j6r2U9UBqvpiKuox/zW8WzOmXzuE7XsKueThBWzetT/okowxJlAPvb2OSFSZMNJm95rUG9ipCc/ddDz5OWEufXgB8z75POiSjDHGZCI/K8RnwCrxxhiTcbJk/E1Fhq9Jc0O7NuOpbw/j6qmLuPThBTz17WF0aV4v6LKMMabG7dhbyFOLNnLBce3o2Mxm95rq0b1lff5+y/GMnbaYax5dzK8u7MslgzqUv6ExWUqiEE440SzkyH10Z0E62hKnrDgCCH1tB4fJsqxCJnBivrBz//7yel25vuQ4aosk94s6Zh5pYoZvFYIVXXm9YUebK0835OiX2JbjWP48N5QcH5sbTv5F5zruMzcnedsDublJbUU5yduW5JX9yFycn3yfkfzkF0ikwJXhW7atujN8jdEQlDhei0l85pknjl9+ssyhamOy76z16p5w6Rimnbm7Pvo5jxW6tnM+Tr/hvP66OUOHffCdEex3h2k2YTYbxt+UzPA16a9/h8Y8M24YhSVRLnl4AR9/tjfokowxpsZNfnsdxZEo40d2D7oUk+VaNSzg2RuHM7xbM3703Afc98pHRKMZMBXAGGNM+siCGWbGGJORsmD8tQO+tUifto2YeeMwBLj04QWWLWiMqVU+/7qIJxdt5Pz+7ewsB1MjGtXJZdo1g7l8aEceensttzy1jAMHbYFzY4wx5RONzTAr72KMMSa1smX8tQO+tUz3lg34603DqZuXw2VTFvLext1Bl2SMMTViyr/WcbAkyoRv2OxeU3NywyHuPf8Yfnb20cxZtZ1LJy9gx1e2iKoxxhgfVMq/GGOMSb0sGH8tw7cW6tSsHjNvGs4VUxZy5SOLmHTlAEb0ahl0WcYYBxFpCjwLdAY2AJeoatI3NSIyFviZd/WXqjpdROoCfwW6ARHgRVW9w+t/DXA/sNXb5gFVfaT6Hkmwvvi6iMcXbOS8fm3p2qJ+0OWYWkZEuOGkrnRqVo/bZrzP6InzmTp2ML3bNgy6NGNqhkK4qOy5j1FHPq1UMsPX2ccxmd5/hq8j/9b3tom1+cwDduTwOh+Xa0aR4xOdOub1JOZKus43EMcvwZnXG0ref7GjLRxNbnNl8eYkTJXKcfRxiTo+cNfJSX4MRSXJT1JBTklS24FcR1t+2azforzk7N9IQfJ9FtdxZP3WLft8qGX4muoWgpI6Ce+TqpyKnrgr1zEvv7m+PrPRgziu5oq1ddbhyt11vG8Tt3Vn8/rbv+/s3MqG56Y4mzdtjotWMKs4G8Zfm+FbS7VrXIeZNw2na4t63DB9KX9ftiXokowxbncAb6hqD+AN73oZ3kHhu4ChwBDgLhFp4t38O1U9CjgOOEFEzozb9FlV7e9dsvZgL8Aj89ZTWBKx2b0mUKf1bsVfbxqOKlz80Lu8tuqzoEsyxhiTzrIgQ9IYYzJSFoy/dsC3FmvZoIAZ44YxpEtTbp/5byb/a23QJRljko0Gpns/TwfOd/Q5A3hNVXd5s39fA0ap6n5VfQtAVQ8Cy4D2NVBzWtm97yCPv7uBc45tS/eWDYIux9RyfdpMSUK6AAAgAElEQVQ24oUJJ9CtZX2+/fhS/vzGJ7aYmzHGmGRZkiFpjDEZJ0vGXzvgW8s1KMjl0WsHc3bfNvxq9kfc+/Iq++BpTHppparbALx/Xfkr7YDNcde3eG2HiEhj4Fxis4RLfUtEPhCR50Skw+EKEJFxIrJURJbu3Lmzso8jMI/MW8f+4gjfsdm9Jk20aljAzBuHc8Fx7fjDax9zy1PL2FeUfBqxMcaYWi4LZpgZY0xGyoLx1w74GvJzwvz5suO4engnpryznu//9d8URzLg6wpjsoSIvC4iKxyX0X534Wg79CdIRHKAZ4A/q+o6r/lFoLOqHgu8zn9nESfvSHWyqg5S1UEtWrTwWVJ6+HL/Qaa/u5GzjmlDz1Y2u9ekj4LcMH+4pB8/O/to/rlqOxc++C4bv9gXdFnGGGPSiGj5F2OMMamXDeOvLdpmAAiHhP89rw8tG+Tzu39+zBf7DjLpigHUy7eXiDHVTVW/ebjbROQzEWmjqttEpA2ww9FtCzAi7np7YG7c9cnAJ6r6f3H3+UXc7VOA31Si9LQ3