example_notebook.html

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

<title>example_notebook</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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<style type="text/css">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">util</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">data</span> <span class="k">import</span> <span class="n">fr</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fr_path</span> <span class="o">=</span> <span class="s1">&#39;pretrained_models/DeepFreq/frequency_representation_module.pth&#39;</span>
<span class="n">fc_path</span> <span class="o">=</span> <span class="s1">&#39;pretrained_models/DeepFreq/frequency_counting_module.pth&#39;</span>
<span class="n">data_dir</span> <span class="o">=</span> <span class="s1">&#39;test_dataset&#39;</span>
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<h3 id="Use-GPU-or-CPU">Use GPU or CPU<a class="anchor-link" href="#Use-GPU-or-CPU">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">device</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s1">&#39;cuda&#39;</span> <span class="k">if</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">is_available</span><span class="p">()</span> <span class="k">else</span> <span class="s1">&#39;cpu&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#load models</span>
<span class="n">fr_module</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">util</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fr_path</span><span class="p">,</span> <span class="s1">&#39;fr&#39;</span><span class="p">,</span> <span class="n">device</span><span class="p">)</span>
<span class="n">fc_module</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">util</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fc_path</span><span class="p">,</span> <span class="s1">&#39;fc&#39;</span><span class="p">,</span> <span class="n">device</span><span class="p">)</span>
<span class="n">fr_module</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span>
<span class="n">fr_module</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">fc_module</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span>
<span class="n">fc_module</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">xgrid</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">fr_module</span><span class="o">.</span><span class="n">fr_size</span><span class="p">,</span> <span class="n">endpoint</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#load data</span>
<span class="n">f</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;f.npy&#39;</span><span class="p">))</span>
<span class="n">signal_0dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;0.0dB.npy&#39;</span><span class="p">))</span>
<span class="n">signal_10dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;10.0dB.npy&#39;</span><span class="p">))</span>
<span class="n">signal_50dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">data_dir</span><span class="p">,</span> <span class="s1">&#39;50.0dB.npy&#39;</span><span class="p">))</span>
<span class="n">nfreq</span> <span class="o">=</span> <span class="n">nfreq</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">f</span> <span class="o">&gt;=</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<h3 id="Frequency-estimation">Frequency estimation<a class="anchor-link" href="#Frequency-estimation">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idx</span> <span class="o">=</span> <span class="mi">8</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
    <span class="n">fr_0dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_0dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span>
    <span class="n">nestimate_0dB</span> <span class="o">=</span> <span class="n">fc_module</span><span class="p">(</span><span class="n">fr_0dB</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
    <span class="n">fr_10dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_10dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span>