bd56vi4q4Tun2uxek35KF3Pr1boBE55+n/MemM/EywdwYo/mQZdmTEpJFEIHE9pci5n5WKAt1k/K7+Pczmc/vwu0+Vq0zdHJsf+o6/lwLfwTdSxo5OjnOmFPE4pzfVaNuD7BOhZyC4WS++WEkwtRx5PkWmgtlLRoW/K+Ehd2c20X23/yE1ySk9xWL5L8uAodC7Ltz8sr26cg+fPR/oPJ2x08mNyvOLEtp5xJNhlwQMGkNw1BSd2E95zjZSeOQcPPAS3nglzO8dLR6GMMPVybnzHZ9+JmrvHS3136X8jNR5/UL8bm2rgK2/rgegzpsmZbhSvJgvHXZviaQ0SECd/owX0X9mXeJzu5+KEFbNtzIOiyjKntZgFjvZ/HAi84+swBTheRJt5ibad7bYjIL4FGwHfjN/AOHpc6D/gwxXUH7qvCYh59dwOj+rTmqNYNgy7HmMM6qUcLZk04gdYNC7h62iKm/Gsdqlnwv0xjjDGV52N2WSbMMDPGmIyTJeOvHfA1ScYM6cjUawazadd+zp84nxVb9wRdkjG12X3AaSLyCXCadx0RGSQijwCo6i7gHmCJd7lbVXeJSHvgp0BvYJmILBeRG7z93ioiK0Xk38CtwDU1+aBqwhMLNrK3sIQJlt1rMkCnZvX4+y3Hc3rv1tw7+0MmPPO+5foaY0xtF/VxMcYYk3pZMP7aAV/jNLJXS567eTg5oRAXP7SAf67cHnRJxtRKqvqFqp6qqj28f3d57UtV9Ya4ftNUtbt3edRr26KqoqpHq2p/71J6kPgnqtpHVfup6khV/SiYR1g99h8s4ZF31jGyVwuOadco6HKM8aVefg6TrhzAj0cdxSv/2cboifNZs+ProMsylSQio0RktYisEZE7jtDvIhFRERlUk/UZY9KbkB0zzIJg468xpipSOf6WNx6JSL6IPOvdvkhEOsfd9hOvfbWInFHRx2EBreawjmrdkH+MP55vT1/KjU++x0/POprrT+yCVCk0xhhjqt/Tizaxe38xE77RI+hSjKkQEeHmEd04tn0jvvPM+4x+YB6/u7gfZ/ZtU/7GJm2ISBiYSOzMjC3AEhGZpaqrEvo1IHaWxaKar7IGKYSLy34y0ogj29WVsetqiyTsy0fOb2w7Rz/X9Be/mcA+2lz5uq4YQXHV63js0RxH1q8zTNixbWIXSX4AUcdjcnSjpCT5DkrCyU9wSbhy84tceb11wsVJbbmh5PsM+QxeLHb8Ag9Gkz8eF+WVbSuMODJ8S/KS2gpLknN9C0vKbrvjSBm+Gsu/ThWJfYj7E3AWsB+4RlWXOfoNBB4D6gCzgdtUVUXkF8C3gZ1e1/9R1dmpqzA1bPwtS0NQXL9sWyj5rYQ48sHdWb+pqSu2s+Qm35nAPnN9U8pPNq//TZP3leovcII4bJMth4pSNP76HI+uB3arancRGUNsbZ1LRaQ3MAboA7QFXheRnqqu/8242Qxfc0QtGxQwY9xwRvVpzS9f/pCfPr+C4kgGzF03xtRahcURHv7XOo7v1oyBnZoEXY4xlXJC9+a89J0T6d6qATc/tYxfz/6QEvv7m0mGAGtUdZ2qHgRmAKMd/e4BfgsU1mRxxpgMoT4u/p0J9PAu44BJh+k3ybu9tO+ouNv+GHfWWNod7PXY+GuMqbrUjL9+xqPRwHTv5+eAU70v6EYDM1S1SFXXA2u8/flmB3xNuerkhZl4+QBuHtGNpxdt4ppHF7N738HyNzTGmAD89b0t7NxbZNm9JuO1bVyHmTcO48phHXn4X+u4aupidu4tCros4087YHPc9S1e2yEichzQQVVfOtKORGSciCwVkaWR/em3rkLnO152tsfXXVK0r4arMiY7SLT8SwWMBh7XmIVA44RFfEsX9W2oqgs0tnro48D5qXo8NSTrxt8N951d5lKeMuPvfht/jamMFI2/5Y5H8X1UtQTYAzTzue0R2QFf40soJPx41FHcf9GxLFm/m3MfmMeqT78KuixjjCmjOBLloblrGdipCcO7Ngu6HGOqLD8nzC/P78vvLu7Hsk27OfvP77B4/a6gyzLlc53UeGguiIiEgD8C3y9vR6o6WVUHqeqgcN3MySSPrzsnv17Q5RiTmfzNMGteenDPu4w7zN78HnjYcoQ+E0TkAxGZJiLpehqVjb/x429dG3+NqZTUjL9HHI/K6eNn2yOyDF9TIRcP6kD3lvW56cn3uHDSfO6/qB/n9msbdFnGGAPAP97fytYvD/DLC46xvHGTVS4a2J7ebRoy/ullXDZlIT88oxfjTupKKGSv8zS1BegQd7098Gnc9QbAMcBcb6xqDcwSkfNUdWmNVVlDBAiVlG3TUPJnFtdsmagjVzIpJ9c1hSWSvH9nRrDrPeQzL9JP/q/rPl1TbqKuj3CO5yPkCLiMavLGIWdQcMJ2zvxMV7ZyclvE0VbiCACOOOqNOJ+4slzZvPmJLyIg3xFG6uoX8hmOGXXUW5wQppx4HdzZvwciyRm+RQn5v2vCybUe4j9D8nNV9bPoWFUOPEAs6uEe7/o9wO+B63xVWLNs/I2jISiuV/bXHD6Y/GsWx0vR9fqThLem863lyrr1eZjKmeHrksr//lQhm9e1resxpDSfN5XBwSmWNf8rTd34W954FN9ni4jkAI2AXT63PSKb4Wsq7LiOTXjxOydyTNvYgjK/fuVDIs7/pRpjTM2JRJUH31rDMe0aMqJni6DLMSblerdtyKwJJ3BGn1bc98pHjHtiKXv2O1ZeMelgCdBDRLqISB6xRTdmld6oqntUtbmqdlbVzsBCICsPNhhjqqCKGZIiMl5ElovIcmIHCvwceGjv6qOqn6lqRFWjwBQqmCVZg2z8NcZUXWoyfI84HnlmAWO9ny8C3vQidWYBY0QkX0S6EMtUX1yRh2AHfE2ltGxQwNPf9nIF317HNY8u5sv9lutrjAnOSx98yoYv9jNhZHeb3WuyVoOCXCZePoC7zu3N2x/v5Oy/vMMHW74MuiyTwMtgmwDMAT4EZqrqShG5W0TOC7Y6Y0ymqGqGpKpOLF1kDXgeuFpihgF7VHVbQv9twF4RGeYtGnQ18AIcyvctdQGwInWPNHVs/DXGpEIqMnx9jkdTgWYisga4HbjD23YlMBNYBbwKjFfV5NNfjsAiHUyl5eWE+OX5fTmmbSPufGEl5z0wnwevGMAx7TIn38gYkx2iUWXiW2vo0bI+p/duHXQ5xlQrEeHaE7rQv0Njxj+1jIsmLeBn5xzNVcM62ZcdacRbwX52Qtudh+k7oiZqMsZkEP8zyPyaDZxFbKX3/cC1pTeIyHLvoDDAzcBjQB3gFe8C8FsR6e9VtQG4MaXVpZCNv8aYKknh+FveeKSqhcDFh9n2XuDeyt63HfA1VTZmSEd6tm7A+KeWceGD7/Lzc47mSvvQaYypQf9c9Rkff/Y1fxrT3zJNTa1xXMcmvHzrSdw+czl3vrCSRet3cd+FfWlQkJwbaUygFCQxU9cVcuj4cBVy5NMm5u76zdcNuWbjOLKE/e7PlXebdP6k8z4dbY5+jqhYHE+H87mMOp5MSUhXFNdjcmTzaklyx2hOcnGRSPLEo4gj19eVk+tHjiPXt044Odambij5rMNcR65vbmIYKRB2PG+RhOct6ngxJPYBKHbk+kYT+r3jyCAuJaQ299M7RXj8YW7rH/fzUmIZt4l9rkpdNaamaBhKGpR9IUULk/u5XoqhkvKzfp05v642n1m/1Z47WwNJlCnN6021dK4tjaR6/A2KRTqYlBjgfeg8vnszfv7CSiY88z57Cy1X0BhT/VSVB976hM7N6nJ23zblb2BMFmlSL4+pYwfz41FH8eqK7Zz7l3ms2Lon6LKMMcakgGj5F2OMMamXDeOvHfA1KdO0Xh7T7EOnMaaGvf3xTlZs/YqbR3QjJ2x/1kztEwoJN4/oxoxxwygsjnLhpHd5cuFG1DkV0BhjTMaI+rgYY4xJvSwYf+2TsUkp+9BpjKlpD761ljaNCrjguPbldzYmiw3u3JSXbz2RYV2b8bPnV3DrjOV8XZR8GrMxxpgM4GN2WSbMMDPGmIyTJeNvSg74isgoEVktImtE5A7H7fki8qx3+yIR6Rx320+89tUickYq6jHBS/zQectTy9i9LzlPyxhjqmLx+l0s3rCLcSd3JS/HvsM0pln9fB67ZjA/PKMXL3/wKef+ZR6rPv0q6LKMMcZUQipWiTfGGFNx