    <span class="n">nestimate_10dB</span> <span class="o">=</span> <span class="n">fc_module</span><span class="p">(</span><span class="n">fr_10dB</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
    <span class="n">fr_50dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_50dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span>
    <span class="n">nestimate_50dB</span> <span class="o">=</span> <span class="n">fc_module</span><span class="p">(</span><span class="n">fr_50dB</span><span class="p">)</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">round</span><span class="p">()</span>
<span class="n">fr_0dB</span> <span class="o">=</span> <span class="n">fr_0dB</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>    
<span class="n">fr_10dB</span> <span class="o">=</span> <span class="n">fr_10dB</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>    
<span class="n">fr_50dB</span> <span class="o">=</span> <span class="n">fr_50dB</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
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<p>Number of frequencies:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nfreq</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span>
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<pre>9</pre>
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<p>Estimated number of frequencies 0dB/10dB/50dB:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nestimate_0dB</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">nestimate_10dB</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">nestimate_50dB</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span>
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<pre>(8.0, 8.0, 9.0)</pre>
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<p>Compute frequency estimates:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f_estimate_0dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">find_freq</span><span class="p">(</span><span class="n">fr_0dB</span><span class="p">,</span> <span class="n">nestimate_0dB</span><span class="p">,</span> <span class="n">xgrid</span><span class="p">)</span>
<span class="n">f_estimate_10dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">find_freq</span><span class="p">(</span><span class="n">fr_10dB</span><span class="p">,</span> <span class="n">nestimate_10dB</span><span class="p">,</span> <span class="n">xgrid</span><span class="p">)</span>
<span class="n">f_estimate_50dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">find_freq</span><span class="p">(</span><span class="n">fr_50dB</span><span class="p">,</span> <span class="n">nestimate_50dB</span><span class="p">,</span> <span class="n">xgrid</span><span class="p">)</span>
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<h3 id="50dB">50dB<a class="anchor-link" href="#50dB">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_50dB</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency representation&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">f_model</span> <span class="o">=</span> <span class="n">f_estimate_50dB</span><span class="p">[</span><span class="n">f_estimate_50dB</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">f_model</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Estimated frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;True frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;50dB&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center left&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1c1e4a24a8&gt;</pre>
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<h3 id="10dB">10dB<a class="anchor-link" href="#10dB">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_10dB</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency representation&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">f_model</span> <span class="o">=</span> <span class="n">f_estimate_10dB</span><span class="p">[</span><span class="n">f_estimate_10dB</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">f_model</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Estimated frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;True frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;10dB&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center left&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1c1e5cbe48&gt;</pre>
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zEAwK8plnk82jJHb3ctwmN1XnR4+um059aQl9an7MXs8agKNKH6O/sNj3crD8NzdJ8h326EkfHp0WpAAnxu8ngQBBEb8nhkObrHQwEDwDQZQRt6Iwgjg4UTS31cadf4/A1F56Nywv+0m3yrCcgtyaVMVcAll22yjORSTQELl0Y74vEIyxCVNF4yPAiCiAMZHllOQFGNShOmqbYkCgaiDQ9NbbdFg3Pe8jfs31/ECYKKBp8n/E9NlW01PGTFVNViNBBzzuPB1PAz5HZRcilBEDEhwyPLCciayfBQbOkGGW14eNvR8Khpko2/FX9+m8fZ1KEHGm0sW00VzrlueLhNHg9mX4TT8Iipzno8guIZUsnjQRBEYijHI8sJyCp8YYMA3C6Ph3DPhxcNrrRbYuCe6kbjbzmnW5vG4EzClGFXoHewFv+16sLaiJhHf9jjwTQZsDPUEuHx0O+nsx4P3cvio+RSgiDikJLHgzH2E8bYNsbYDsbYHTHe78cY+5Ax9iVjbCNjbJL1l5p9vPLKK3jllVdslREMezxeKStDn5N62OK+FmPef9+9AKz1eKQ7R98daTL+vuz6WW2SN2/hIgDAPl8+KkzjtQfCUPSHPR5j8zqge89etsmTwx6PuQP7Y0lZKbwuZwwAIeP3vXXdyONBEEQ8khoejDEXgL8AmAigFMAljLHSqNPuBvAy5/xUABcDeMrqC81GCgoKUFBQYNv4qsYRUnXDo8DjQa7Pa8siIhaIwm5dAABerloW0kl3jg7XBY2/g0g/VFJQUADm62i8rqhpX8NDdA0VOR6dGIed/bzEvewhMRR4PPB5JEc8HsYzFP5G8bol2iSOIIiYpOLxGAVgB+d8F+c8BOBFAOdHncMBdAr/nQ9gv3WXmL0sXLgQCxcutG184YnwawoWHjyIuppqW35Fyqqe0Pnvt98CYK3HI905qm2WIXENHQJ1+OTLr9okb/GSpcbryvpggrPtRyz6wuOxq6Ee9Y3NtskT9+2Nwwex8OBB+D0uhzweup7vh3uH+NySYx1TCYI4tkjF8OgNoML0em/4mJnZAGYwxvYCWA7g17EGYoxdxxhbyxhbW1lZ2YbLzS7sNjxE7oVfk7Hw4EFUHT5oS6hFLFbL3ngdgF5O256GRycliFDjUWz9Nv1+FwsXLsTy91cZr80elPZALPrC47GtvhYB2Z6290BLOe0rB/Zj4cGDYQPAgRyP8LP69uGDAACv20UeD4IgYpKK4RGrppFHvb4EwELOeR8AkwA8zxhrNTbnfD7nfCTnfGRhYWH6V3uCYfxaNlW12BJqUcMVCdxU1dJOi0Zts4x8NQBXoB6qO6dNY5g/d7g+YNWltQmxIEdWtdifXIrwM+Ocx6MlqRWAYwYPQRDHHqkYHnsBmDfA6IPWoZSrAbwMAJzzNQD8AOxLfjhBiGV42BJqUXh4fH1sL2+/ctraZhn5SgBScz1UT26bxtA8uuFxUrAOh9rZ4yGMOm+4cynCVS2aFm27WyWvtQHgTFWLKKcNG6+U40EQRBxSMTw+BzCYMTaAMeaFnjy6NOqc7wCcAwCMsSHQDY9jP5bSzrSEWsKGB1dt+fVq9H4Ib2fu1eyRkwq64RGEK1BnGBDporpzkKcE0TtY1+4ej1DYqPO4dMehWJjtWpRbymlbPB4BBxp5hWJ6PMjwIAiiNUkND865AuAmAP8GsAV69cpmxtj9jLGp4dNuBXAtY2wDgH8CmMnNLSiJNmFURHBT51IbczxaOpcqCLVT18m6Zhmd1ABczfXQ3DlQ2rBAa+5cdFaaUSg3oqohZMNVpo4wMMReLaLPhV2GXUjR4JYYWDga6pQBEN3Hw+uWbGnvTxDEsU9KDcQ458uhJ42aj91r+vtrAGdZe2nZz/Lly5OflAHmUMvyYcNw34/PxapvjlguR/R+eG3JK8BPp1haTpvuHIlQy01dO+JBAEebZRTk+dKSd/3iDahZ/zXy1JAtm+qlg2hh7nHphsdNPbrjAcC2UJasavC4JCwfNgwA8Cu3hPqA/XMgDOJXi4sAaPC59D4enHMwdny0vicIwhqoc2kG5Oa2LQchVYKmUEuuy4UOfp8tLnqxCHbu2AGAteW06cwR59wwPLpx3WXfEFDSMjxyc3PRJHN0UoPooIbQGGrfBEdxv0SOR17YE2FnqMXrlpDrchlyncjXEc9qZwkAB3zhTfFCaku7eIIgCID2asmIp556Ck89ZV+vNLPH46l9+7B50wZb3OYhRQMDx/x5zwDQk0s1jjaFOaJJZ46aQioUjSNfCeKjwwcAAA1peiyeeuop7Nl/CB3VIHI1GU2hdvZ4qJEej4+q9dQnu4yBkKobHk/t24en9u2DxyUZ12AnQfEM7dUr771hfal7KUEQ0ZDhkQEvv/wyXn75ZdvGN/b50GS8XFmJ7Vs225PjoWqAqhi6eDW15XiGpDNHwsjIU4NYXXUIANIOE7z88suoaQigo6J7PGSVt+viJ+6hWIg/O6qHyuy6pqCiweuS8HJlJV6urNRzLRzQX3+GZPwr3J9H9C2h/VoIgoiGDI8sRixOwhBgmnWeiFZyeItB4w0nszpdldAcDovkajIkWe/u2diGHA3N7UensMcDQLt6PeRWyaXhqhbbcjx4S+luWK4TZa1BWQXTTM8QeTwIgogDGR5ZjKgK8HLR4Ev/v9W/IkOqFrloWOjxSIfmcGgpR1MghXTDI91QCwcDd3nRMZzjAaBd8zxCUcmlotxU9PewXp5qLPqAbgA4kuOhaMbzCZDHgyCI+JDhkcW09niEPRFWGx5Ri4YwdJz+tdps5LTIYGHDoz5Nw0NzeQEAHZUgcsOLfHtWtshRyaWw6R4KRHKpwKkcD914bZlnbzi5lTweBEFEQ4ZHFiO+tH2tDA9rfy3LatSvVZsXx3gEwp6JHFWGJOuNv9INtWhuvQKmkxpEBy2LPR42JpeKZmWAc1UteriuRY4wfsjwIAgiGjI8MmDlypVYuXKlbeMbHg+uYGV5Oe6+6/aI41bKGdCvr6GLMHSskJPOHAmPR64mY9XQIZCYXk6bDn/9+yIAQKcs8XiE1MjOpc+eMlA/bleOh6LneKwsL8fK8nJ43RIUjdvWot2Qq2oYNOBkrCwvB9CS02JHMjRBEMc2ZHhkMUFFhVtixk0S7ms7Qi1m97wRamnHHA8GoIPPnXaOR11ANzY6ZVGOh9clGU207J7boKrBa+qbYXgebL6XIUUzvDoRcsnjQRBEFGR4ZMBjjz2Gxx57zLbxzQbBYxUVWP7mGwCsrzYJqRqqDh80dPFa6PFIZ46aQi05Ho9VVICHmtM2PJ7/578AwOjjoY/bvjkeZqPuuX17AdgYagkbOo9VVOCxioqW6hKbDQ9Z5ag8dACPVeh9PFo8HmR4EAQRCRkeGbBs2TIsW7bMtvFDpkVrWXU11n62Jnzc2l/wIUXD0SPVhi6inNaKxTGdORIN03JUBcuqqxFsqE071PLplxsB6L1ADI9HsH09Huaci5U2NxDTDR2GZdXVWFZd7ZjnIaRoOFpdhWXV1QBaPB5keBAEEQ21TM9ixK9XgSh5tcPjEbuc1tkFW/TxyAl7KiQ1hMY0vRVc8gAAOqiyMU42eTyc2J02upxWHLeTkBrZC0a0SXc6XEcQRPZDHo8sJjr3wt5yWlMpZLuX04Z341VDaYdaNJdueORospFc2v4eD/M9tLmqJTpfxyGPhxxlvBqhFpmSSwmCiIQMjywmGP1r2WggZkM5rWYqhRSelXYwPLxuCa7wRmpMkxFI07sjPB65qgwXOHxuqV09HqGoewjV5j4eaus+HgBs7+XRqheMQ0mtBEEce1CoJQNycnJsHd/sNs+RJEge/XbZ4fFwS2F9mpvhs9Djkc4cBUIqcsK7muZIEjyMp/2L2eXLAdMUw3jp4HOnHa6xkujQR26414Vdhocc9rDkSLpMp3ItZDX8DIXltng8yPAgCCIS8nhkwNtvv423337btvFDimZ8gb89fDieW/g3APYYHhPOHW/o4rUwpJPOHDXLLYbH28OH48fnjjfCL6kyaerP0DmvxdjJ9brQ1I6hlugcj3eGD4PHxezbJC4s7+3hw/H28OGOltNOOPccvD18OADyeBAEER8yPLKY6Hi9SNizfq8WHtmDod1yPDTkeFt6UOR4XWkbHk0hFbneFkdeB287ezzUyBwPwL79UzjXd+L1meT5HEsujXqGXOTxIAgiNmR4ZMADDzyABx54wLbxzfH6B/bswZN/0vthWN+5VMWGL9Yauli5SVw6c9QcUuEPezwe2LMHX679zCixTZV1GzahsfaI8TrX5zL6g7QHssIjQi0P7NkDJRS0pWJIDndJ9bolPLBnDx7Yswcet1M5HuFnaM8eAIDbJcElMccrowiCyH7I8MiA999/H++//75t45vzA96vqcFHH34AwPrk0pCqYe93uw1drPR4pDNHAVlFjqdF3+++3YmArIHz1Nt9H6quQVP9UeN1B6877f1erCSoasbiD+h6KaFmWzwQwrjwuCS8X1OD92tqHCunlVWOvd/twfs1NcYxn0P7xBAEcWxBhkcWEx1qEX0SLO/joUSWQrq5Bom1TzmtOdQiSk/TCS1pkgdSuIwWCOd4tKvHIzK5FND7sdgxt8bePu1VTssjDTyvW6IGYgRBtIIMjywmFLXvBoP1X+aqxqFxRJRCCjmO79USUpHjacnPkMJJrs1pGA7c5QUL70oLZEFVS7iTqBmmKbbMrRgzpuFh473UNA5F4xEl2YCe52F3iIcgiGMPMjyymOhSTMB697UYy2x4APYlQCYi0MrjoRsMgTRCS5rkMbaeB7KkqiXa48Ht9XjESvK0814aRk2Ux8PjIo8HQRCtoT4eGdCtWzdbxw+aQi3dPB6gWzc0uCVLczzEgtQhx6frY+y14bJk0UhnjppNOR7dPB4g14dqpOfxYG6fUZILZIHHI6pzaTePB5USs2VBFgaAzy3p8wdnPB5i7LwcvyFXyBYJrwRBEAIyPDJgyZIlto4fUlSjj8eSsjJgyRKc9cgHli5aYtG4/pqrcfmZ/YFx4wBY51lJZ47MfTyWlJXhndtuxS8XrUure6m/Yz6mjC0Dtug7+eZ6XQjIGlSNwyWxJJ+2nug+HkvKynBRaYm9OR4uSX9eANQ44PGQw2Nfe/UvcOXOj4zjXpdkvEcQBCGgUEsW06rdNmwItcTICxCvnc7xaAqp8JtCLf6w9yPVXh6cczSHVOSaxugQ7unRXm3Tg0rrPh4+m+Y2UXKpnbkW8Z4hj5tRAzGCIFpBhkcG3HnnnbjzzjttG9+c43Hnrl248847w8ml1odaXlvySoQueo5H5nJSnSNV05tfCY/Hnbt24fm/hzu1pmh4yKqe5Pjxyg+MY7k+fbz2qmyR1Zbus4Cu185vttvj8TCV0965axfu3LXLMHrs9Xjo4ZTXX12CO3ftMo57KLmUIIgYUKglA9asWWPb2IqqQeMtvyLX1NUBa9Yg/8LzLA21iIVh5/ZtOHhkm3Hca5FnJdU5Eo3ChOGxpq4OwU0bgGHDU/Z4iPP27m5Z/ITHoyGooEfKV20d0Tkea+rqcLS6Eh2697NclmzyeKypqwMAeFzMuA67EAbPzm+24VBYLtA+CcoEQWQ/5PHIUuK5r31ul6V9POJWtTgcahFGQ6w+HqkaHsIzIj5nHi+dBFWrEKXK0feQcdWWuQ3GeGYYY7qXzM5Qi3iGtNbPEHk8CIKIhgyPLMWcKGjG57HWIDC8J1pU8yeX5Og+G8Iw8HtilNOmeB3iPMmkixjP6m6vqRCrvBVwoIFY9DPjkoxwiB0I4yLaePW4nM8TIggi+yHDI0uJlSgIhA0CG3I82tvjER1qAVoMj3RDLWaPhz88f+lUxlhFPK+VXX085LhJnpKte6aE4hoezFaDhyCIYxPK8ciAPn362DZ2MMrw6OPzAX36wOex1hMhFqseBd3QqRMH9u415FqxOKY6R81Rhkcfnw9Kz0LsRerJpcJ4KezaGQjvEyc8HuluNmcFLR6IljLePj4fQrk5qLfZ49HH5zOO251rIXJLunfrinyzXLeLQi0EQbSCDI8MWLRokW1jm5tBAcCiIUOARYsw68UvLfVEiAXpwftnY3ifzpb38Uh1jkSoReRkLBoyBPLCBRj8+7dTzs8QxsXv78zujsIAACAASURBVPgdcM2FAMyGR3Z4PBYNGYKHJ0/E3/+723p5JmN10ZAhxnGrjMh4iPyRP8y+F6ft+tI47nHZ0yiNIIhjm5RCLYyxnzDGtjHGdjDG7ohzzkWMsa8ZY5sZY4utvcwTD7FQ+GL113Coj4eTi4bweJhzPDwuCW6JpdwyPdYY6fYCsRI5To6HL+yBSGfX3VRIdC/t7CAqx8ktob1aCIKIRVKPB2PMBeAvAH4EYC+AzxljSznnX5vOGQzgTgBncc5rGGPd7brgbGLWrFkAgLlz51o+dnSOx6wdO4BZs5A37mpLDQ+xMDw65xF05E0QmljV5CrVOYrO8RD6+vMnojmUXnLp/5v7OBaGj7VrqCWGITBrxw5s+/c7gGcQZJW32kAuI3kmQ2fWjh0AgLmwf88UYdQ88dgf0WnHDswdNAgAVbU4ybp167q73e5nAQwF5e4R7YsG4CtFUa4ZMWLE4VgnpBJqGQVgB+d8FwAwxl4EcD6Ar03nXAvgL5zzGgDgnMcUdryxfv1628Y2cjxc+sK5vqEBWL8e489xWWp4CDlbv/4KnqD1PRhSnSPhkRBdR4W+/nMnp+zxEMbFN1s2G8f87vbP8TB7PNY3NKB2/17g5EGt2qlnLM8Unlvf0GActztRWCSubtuyGR6TXL2BGCWXOoHb7X62Z8+eQwoLC2skSaJJJ9oNTdNYZWVl6cGDB58FMDXWOal86/UGUGF6vTd8zEwRgCLG2H8ZY58wxn4SayDG2HWMsbWMsbWVlZUpiD5xiVvVYnFPhkQ9GJxs/iS8GuY+HoAeKgmkmePBTOW0vnCopT1yDRJVtQDWN/VKVE5rRRfaeIjKlehnyEMNxJxkaGFhYR0ZHUR7I0kSLywsrIXufYt9TgrjxPIFRz/cbgCDAYwDcAmAZxljnVt9iPP5nPORnPORhYWFKYg+cRG/ImPuoWJhfkBCw6MdGogJD4Ugx+NKOT8jpuHhlsBY+3g84uU+iLm2OgwRUjS4JQYpajM8u3M8DEOYR+rjdel7tVidy0LERCKjg8gWws9iXPsiFcNjL4C+ptd9AOyPcc4bnHOZc/4tgG3QDRGijcT99Wps+mXNd0y85k9elwuqxqFqznyXCcPA743U1+9xpWw0NMvCiGrp48EYg9+d+hhWEs/jgfBcW+2FkdXWG9IBenWJE+W0sYxXAFAceoYIgjg2SMXw+BzAYMbYAMaYF8DFAJZGnfM6gB8CAGOsAHroZReOc4qKilBUVGTL2NF9PIpyc1FUVGQYIlZ5I8SCVDRoYIQuQm6mC1aqcxSQVTDWYmgJfdvi8SgeNDDiuN8jtUs5rTDqzMZAUW4uevUojHjfKkKKFvm85OYCsD9sJvQYfMoAQyYARzaoI7IHl8s1oqSkpFT8t23bNm97X9OJzP3339+9vr4+6Roffd7YsWMHVVVVuRJ9JlOSJpdyzhXG2E0A/g3ABWAB53wzY+x+AGs550vD701gjH0NQAXwW855tZ0Xng3Mnz/ftrGjy2nnFxUB8+fjH6t3t7zvi/fpNOSoGhgD/jrvGTDGjD4eZsMjOu8iHVKdo4Cswu926deAFn2vWPAZ6prlJJ8Oj6Go8Lol/HX+fEMPID2viZXE8lrNLyrC8uuvw40vfGF5KCtkSladH2FEuuxNLg3rOe/pv8CzfYtxXBgeVNlyYuDz+bStW7d+He99WZbh8XicvCRbsEIPRVHgdtvbRmvevHk9rr322iMdO3ZM+A8w+rxVq1btsPXCkGLZFed8Oee8iHN+Cuf8f8PH7g0bHeA6v+Gcl3LOh3HOX7Tzok8EEvVkAKz7FRkKu+fFgh8tx6k9Tppl1ei5YcbvllI2GgIhNaLlujGGx4VAuySX6iGG6JJZr02egKCitQrNCXl2ezwYA9wxcksA67xzxLHHk08+2W3ixIkDx48fP+jss88uAoB77rmnx9ChQ4cUFRWV3nLLLb3EubfffnvP/v37Dx09enTRlClTBtx