2TD+VnnRNhEJAxOB04AtwBIRmaWqq+K6XQ/sVtXuIjIG+A1wqYj0BsYAfYC2wOsi0lNVkxP0TcYp/dA5+Z11/P6fq1m2aTe/u7gfJ/VoEXRpxpgsMfGtNTSrl8eYwR2DLsWYtBEKCeNHdmdgpybc+sz7nP/gfH5xbh8uG9LBFlQ1gUmaCRN1TY1xLBDk6JZ45pjrRDKNOhYf87kYm+tt4t62/AXfQo46fC/a5mrzu8iR60EkPpmORU6di7Y52qKR5LZIJPmBlTja3Au5lW0LOR5U2PEkuRZeqxsuSm5zLORWIMlteY79harxU33+ERZtA2yBJVN1ISXaoOzZPpqbvOhitCj5PR12zNeShJesc2E3x9EcV5tLlRZ8q0yfCtRRJSl8L1f7zNJsGHdS8Riy4HlIxXSoIcAaVV2nqgeBGcDohD6jgenez88Bp0rsE8doYIaqFqnqemCNtz+TJUIh4aZTuvGPW06gQUEuV01dzN0vrqKw2I7pG+OXiDQVkddE5BPv3yaH6TfW6/OJiIyNa5/rnUWx3Lu09NoPe/ZFJlixdQ9vf7yT607sQp08x1LmxtRyw7o2Y/ZtJzG0S1P+5x//4TaLeDDGmIySDacUG2NMJsqG8TcVB3zbAZvjrm/x2px9VLUE2AM087ktACIyTkSWisjSnTt3pqBsU5OOadeIl75zImOHd2La/PWMfmA+H26zU0yN8ekO4A1V7QG84V0vQ0SaAncBQ4l9cXZXwoHhK1S1v3fZ4bUdOvsC+COxsy8yxoNz19AgP4erhncKuhRj0lbz+vlMv3YIPzi9Jy998Cnn/WWe/f01xphMoGTFokHGGJNxsmT8TcUBX9e5gYnHug/Xx8+2sUbVyao6SFUHtWhhkQCZqCA3zP+OPoZHrx3Mrv0HGf3AfCb/ay0R5yl9xpg48WdJTAfOd/Q5A3hNVXep6m7gNWBUBfYbf/ZF2luz42teWbGdq4/vRMOC3KDLMSathULChG/04KkbhrG3qITzJ85nxuJNtqCqMcakMSE7ZpgZY0ymyZbxt8oZvsRm5XaIu94e+PQwfbaISA7QCNjlc1uTZUb2asmc757MT/7+Ab+a/RGvrNjO/RcdS/eWDYIuzZh01UpVtwGo6rbSSIYE5Z0x8aiIRIC/Ab/U2JGeMmdfiEjp2Refx+9YRMYB4wA6dkyPrNxJc9eSnxPiuhO6BF2KMRljeLdmzL71JL737HLu+Pt/WLjuC+69oC/18lPx30Fjqs6Z1+vqlzirxtXJka/rzgN2ZNb6nJLiynhMzPD1k/MLEHLV4bhP14Qi5wweVzRswne6GnY8R448Ts1xtJU4cnh95/U6MoGd84DKCjl+ga4M34LEkFGgXig519fV5to2V0oSriffp9984XDCCylfjhyzIzYxxlSR5ESp06iwTFtRXvJkiej+5P8LqGNB5NDBhHHEMda4oqnFkfvtN9fXOca7xuRK5vpWOiO4KttWZf9V2F+V7sOPdBmyUlBHNoy/qZjhuwToISJdRCSP2CJssxL6zAJK8yQvAt70DjbMAsZ4OZJdgB7A4hTUZNJc03p5PHTlQP40pj8bPt/HWX+ax8S31lAcyYB58cZUAxF5XURWOC6JmeiH3YWjrfSv1BWq2hc4ybtc5WOb/zak2RkWm3ft5/nlW7lsSEea1c8PuhxjMkqLBvlMv24It5/Wk1n//pTzHpjH6u17gy7LGGNMIvV5McYYk1pZMv5W+YCvl8k7AZgDfAjMVNWVInK3iJzndZsKNBORNcDtePmTqroSmAmsAl4FxquqreZVS4gIo/u345/fO4XTerfi/jmrueDB+az61LIFTe2jqt9U1WMclxeAz0SkDYD37w7HLg57xoSqbvX+3Qs8zX8Xxzy0TcLZF2ltyjvrCAmMO7lr0KUYk5HCIeHWU3vw5A1D2XOghNET5/HXpZvL39AYY0yNkmj5F2OMMamXDeNvKmb4oqqzVbWnqnZT1Xu9tjtVdZb3c6GqXqyq3VV1iKqui9v2Xm+7Xqr6SirqMZmlRYN8Jl4xgElXDGD7nkLOe2Aef3jtY4pK7Ni/MZ74syTGAi84+swBTheRJt5ibacDc0QkR0SaA4hILnAOsMKx3/izL9LWjr2FzFiymW8NaE+bRnWCLseYjHZ8t+bMvu1EjuvQhB8+9wE/+Ou/OXDQ/vaaitlw39lBl2BM1sqGDEljjMlE2TD+WmibSRtn9m3DsK7NuOelVfz5jU946YNPuWf0MZzQvXnQpRkTtPuAmSJyPbAJuBhARAYBN6nqDaq6S0TuIRazA3C311aP2IHfXCAMvA5M8fpMBZ7wzr7YRSySJ61NnbeekkiUG0/pFnQpxmSFlg0KePKGofzp9Y/5y1tr+GDLlzx4xQDL1TcpFw3X7Jqgzpk3ziAjR46to19ls36dOb9h1/6T63Bl3bpm6zgfqqO2xLhYcdQRcvye1JG96WqLOvJ6XRm+EVeGb0Kbn0xfgLDjCfab61tX/Ob6liRcT95/rqsOx/m+BQkPK+9Iy7xrZswgM+ktNxSlZcOvy7TtykmeNHEgnByTVpKTfLgokpDrq0XJ73ENOcaukuT3Q6jYNVAlN+H6Ltp1sC3h/eI6IOc3c9d3Nm8lt61KbrD7Pn1u7KNblQ5kVvNB0Bo7yJol429KZvgakypN6uXxh0v7M/26IUSiyhWPLOLWZ95nx97C8jc2Jkup6heqeqqq9vD+3eW1L1XVG+L6TfPOpOiuqo96bftUdaCqHquqfVT1ttLonCOdfZGO9uwv5skFGzn72LZ0aV4v6HKMyRrhkHD76b2Yfu0Qvvj6IOc9MJ8Xlm8NuixjjDFZkCFpjDEZKQvGXzvga9LSKT1bMOe7J3PrqT14dcV2Tv3d20x/dwORLFgp0RhTOdMXbGDfwQi3jLDZvcZUh5N7tuDlW0+iT9uG3DZjOT9/foXFKxljTECE2Crx5V187y/mzyKyRkQ+EJEBh+l3r4hsFpGvE9rzReRZb/tFItK5Ko/PGGPSVarH36DYAV+Ttgpyw9x+Wk/mfO9k+ndszF2zVjJ64jyWb/4y6NKMMTVsX1EJ0+av59SjWnJ0m4ZBl2NM1mrdqICnvz2McSd35YmFG7n4oQVs3rU/6LKMMaZWSnGG5JlAD+8yDph0mH4v8t8FfuNdD+xW1e7AH4HfVOjejTEmg1iGrzE1oEvzejx+3RBe+mAb97y0ivMnzufC49rxo1FH0bpRQdDlGWNqwDOLN/Hl/mJuGdk96FKMyXq54RD/c9bRDOzUhB/M/Dfn/GUef7ikH6ce3Sro0kyGUoFowqcO3x+UKvuBymdksKsO1106Z/I4gnIT96d+p9c4dh9yNLqybZ134cohTugYKnFk8+Y4Mo1d/VwZvo62SCS5uuJIcnhwSULWr5+c34pwZf3mObN+S5La6iZl+CbvKzGbN9aW/NjrhnIT6jrCC0TBUWJVjAYe9xboXSgijUWkjapuK3O3qgsBJPn1PRr4hffzc8ADIiLpvuBvbZcXLqFjg11l2vLDyZMnPg8nv9i+Did/1i4Ol30NO2K60ZCjsciVg+4v19f1LnG+Nyo5RDj/HjnyW52ZwK6cV18Zvv7++KQ8c9jFT76wXz63TenB0uoYgVI//gbCZviajCAinNuvLW/+YAQ3j+jGSx9sY+Tv5vKn1z+xFcWNyXJFJRGmvLOOYV2bMrBTk6DLMabWOKNPa1669UTaNa7D9dOX8ptXP6IkkgUrWBhjTKZIbYZkO2Bz3PUtXluFt1fVEmAP0KxCFRhjTKawDF9jalb9/Bx+POoo3vj+KYw8qgV/fP1jvvH7ubywfKtzdWNjTOb7x7KtfPZVEeNtdq8xNa5Ts3r8/ZbjuWxIBybNXctVUxezc2/yKvbGGGNSTH1nSDYXkaVxl3GH2aNr/mNFPkBVdXtjjMkM/sfftGYHfE1G6tC0Lg9eMZBnxw2jWf08bpuxnAsefJdF674IujRjTAqVRKJMenstfds14sTuzYMux5haqSA3zK8vPJbfXdyPZZt2c85f3uG9jbvK39AYY0yV+MyQ/FxVB8VdJh/aXmS8iCwXkeXAp0CHuN2399r82lK6vYjkAI0A+2NgjMlK2ZDhawd8TUYb2rUZs8afyP0XHcu2PQe4dPJCxk5bzIqte4IuzRiTArNXbGfjF/sZP7KbK0vOGFODLhrYnr/fcjz5OWEufXghj81fb2fXGGNMNYmtEl/+5UhUdaKq9lfV/sDzwNUSMwzYk5jfW45ZwFjv54uANy2/1xiTjVIx/qYDW7TNZLxQSLh4UAfO7deW6e9u4MG5aznnL/M459g2fP/0XnRpXi/oEo0xlaCqPPjWGrq1qMfpvVsHXY4xBujTthEvTjiR22cu5xcvrmLZpi/59YV9qZdv/6U0RxCCSH7ZL+38LnTj6udc7MbHvqrEVZurManJtXqav/27OBdycy0e55jWE0pY9kIdy2C4FqlxLdomjgXatCT5TiOuhdyijraEFeVKoskLu0Ucc5USt6uIkOPFFXY8v+GEaVy5Phdoy5fkcTFfyi54FTrSKlOqsUvqzAbOAtYA+4FrS28QkeXeQWFE5LfA5UBdEdkCPKKqvwCmAk+IyBpiM3vHpLI4Uz3yQyV0q/t5QlvyGz0cSn4/5IaT2/aE6pS5XpSwECGAiuP963iPhIpc71/nspnJ2/pZGM3vXBGfi6A5/265/kY5TvVP3Nb3Ymx+/1ZW4e9K0ra+t/O56qlPlZ4xWy2LtqV8/A2E/e/cZI2C3DA3ntKNMUM6MuVf65g6bz2vrNjOJYM6cOup3WnTqE75OzHGpI23Vu/go+17+f3F/QiFbHavMemiUd1cplw9iElvr+X3/1zNR9u/YtKVA+nWon7QpRljTFZJ5Qwybzbu+MPc1j/u5x8BP3L0KQQuTl1FxhiTvjJhBm95LNLBZJ1GdXL5wRm9ePtHI7hyaEeee28zp/x2Lj/9x3/Ysnt/0OUZY3xQVR54cw3tGtfhvP5tgy7HGJMgFBLGj+zO49cN5fOvDzL6gfnMWbk96LKMMSarZEOGpDHGZKJsGH/tgK/JWi0bFPC/o4/hze+P4OJB7Zm5dDMj7p/Lj5/7gI1f7Au6PGPMESxav4tlm77kxlO6khu2P1XGpKsTezTnxe+cSNcW9bjxiff43ZzVRDJg1WJjjEl7CkS1/IsxxpjUypLx1yIdTNbr0LQu917Ql/Eju/Pw22t5Zslmnlu2hdH92zJ+ZHc7BdWYNPTg3LU0r5/HJYM6lN/ZGBOodo3rMPPG4dz5wgoeeGsN/9m6hz+N6U/junlBlxYYERkF/AkIE8u/vC/h9tuBG4ASYCdwnapurPFCa4gKlBQkZvgmf1ByxEoeJh8xYV9VyD108ZUR7JPrceKKKarCqaPieALEcR+J+byuvN6QI683muN4DI5+OPJ6o9HkL22LI8n5noltBx0Zvq5c36gj27NYHfmhjqzfqKMtkmYLxGbDKcVBsDH4v/JDJXQv+KxMW67jzZ/rGIBzHLm+iePNV6GCpD6Fkvz3P+rItHa/vJPfl64xWR1Z4InvF3W8nX2/w11/BhwFhyLl5/W6tnXn0zvafGf4+qzDb/5vqrYD31m4la3Dr4rOyM2G8demTZlao23jOvzv6GOY96ORXHN8Z2b/Zxvf/MPb3PjEUt7buCvo8owxnv9s2cO/Pt7JdSd2oSA3+UObMSb9FOSG+c23juVXF/Tl3bWfc94D81n16VdBlxUIEQkDE4Ezgd7AZSLSO6Hb+8AgVT0WeA74bc1WaYzJCKULBx3pYsqwMdgYkxJZMP7aAV9T67RsWMDPz+nNvB9/gwkju7No/S6+NWkBFz44n1dXbLNTUU1aEZGmIvKaiHzi/dvkMP3Gen0+EZGxXlsDEVked/lcRP7Pu+0aEdkZd9sNNfm4juTBuWtoUJDDlcM6BV2KMaYCRITLh3bk2RuHU1QS4cJJ83lh+dagywrCEGCNqq5T1YPADGB0fAdVfUtVSxcWWAi0r+EajTHpTmMzzMq7mCQ2BhtjqiZLxl+LdDC1VvP6+Xz/9F7cPKIbz723hUfeWc9NTy6jU7O63HBiFy4c0J56+fYWMYG7A3hDVe8TkTu86z+O7yAiTYG7gEHETnR5T0RmqepuoH9cv/eAv8dt+qyqTqjuB1ARa3bs5dWV27llRDcaFuQGXY4xphIGdGzCS985ifFPL/Oke+IAACAASURBVOO2Gcvp0bIBvds2DLqsmtQO2Bx3fQsw9Aj9rwdeOdyNIjIOGAcQbtgiFfVVyIb7zq7UdvF159Z3fldpjDkCIbXxIrVIysbgoMffUp3vePnQz37G5Pi6m7WtvfFKxlRWdYy/IiLEombOAvYD16jqMke/e4GrgSaqWj+uPR94HBgIfAFcqqobjnSfdjTL1Hp183K4enhnrhjaiTkrt/Pwv9bx8xdW8ts5q7loYHuuGtaJrpbza4IzGhjh/TwdmEvCAV/gDOA1Vd0FICKvAaOAZ0o7iEgPoCXwTvWWWzWT5q4jPyfEdSd0CboUY0wVtGiQz1M3DOXt1Ttr28FecEcEOj81iMiVxL6sO+VwO1PVycBkgPw2PTLm6E983XVad9CSumVvD7nyXkuS9+PKmU3MxfWf/etoc+Y0On6FPjMTfXHty2c/34/L9bwlPL8hR2qSOn4Hruc36mhT5+/UkZMbSW4rSsrwTf6YWuRoK4wmfzlcrMn9XLm+hZq8bYEWO7Yt+2CLSH7wYccvJuT4JSTuS8sJpBRHPqgpV8rG4GwYf486Nl875+4sc7vr9Rr2OV0xlPBUhhyD6JeO7QodbVHHezXqCN5NzG33Opbbz/WQnLm+PrNzXZnsvsdfPxm+fvfvN5vXtT/Xq1gr3ifWz9HoNyvf7+xYH/urri/GqmH8PRPo4V2GApNwfxn1IvAA8ElC+/XAblXtLiJjgN8Alx7pDu2ArzGecEg4q28bzjymNe9t3M3jCzbyxIKNPDp/Ayf3bMHVwzox8qiWhF0LbRhTfVqp6jYAVd0mIi0dfVwzGdol9LmM2Ize+L9c3xKRk4GPge+p6mYCtHnXfp5fvpWrh3eiWf38IEsxxqRAbjjEN3u3CrqMIGwB4lecbA98mthJRL4J/BQ4RVWLaqg2Y0ymUKq0QFEtZmOwMaZqqmf8HQ087n0eXygijUWkTeln/UN3rboQYlFpju1/4f38HPCAiEjC5/sy7ICvMQlEhEGdmzKoc1N+ds7RzFi8macWbeSGx5fSvkkdLh/akYsGtKdlw+QVSY2pDBF5HWjtuOmnfnfhaEsc+McAV8VdfxF4RlWLROQmYrOHv3GY+g6dFtaxY0efJVXclHfWERIYd3LXarsPY4ypAUuAHiLSBdhKbPy9PL6DiBwHPAyMUtUdNV+iMSb9qXOGnimXjcHGmCryPf42F5GlcdcnezPsXQ43SWubu/vht1fVEhHZAzQDPj/cBnbA15gjaNmggFtP7cHNI7rx2qrPmP7uBn776mp+/8+PGdmrBZcO7sjIXi3ICdv6h6byVPWbh7tNRD4r/eZPRNoArv+UbuG/sQ8Qm8kwN24f/YAcVX0v7j6/iOs/hdgpIYer79BpYYMGDaqWTx479hYyY8lmvjWgPW0a1amOuzDGmBrh/Sd8AjAHCAPTVHWliNwNLFXVWcD9QH3gr94Mjk2qel5gRRtj0pNl+FaYjcHGmJTwN/5+rqqDfO7Rd9xMqra3A77G+JAbDnFW3zac1bcN63Z+zcylW/jbsi28/uFSWjTI51sD2nPJoPaW9WuqwyxgLHCf9+8Ljj5zgF+JSOmqOKcDP4m7/TLi8nwBEk4fOQ/4MJVFV9TUeespiUS58ZRuQZZhjDEpoaqzgdkJbXfG/XzYL/qykYagpF7ZtlByVKoz9zDkyvUtKfuZR115iY7sPT+5ioftV4WsX198Zia6cxpdbT7yLZ3Pm6OtJPlxun4v6uinjgzfkpLkPN2ShAzfopLkj6kHIsmZu662wpzkbfdFk6OiChwvwn2avMBVSMs+wRHnZ+7kJyTiCDoulrJJppEjvWDUMnwry8bg/8olSuvw/hq9T1cOrzraCn32i0aTxxFXrm/i3wJXJnlVwhmdubOVzPAN+f4b5TPX12eGr/NvSML9+s7mdeb6Ovq5OO7D17Y+z3rwXcfhpGj8FZHxwLe9q0vwETdzBKVxNVtEJAdoBOw60gZ2wNeYCuraoj53nHkU3z+9J3NX7+TZJZuZ8s46Hnp7Lf07NOb8/m05p19bmlsGqUmN+4CZInI9sAm4GEBEBgE3qeoNqrpLRO4h9kcE4O7SBdw8lxBbDTTerSJyHrFPKLuAa6rxMRzRnv3FPLlgI2cf25YuzeuVv4ExxhhjTG1gx3uNMSYYKRh/VXUiMBFARM4GJojIDGKLte1JzO8tR+lEsAXARcCbR8rvBTvga0yl5YZDnNa7Faf1bsWOrwr5x/tbeX75p/zixVXc8/KHnNi9ORcc147TereiXr691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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_dict_local</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">local_explain</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="n">tr_x</span><span class="p">,</span><span class="n">tr_Xi</span><span class="p">,</span><span class="n">tr_y</span><span class="p">)</span>
<span class="n">local_visualize</span><span class="p">(</span><span class="n">data_dict_local</span><span class="p">,</span> <span class="n">save_png</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">folder</span><span class="o">=</span><span class="n">simu_dir</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;s1_local&#39;</span><span class="p">,</span><span class="n">task_type</span><span class="o">=</span><span class="s2">&quot;Regression&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">relation_plot</span><span class="p">(</span><span class="mf">0.6</span><span class="p">,</span><span class="mi">500</span><span class="p">,</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new</span> <span class="o">=</span> <span class="n">te_x</span><span class="p">[</span><span class="mi">100</span><span class="p">,:]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
<span class="n">_</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">cold_start_analysis</span><span class="p">(</span><span class="n">new</span><span class="p">,</span><span class="s1">&#39;user&#39;</span><span class="p">,</span><span class="mf">1.96</span><span class="p">)</span>
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<pre>The new user belong to group 8
 mean is [-0.10846383 -0.08666588 -0.04210369 -0.02981698 -0.00340162]
 and std is [0.0189392  0.02975271 0.02154975 0.0384592  0.02593252]
 the confidence interval is [[-0.14558466 -0.1449812  -0.0843412  -0.105197   -0.05422936],[-0.07134299 -0.02835056  0.00013382  0.04556304  0.04742612]]
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