77709AGDUqFHFH330US4AHDhwwN27d+9hgL54X3/99X3EWI8++mgBACxbtqzjqFGjin/yk58MHDBgQNnUqVMHaJr+DK5atSr31FNPLSkuLi4dNmzYkJqaGmnEiBHFq1evzhHXcdppp5V8+umnxut09Ni2bZt3wIABZT/72c/6FxUVlf7kJz8ZKLwJvXv3HnbbbbedNGLEiOIFCxZ02bx5s+/ss88eXFZWNmTEiBHFX375pR8AFixY0GXw4MFlxcXFpSNHjixui64PPvhg98OHD3vGjh1bdMYZZxQBwGWXXdZv6NChQwYNGlQmrjfWeb179x524MABNwDMnj27x+DBg8sGDx5cdv/993cXOg4cOLDs4osvPnnQoEFlZ5111uCGhoa0+gJQ59IMuO666wDY4/mI/rV83fbtwHXX4cfX3xvxvhVyfC6pRZfwcZ/LmmqQVOcoIGsRRoPQN2f8DakbHrKGQGMdrrvuOpil+dxSu+xO23IPI/Wq+suTQMfRlnsC9L4gpucF+v30upmti38wbLxef/31wPbthrfFLgOLSMxvX9nQd/vB+tzkZ6ZOUc+OTY9e+L2KROcEg0GppKSkFAD69u0bXLFixU4A+OKLL/I2bty4uUePHuqrr77aaceOHf6NGzdu4Zzj3HPPHfT222/n5eXlaa+99lrXTZs2fS3LMsrLy0tPPfXUpkTy5s6dW5Cfn69+9dVXW5qbm9npp59eMmXKlDoA2LJlS8769et39e/fXx4xYkTJihUr8saOHdt42WWXnfLCCy/sHDt2bNORI0ekvLw8bebMmVXPPvtswejRoys2btzoC4VC7IwzzmiOlpeKHgMHDgzt3r3bP2/evN0TJkxo/PnPf97/0UcfLbz//vsPAYDf79fWrVu3DQDOPPPMovnz5+8ZNmxY8IMPPuhwww039Pvkk0+2P/LIIye9++672wcMGCCLkEe6ut59992Hn3766R6rVq3aftJJJykA8MQTT+zr0aOHqigKRo8eXfzpp5/mxDpP8PHHH+cuXry427p167ZwzjFixIgh55xzTn1BQYH63Xff+RctWrRr9OjReyZNmjTwueee63LjjTceSe1pIsMjI7aHv9ztILqcdntTE7B9O6YYvyKtWUhFXkC0Llb9Wk11jgKyGtFxVOh7xoTUczyaZRVqKNBKpt/japfdaY0cD5PHY3tTE5orvgNKR1ueXBpSVGOx397U8p1t/14tHF5X+BkyyRV6Uy+PE4N4oZazzz67rkePHioAvPPOO50++uijTqWlpaUA0NTUJG3dutVfX18vTZo06ahw90+YMOFoMnnvvfdep61bt+YuXbq0CwDU19e7vv76a7/X6+XDhg1rPOWUU2QAKCsra9q5c6e3S5cuavfu3eWxY8c2AUDXrl01AJg5c2bNo48+elIwGNz7zDPPFFx66aVVseSlosfAgQNDPXv2DE2YMKERAC6//PLqJ598sjuAQwBwxRVX1ABAbW2t9OWXX+b9/Oc/P0WMHwqFGACMHDmy4bLLLus/bdq0mssuu6ymLbrGuv5//OMfXRcuXFigKAqrrKz0bNiwwR/LwBKsXLkyb9KkSUc7deqkAcB5551X8+GHH3b8+c9/frR3797B0aNHNwPAqaee2rR79+60Av9keGQpifp4ANZVRJgTEmPJcerXakBW4YsRJsnxulJODA3IKpiqtDquJ5dmR44HYC6ntbhleoJ7aed9DKlqbLlhTw/leDhLMs+E0+Tm5hoPAOccs2bNOvDb3/42YnG///77u0eHewVut5ur4R9aTU1Nxkmcc/b4449/N23atDrz+cuWLevo8/mMf1wulwuKojDOORhjrf7RdezYUTv77LPrFi9e3Hnp0qVd161bFzNPJRU9tm3b5o3Ww/xaGFaqqqJjx45KLENt8eLF333wwQcdli5dml9eXl62fv36zenqGj3m1q1bvX/+8597rFu3bkthYaE6bdq0/oFAIGGqRaIyeK/Xa5bJm5ub0+qESK11s5RQsri5RQtJvBJMn+OGh4acGDkePo+UelWLooHx1omoenJpO1a1ONRATFY5PK7WX952ty6XldhyxTEKtRCCiRMn1j3//PMFtbW1EgB8++23nn379rnHjx/f8NZbb3VuaGhgNTU10ooVK4w+UH379g1+9tlnHQDghRde6CKO/+hHP6p9+umnC4PBIAOAjRs3+urq6uKuad/73vcChw4d8q5atSoXAGpqaiRZ1r8vfvnLX1bdfvvtfb/3ve81Cq9GW/QAgAMHDnjfe++9DgCwePHirqNHj26I/nzXrl21Pn36hBYsWNAFADRNw5o1a3IAYPPmzb7x48c3zp07d3+XLl2UXbt2edPVFQA6dOigiuurqalx5eTkaF27dlUrKircK1euzI91npnx48c3LF++vHN9fb1UV1cnLV++vMsPf/jD+mRzkwrk8chSQuFEwWjr2Wdx3FxUQkT7CZxODIwOtQhyPHqLeE3jrRpjtRojpEKK4fHIaaeqlmBSj4d95bRmPC4JisZTmsO2EK/1u4eSS4kofvazn9Vt3rzZf/rpp5cAuhfhhRde+HbMmDFNF1xwwZGhQ4eW9e7dOzhq1Chjsb7jjjsOTZ8+feCLL77Y7eyzzzZ+8d9yyy1Vu3fv9g0bNmwI55x17dpVXr58+c54sv1+P3/hhRd23nzzzf0CgYDk9/u1jz76aHt+fr529tlnN3Xo0EG96qqrYoZZUtXD7XbzgQMHBhYsWNDtxhtvPHnAgAHB2267LWab7n/+85+7rr322pPnzJlzkqIo7IILLjhy5plnNt9yyy19du/e7eOcszFjxtR9//vfbz7jjDOa09EVAK688sqqiRMnDu7evbv86aefbh86dGjT4MGDy/r16xccMWJEQ7zzxPExY8Y0XXrppdWnnXbaEAC4/PLLK88666xmK8qkyfDIgPLyctvGDkYtIuV5eUB5ueUGgTBwhgpdwnurWJUYmOocBRQVnXJaStSEviLhNKCoyPUmflwDior8vFxdpmmPGL2qpf1yPMyGR3leHhpKirAfNlS1qBryvR5DjsD8zPgl68vzRXLp8PJyYEdLJZ7QWyaPxwlBU1PTl9HHbr755moAEa0V7rnnnsP33HNPq/285syZc3DOnDkHAeA3v/mNUe1y6qmnBrZv326EJJ588sn9gB5W+POf/7wPwD7zOJMnT66fPHmy8cv8ueee+078PXbs2KYNGzZsjZa9e/duD+ecXXDBBXXR76Wjx7Zt27ySJGHx4sXfIYp9+/ZtMr8uKSkJffzxx99En/fuu+/GNCjS1fX3v//94d///vfG9S1ZsmR3rHGjzzNf5+zZsw/Nnj37kPn84uLi0DfffGNsiCUSZ9OBDI8MsGNXWkFI1YxwBwB9x8+5c7Fxr55zZdWiJQwcQ5cYfTwyIdU5ao4qhRX6ir4lzaEUDA9ZxanDh2Lu5VdG9fFonwZiIUWDK6qF+dxBg7D33rvx3pwPre/jYSqnFTvEAi0GQFDRYnqVMkUOy507d26EwSeeIUouJbKZP//5z90efPDB3g899FCFy2Vr3ywiDBkeWYp5ETFjeR+PJMmlTm2uFpA1Y0M3My0ej+TX0SyrMZud+dqrZXqCvhrifSvRQx6tQyktbfbtuZeheKEWo8uu83NPHNs88cQT0dty2MZNN91UfdNNN1nS8DLaG0DEhpJLM2DGjBmYMWOGLWNHGwQztmzBjBkzTF/mFuZ4uKRWuvgsCumkOkdBJTLHQ+grjJFU+nAEZA2rP17VSp7f40KwPTweMRbkGVu24Ne/ulF/34bdaYVRM2PLFszYoncRtbt1uUhQnjFjhiFTlyuSS8njQRBEC+TxyIC9e/faNna04bE3GAT27o1wm1uBSAzcFaWLKIXMdLFKdY6aQ2rEzrRCX8PjkYLHIhBSgfraVjL9Hn2nXVXjcNmQXBmPWN6kvcEgtH0VQG97k0v3BoPGcbtLo4XBs3fvXsAk125PC0EQxybk8chS4rmvrS5zdSqkk4yAoiHH2/o6/OkYHooKSYtdTpvqGFYSUiLzdAR2ldPGe2bsrlAKqbxVyTBAe7UQBBEbMjyylKCiwuduna/gdI5HyIFqEDnsjfDH0FfkbCRLDlVUDbLKwbQYDcTCujhteATjGALgui6Wt0xXYvdksbt1uRzHeKXdaQmCiAUZHllKUk+EleW07ZxcKhqExevjYT4nHiL5NJbhYRgvDi+A8e4hgz6/QYsNj3iGjv0ej9hJrV4KtZxQuFyuESUlJaXiv7vuuqtnvHOff/75zuvWrfOL17Nmzer1+uuvd8z0GqqqqlyPPPJIYbqf+81vftNLbEpnZv/+/e7hw4eXDBkypPSdd97Ji/VZIn0oxyMDzjzzTNvGDikacnNbbs+ZnToBZ55p+a9X4Z43dFmzBoB1v5JTmSPhifCbKlKEvmLH2mTeCvH+wJP7oqi/29ADyK5Qi9BrmUuCbGHSJefc2PDPkBPGdo9HOEH5zDPPBHbtMo63JEJTcumJQLy9WmLx+uuvd1YUpXbEiBEBAJg7d64lVSzV1dWuv/3tb93vuOOOmE270mXZsmUdBw0aFHj11Vd3R7/nxNb2xyvk8ciAhx9+GA8//LAtYwejFq2HBw7Eww8/DLdLgsQs7uPhklrpYlQkZPhrNZU5EhUn/hj6+lP1eITfnz7tglbyRMiqPQyPaA+E0MvjliwtMxW9MoS8hwcOxMMDB0YcszO51COeobBMgHanJXRuvPHG3qecckpZUVFR6XXXXddnxYoVHd57773Od999d5+SkpLSzZs3+6ZNm9b/73//exdA35b9pptu6l1eXl4ydOjQIf/5z39yx4wZM7hv375D//jHPxYC+iZrZ555ZlFpaemQoqKi0kWLFnUGgFtvvbVPRUWFr6SkpPT666/vA8Tevh4Abr/99p79+/cfOnr06KJvvvmm1SZnq1evzrnvvvv6fPjhh/klJSWlDQ0NLDc399RZs2b1Gj58eMn777+f9/HHH+eefvrpxWVlZUPGjBkzeM+ePR5A39m1uLi4tLy8vOT666/vM3jw4DIAePLJJ7tdccUV/YSMH/7wh4OWLVvWEQBeffXVTuXl5SWlpaVDJk6cOFC0Me/du/ewW265pZfQ9csvv/SLObjwwgv7FxUVlRYVFZUuXLiw85/+9KeCq6++uq8Y//HHHy+45ppr+lh9TzOFzLUsJV4IBAhv+mWR+zpeu2vGGHw2by4mCCQItYhjwRQND3+MPh4tXhOHQy2qZsiOxmuxx8PYFyZBeM6ukIesanGSS5nxPuEwo0YVWzreZ59tS3ZKMBiUSkpKSsXrW2+99cDUqVPrli9f3mXXrl1fSZKEqqoqV0FBgXruuecenTx5cu1VV11VE2usvn37htavX7/16quv7vuLX/yi/6effrq1ublZGjp0aNnvfve7ytzcXO2tt97a0bVrV+3AgQPuM844o+TSSy89+vjjj++dPHlyjvC8xNu+Pi8vT3vttde6btq06WtZllFeXl566qmnNpmvYfTo0c133nnn/rVr13YQHUHD19A8d+7c/cFgkH3/+98vfuutt3b06tVL+etf/9rltttu6/2vf/1r99VXX93/T3/603fnnXdegzCAEnHgwAH3Qw89dNJHH320vVOnTtrvf//7ng888ECPxx577AAAFBQUKF9//fWWRx55pPCRRx7p8dJLL+254447TurUqZMqurpWVla6fD4fLysrKw0Gg3t9Ph9ftGhRwbx58/Ykk+80ZHhkwLRp0wAAS5YssXxs3ePRsohO27wZmDYNS5YssXSbc5GHYOhies/rljLO8UhljoQ3w9y5VOj73OKXIs6JhzAq/u/xR/GPxu8i9EjVeLGakKKhkz/yn5jQy3PGryzNuYjezXjaZr2H0RLY7/EImp+hzZuxpKwMAAzvHBkeJwaxQi2yLMPn82kXX3zxyeedd17t9OnTa1MZ66KLLjoKAMOGDWtqbGyUunTponXp0kXz+XxaVVWVq2PHjtqsWbP6fPLJJ3mSJOHw4cPevXv3tlrP4m1fX19fL02aNOmo2C12woQJR1O5LpfLhZkzZ9YA+kZt33zzTc748eOLAH2jt8LCQrm6utpVX1/vOu+88xoA4Be/+EX1Bx98kJ9o3JUrV3bYuXOnf9SoUSXheWPm/VQuvfTSGgAYNWpU09KlS7sAwEcffdTpxRdfNGKbhYWFKgCcddZZ9S+99FL+sGHDArIss1GjRjWnopuTkOGRAdXVljS7i0n0Xi3VsgyE5XndLkuSPhVVg8b1hSmWLj4LPCupzJEwGsweD6GvEWoJJb4OYZg01NZArY2UmWq4xmpiea2EXlYaj0BLSEzIq5ZbyoqtbjrXSnY4LFhdXQ3IkeXMHov1JFIkBQ+FE3g8Hqxfv37L0qVLO7344otdnn766e6ffPLJ9mSf8/v9HAAkSYrYgl2SJMiyzObNm9e1urravWnTpi0+n4/37t17WKyt2eNtX3///fd3j96AMxW8Xq8m8jo452zQoEHN69evj9j7paqqyhVvbLfbzTWt5d9DMBiUxHWOGTOm7s033/w21ufEfLjdbi62veect9pEFACuu+66qv/93//tWVRUFJgxY0ZKm945DeV4ZCkhRY3ZAwKAZSGQ6MUqGqsXx3i0hFpaX4dLYvC6pKSbvIkxWMw+Hu0XavHGKBEGwguyDR6PROW0dlQocc7j9g8Rsml32hOX2tpa6ciRI67p06fXPvPMMxVbtmzJBYC8vDw12bbuScZ1FRQUyD6fj7/55psd9+/f7wWA/Px8tbGx0Rg33vb148ePb3jrrbc6NzQ0sJqaGmnFihWd072G4cOHB44cOeJ+7733OgBAMBhka9eu9RcUFKh5eXnqv//97zwAWLhwYVfxmVNOOSW0efPmXFVVsWPHDs/GjRs7AMC4ceMa165dm/fVV1/5AKC+vl7auHFjq7wTM+PGjat74oknuovXlZWVLgAYP35844EDB7yvvfZat6uvvvpIuno5AXk8spTo5FIzVuV4GO75GIuVIaedy2n141LSlunCqIjdx6Mdk0vjzK3V+TPieYj1zNjZQVRWOTiPLRfQnyEKtZwYROd4jB8/vvb2228/PHny5EHBYJABwIMPPlgBAJdddtmRG264of8zzzzT45VXXkm4vXssrrnmmiMTJ04cNHTo0CFlZWVNAwYMCABAz5491REjRjQMHjy4bPz48bXz5s3bG2v7+jFjxjRdcMEFR4YOHVrWu3fv4KhRoxoSS2yN3+/nL7744s6bb765X319vUtVVXbDDTccGjlyZOBvf/vb7muuuaZ/Tk6ONn78eGPH2x/96EcNf/nLX4LFxcVlxcXFzaWlpU0A0KtXL2XevHm7L7744oGhUIgBwH333bdv+PDhwXjyH3744QNXXXVVv8GDB5dJksTvuuuu/VdeeeVRAPjpT39as3HjxlwRfsk2yPDIQlL6FWlBYy+xWMVKDAScMzwSJZeK48Ek+grjhakJOpc60AzNTHS4zIzHZe2CnMiItDPHI5nXzGNxEi2Rvaiqui7W8U2bNm2JPjZhwoTGnTt3GpupmbdsN2/LHr0dvfm96BCHIDpcEWv7egCYM2fOwTlz5hyMp08s+U1NTV+a3x89enTz2rVrW4W1zj777KZt27Z9DQDbtm3zvvnmm10APVS0dOnSmOGUqVOn1k+dOrXVXJl1/sEPftD0WTiMlp+fr8Uq8wWANWvW5M2aNSvt7eqdggyPDDjnnHNsGTfWr8hzunQBwvKsMgjEGD6X1KLL++8b71vhWUlljoxyWk9sfXO8rhQ8Hvr7Y848Ax2lUIQeLfu9ON1ArHW4TOi1xWqPR1Ry6Tlduhjv2dlBVCTs+twu/V7viUyg97gZhVoIwiGqqqpcI0eOHDJkyJCm888/v769ryceZHhkwD333GPLuLF+Rd5z8slAWJ7loRa31KKL2fCwIMcjlTmKFWox6+t3u5IaDWIB/O1vZqGwoy9CD1+KTcisJpbXSug18++foTHYOizUVqLLae85+WTjPTvLac3P6j333BMx7+J6yPAgTmSKi4tD33zzzebkZ2ZOQUGBunv37q+ckJUJlFyahSTNvbAo6TNpcqnDoZaceKEWrytpRYpRkhujj4fPLYGx9imnjXcPPa7MS5WjZQGx76VbYmAWNp2LJTdujodLgkxVLQRBmCDDIwMmTpyIiRMnWj6uyGfwmRbiiRs3GrKsDrV4XVJMXfSy3cwW61TmKFY5rVlfv1tKuY/HhT+d2kqeaIbm5F4t5lJlM0Ivq5Mug1FG5MSNGzFx40YAuv5el/V7wwAtlTJed/gZCssUWNnsjiCI4wMKtWRAc7M9fVlieTyaNQ0Iy7OisZdZjsctxdTFa8Gv8lTmKKCo8LgYXFJLTbpZ3xyvCzWNocRyZBVuiSHQ3BTzfb/H5WioJZ43SehldZlp9DPTrEWObVdptFluc3MzECXX6iRagiCOfcjjkYWIxd4Xr922VTkeamsDx4wVDcRSoTmkxq1oAfQQTCp7tcQL1QB6nkiyBFUrcSpcJpBTCJvZYQDE8s5FyKWqFoIgoiCPRxaSbNHyWZXjkSAvQBx3IscjqCQ3PJIllwZkLe7iB+gVM06GWpLNrcfNjI3dLJXncE+WYBK5ujetdYkzcXxx8OBB17hx44oBoKqqyiNJEu/atasCAOvXr98iOm9miqZpmDx58sAdO3b4r7jiiqq77767VZkskf2Q4ZGFBB0yCJIlBjq3SVz8zdQA/dd0Sh4Pb/wxnA61JL2HLpet5bSt5NlseMT1zrkYtUw/AejZs6cq9mn5zW9+0ysvL0+9//77I/pIaJoGzjlcrvg/EJLx7bffejZt2pRbUVHRqnJDlmV4PJ42j004B4VaMmDy5MmYPHmy5eMa7mtTu+3J3boZsiwPtbilmLpYISeVOWoOqUZ3UeNzJn1zgOZhrgAAIABJREFUPC4EUujj4Xe74srztVOOR7RRJ/Syur9FdE7J5G7dMLlbN+N9u8pazZ6WyZMnR8gU10M5HicuX331lW/w4MFll156ab+ysrLSnTt3ejt27Fgu3p8/f36X6dOnnwwAFRUV7gkTJpwydOjQIcOGDRvy/vvvd4geb8KECUWVlZXekpKS0hUrVnQYMWJE8a9//eveI0eOLH744Ye7xxtj//797tGjRw8uLS0dctlll/Xr3r378KqqKtdXX33lM3dbveuuu3r+7ne/OwkANm3a5BszZszgsrKyISNHjiwWLczPP//8AVdddVXfU089taRPnz7DnnvuOaPd+h133NGzqKiotLi4uPTXv/517w0bNviGDRs2RLz/xRdf+M2vT1TI45EBt912my3jxvr1elvfvkBYnmXltKZFw9Bl2TLjfSvkpDJHAUVtVQZr1jfHm0pVix6uue3XrfUAgByPZDQqc4J4oQ+h1xPvbkNI0eJu9NRWeaKPx219+0a8r99L63MthMfD7wk/Q1HzTsml7cOoUaOKo4/97Gc/O3LHHXdU1tfXS+ecc87g6PdnzJhRdfPNN1cfOHDAff75559ifu+zDDad27lzp//ZZ5/9duzYsd/Jcvyw2y9/+ct+t99++8Fzzjmncdu2bd7JkycPju5/8cYbb+y48MILTxHelTvuuAN1dXWS6B563nnnDYw1xu9+97teP/jBD+ofeeSRg4sWLeq8ePHiwmTXfc0115y8YMGCPWVlZcF33323ww033NDvv//97zcAUFVV5V63bt3Wzz//POfiiy8eeMUVVxxdvHhx/ooVK/K/+OKLLXl5efzQoUOuHj16qD6fT/v888/9p59+emD+/PkF2bpxm5OkZHgwxn4C4P8AuAA8yzl/JM55FwL4F4DTOedrLbvKE4xgkhCIVW5zo+lUFvTxiPZ4mPG7XVA0DlnVYm6CBuhVLQmTSz0uHElSGWMlqYQ+AEDRODwuCwyPBHu1CHn2ejwSbIZHoZYTmr59+wbHjh0bu9zMxH//+99OO3fu9IvXtbW1roaGBpaXl5fQYr7sssuMjdDijfHpp592vO+++74BgBkzZhz95S9/mfChrKqqcm3YsCFv2rRphgGmqqrxD3Xq1KlHJUnCGWec0Xz48GEvAKxYsaLTFVdcUSWut0ePHioAXHnllVXz588vKC8v3/vmm2922bBhw9fJ5uJ4J6nhwRhzAfgLgB8B2Avgc8bYUs7511HndQRwM4BP7bjQbGTcuHEAgJUrV1o6bqzci3Hr1wPjxmHlypXwuiUoGoemcUhS2xct869yQxfT+1bISWWOmmUNnfyRj6JZX+ENCchqXMMjIGvo6HfH1AMQ3U/bv5xW6HXJH/6mn6fEN6bSkhflYRm3fj2AlnnQjUjr9Q+ZcjzGjRsHrF+PleWGJz0c4qGqFqdJ5KHo2LGjluj9k046ScnEwxFNTk6OschLUuSzHggEjAOc8zYloubl5RnjJxqDMdbqmMfjidimPhAISG63m3PO0blzZ0V4VqIxj885N/4fy3s5c+bMmmHDhp20ePHihtNOO62hoKAgKzduc5JUvvFGAdjBOd/FOQ8BeBHA+THOewDAHwEELLy+E5JUfy1n+gs2lSRWK+QkvY4UvBUAEoZbRKgl/hiSo3u1pFJlAljXxjykaHBLLK6BaFcfD5GPlKgkO9MmdMTxg8vlQqdOndRNmzb5VFXFG2+8YeRHnHXWWXVz5swxQiCrV6/OSXf8eGOcccYZ9QsWLOgGAIsXL85vbGyUAKBv375yZWWlp7Ky0tXU1MTefffdfAAoLCxUCwsLZZG/oaoq1qxZk/B6fvzjH9f94x//KGhoaGAAcOjQIRegG3pnnXVW3W9/+9t+v/jFL6oTjXGikIrh0RtAhen13vAxA8bYqQD6cs4jA7xRMMauY4ytZYytraysTPtiTxRaQi3xeyOYz2srSd3zFslJRnKjQX8vUY5G0j4eTieXJiuntXjjtkRhKHEdVpbvCpLp6fNY2xqeOPaZPXv23kmTJg0ePXp0Ua9evYykj2efffa7NWvW5BUVFZWecsopZU8//XTSPIxo4o3xxz/+cf/KlSs7lZaWDvnwww87du/eXQaA3Nxc/j//8z8HR4wYMeRHP/rRoKKiIqPj4UsvvbRz/vz5hcXFxaWDBw8ue/311/MTyb7kkktqzz333Nry8vLSkpKS0oceeqiHeO+KK6444na7+dSpU+vS1el4JJUcj1g/oYxvMMaYBOBPAGYmG4hzPh/AfAAYOXIk+V/jIFzicb/MLdrmPDoh0S45yUhWTpuTkscj8Rj+FEpyrSRVb5JVi3JIab0hXYQ82zweyUqyXZYm0RLZzxNPPLFf/D106NBgdLji2muvrbn22mtroj/Xq1cv5Z133tmVaOzo8datWxcREoo3Rq9evZTVq1dvF6+XLl3aVfw9e/bsQ7Nnz261hXxpaWnoP//5zzfRx994442Ibe2bmpq+FH/PmTPn4Jw5cw5Gf2bVqlV5l1xySVUmpcTHE6kYHnsBmFPk+wDYb3rdEcBQACvDXyw9ASxljE2lBNO2kUpyKZB5CCSkaHBJka3K7ZCTjGSJoaI/R6LOo8nG8Dld1ZKiN8myUEuMnXAj5NmYXCoxwB3HeBXGYFDREnq1COJ4Zfz48YP279/vXbVqlWV5M8c6qRgenwMYzBgbAGAfgIsBXCre5JzXAigQrxljKwHcdiIYHRdddJEt48ZyX19UWAiE5Xkt8kTIasvuqYYuL79svG/8Ks/AU5DKHMUKtZj1TSfHI5YegJ5cGlI1qBqPa2hZSbxqD6GX1UZdMGon3IsKI73UdlWXBBXVCAledNFFwL59Ee+LaqWgTIYHkT0cOnRoY/KzrOGDDz7Y4ZSsY4WkhgfnXGGM3QTg39DLaRdwzjczxu4HsJZzvtTui8xWbrzxRlvGDakaGNO3Mzdk9e4NhOWJxcyKUItYAA1dzIaHkJPB4phsjjSNI6i0bndu1lcsWPFyNMxjxNLDPEZQUZHrtb99TbzcB6HXiq91z65V+5jIKo+QdWPviDQsWz0eEc9Q1LyLjqYBRUU+qKukjWiapjFJkiiETbQ7mqYxAHG/cFL6BuacLwewPOrYvXHOHZfG9R3TNDXppem5ubmWjhtUNPjcUkRMvElVgaYm5ObmGu77TKsFzO55QxfT+1Z4VpLNkbkBVcTnTPrmJDE8xBg5HldMPfT3wgugrCHXm74e6RIvT0fo1eLxsCbvJKSoER6PpvC4Yh7san8vnlUgfK9VFbkmL4/weDiZ2HuC8lVlZWVpYWFhLRkfRHuiaRqrrKzMB9Cqrb2AOpdmwKRJkwDY08cjujxx0qZNwKRJWLlypfErMtPERLN73tDF9L4VyaXJ5kgsSNH5GWZ9kyWXNoUUAECu1xVTDyC518Rq4vXxEHo9/Lcl+nkWeTyik0snbdoEILqPh70ej0mTJgGbNkX08bDqWSUSoyjKNQcPHnz24MGDQ0FbYRDtiwbgK0VRrol3AhkeWUhQURPutOpzJy8vTYWQ6ddqLKzKJUlEIOwZSKWcNl4fjqZw0ml02/XYYzhkeCTt46F7s6wKf8hq4g6oHpe1e8MIgmriZ4g8Hs4wYsSIwwCmtvd1EEQqkGWchUQnCkZjWaglSddMI7nUxqoWUamSUjltnKqW5jheEzNifKdKaltKleM19NKvVbbIqDMnecaTp2ocqmatFz4oa/Amandv5NaQx4MgCB0yPLKQZJ4Iq77M5WQlmBY3uYqF8GIkNBq8iY0G4fHITeDxyAknlCYqybWSYHhu4/Wu8Fjs8WiWW2+0Z8bqTqmCZGW8RnIpeTwIgghDhkcWEkzSDMqO5NJEcpwItSQKLXldEiQWf/FqTiHUIowSJz0evoReK2sqkwTJGqhZ3bBMEJTVFEMt5PEgCEKHcjwyYObMmbaMG8vjMbNnTyAsz0jYsyDHQ3g1DF0WLjTetyLHI9kcCWMiendas76MsYQtz5tlkVzqjqkH0OJRaXLI4xHPmyT0ssp4FETv8DuzZ8+I973hkI/VRmRI1ZDn079GZs6cCTwSuXF1S3IpeTwIgtAhwyMD7DI8YsXrIwwPtzWhlpCiITfXtGgAsQ2PDNzzqRoe0d4Ks76AbjgkC7XkeFxxDQ/D4+GQ4RGvhbnQq7ohCMA6D0RAjkxIbmV42BRqCcoaunUwGa9R804eD4IgoqFQSwZUVVWhqqrK8nFjLVpVsmzIEr+WM42bm0M6sXSxIscj2RyJBSk6TGDWV3/fheZQ4qqWXK8rrjzRNMwpj0c8w0Po5bO4yiYgaxF5MlWyjCrZ2H/Ltgolc7iuqqoqQiZgbplOHg+CIHTI45EBF154IQAb+nioGrpELVoXbt4MXHih3sfDoni9uWW6oYvpfSsWq2RzFC/UYtYXCG9rH2fxMud4XDi5tR7iPaCl54fdhNTYlUlCrxXvfwAg83CZQG8Z3yLvws2bAZj6eFjQhTYWZu/chRdeCGzeHNnHgzweBEFEQR6PLEQvUYx/a9wuCS6J2Z5c6rU4DyEWInySbB+PHK8LgSTltAmrWpKU5FpNst1i3RKDxKwJtciqBkXjCefQY1eOR7LSb6pqIQgiCjI8spBkBgGgh1usTC6NhZPltIkqMoDUcjyivSZmvG4JbomhyaEFMFllEmMMPrfLEqPO8BqlUNVitccjpGiGcRELq7xzBEEcP5DhkYUE5cR9PADdQ2BFcmmyxdHrkmxtINYUbKlISYQ/geHRHFLg90iQkuw6m+N1OevxSGDUAbo3wIoFOZVeKHbleCRrdqcbWFJGOxwTBHF8QYZHFpKyxyPDX8vJej8A9u3xIWgM6ZubJdNXL6eNn1yayo6zuV6XszkeyXRyuyzJ8RAej8Rt9m1KLk1ivALWGMkEQRw/UHJpBtxwww22jKv38YhcRG7o1QswydMNj7Z/mXPOEVBUIy/A0OXppyPOy3RX02Rz1BRSkOtrvWBG65uTqI9HSDV+7cfTA9C9Kk5Wtfg6tF6QzXrpHo/MrycYY7+bG3r1ijjHY0PYTNU4FI0bz+oNN9wA/OEPrc7zuSXK8SAIwoAMjwyYPn26LeMGFbXVr8jp3bsDJnm+DH8th1QNnLcsVoYuUQt2ph6PZHPUGFTRIYa3IlrfHE/8MEmzrBqJpfH0SDaG1cTzBJj1ytR4FIgyY79J3vTu3SPOsaOPh7ERXnjs6dOnx5z3RM3fCII48aBQSwZUVFSgoqLC0jE1jUNWeau4eUUgECHLl6C8NBVE2EK44OPp4nVLGSUkJpujppCCDjE8HtH6Jiqn1UMtrqTy9FCLQ4ZHnHJas156cqkFoRaldRO2ikAAFYGA8dpIFLbQ8BCelohnyCRT4Lcol4UgiOMD8nhkwOWXXw7A2j4eYmGIrhS4fOtW4PLLDVmZVrUEo8pYDV2izvO6MvN4JJujxjj5GdH6+hMkhjaH1KR6APrCXBdwJsdD76vR2qAy62VFno6QBUSGWi7fuhWAqY+HDdUl0R6Pyy+/HNi6NaKPB6AbWOTxIAhCQB6PLCNeQ61oMi3FbCljTSzH7uTSpmBsj0c0OeEERS3Gtu5NspKwh4cgN0EvEKvRE3eT3EOPZEljLeNeJiontiHHQxgxySuwyONBEEQLZHhkGc1x9i6JJtP8gICRkJhCVYuN5bQNQSWlihSxiMfSOfWqFjeaZGc8Hs2ymrC/BZC58WiWBaTWx8PKHI9glMcjHpTjQRCEGTI8soxUG2pl+mVulGAm8ax4Xfb+Wm0KqeiQgrfC6DwaQ+dASE1qqAHO9fHQNI6QoiXsqwFY0wQOiB1qicaOPh4tOR7J9aSW6QRBCMjwyDJSDrVk6KZP1cCxPdQSUpDrS+6tEIZFY7C1x6JJVpMu8oBuvDiRXCoMtaShFouqWqLzdWIhnqd4TdjaQijFUIvPY41nhyCI4wNKLs2AW2+91fIxDbd51C/4W/v0AUzyEvW1SIXoX8mGLo8/HnGezy2hOoPFMdkc6eW0rRfMaH3zczwAgNpmGX2jzjVXtcTTA9BzPJplFZxzMJa4y2kmtBiPrRdks152hlpu7dMn4hxJ0juI2mF4CG/KrbfeCtx5Z6vzyONBEIQZMjwyYMqUKZaPGc/jMaWgADDJS7R3SVvkGLpELdjeDCsvEs2RqvFwD47Wj2G0vp1Nhkf0GCFFMzwi8fQAdK8J5+Et5FMIzbSVRBvfmfWyKukyVqLwlIKCVucl2mivLUTneEyZMiXmvFPnUoIgzFCoJQO2bfv/7Z15mFxVmfB/b229b0ln7XRCICEQICQQtiCCQ0BEWQc3lJHRGWFAn0E//cYPdUb9MqifoswMizguKKMYzLiAgyJRUSFACBCQLQvZ6Kzd6b1rrzrfH1W3UsutqltLV7qT9/c8eVJdde455z23us973+1sYtOmTVXt0/L5Z2+Mm/z+jLEa0p7eyyEYzXS15JPF564suLTQGlkbdLONqyVb3rZGe8XDKoFuWTwKjdeY3JjHu2x6oZiLdLnqvNUrme5xSao6aWocvz+jXWOVXU2WnJaba9OmTTljglUaXl0tiqIkUItHBdxwww1Adet45MtQuGHzZrjhhkN1LbyJp/dQtHjaph3Zm2NKlqx2lcZ4FFqj1AFxNum02fK2N/gAGPRnKh6HsoA8mePZzMWyrPjDMaaWJEVpFEpVTpfLquNRqevHLnX3hs2bgcx1qPdVZiXLGTcrluWGG26AzZtz63hUWOxOUZQjC7V4TDCcBpdaT5nlxnlYT6BOUj7HK7h0LPn0bVcyPZu2PK4WK0vFUXCpr/oBlnY4SW9NfO4mbiqvJhqIxIqOBZXHBWVjuW2Kua3qPW4iMUPMpgaLoihHH6p4TDCCeVwt2VS6iTrNvBjPrBYrQ8VJ8a96rwuf28VgIJzxvuU6cFpALP2a8cJJlkn658FwZesbisSKprRC9bN6AgWCaNOxlFvNbFEUBVTxmHAESrR4lFuXwqllJXFGSrzsWJJCWIpHk4N0WhGhrdHLcE6Mh7On7vQ24x7jYXNarB2NVbLABKMl1DGposXDabE7SzGpRjyLoiiTH1U8JhgphcBX+NZUavEIRuK4BLzuwrEFDV53InNkHKqXlmKtgIS7JdvVYq1XowNXixXjMd5FxFJWqyJzaqhSsGsixsOZq6Waslt9FVdek5YdtXgoioIGl1bE5z73uar3GYrEECHnZNPPzZsHaeNVGuNhHWJmBTWmZFm1KqOdFbQZDMcdmfOzKbRGY+H8Fo9seSGRUpsdXJpt8cgnB1TPwlCM1IZsowyky2VtyJXOJxCO5Wz+n5s3L6ddtS0ewUiMOo8LlyvtO2RTt8VytWgtD0VRQBWPili5cmXV+wxEEptIdpbDyo4OSBsvZfEoMz4gGM08PTUlS9aGnYqLiERpw1vyOIXWyB/Kb/HIlhcSFo99w5nHrmen0+aTA9ItDONs8SjgakmXy5pzpQGfwWgsJyV5ZUdHTrtqWzyCkUwXz8qVK8FmXEsp0hgPRVHAoatFRC4RkU0islVEPmPz+SdF5FUReUlEficiuY9bRyAbN25k48aNVe0zX3GrjaOjGWNVaqb3hzPLjOeTpdKAzEJrZFk87Op4ZMsLCcUj2+JhxXy01nuLjpeyeNTI1WLngkiXq6FKwa7BSK41auPoKBtHRzPeG48Yj5zvUNaYkOZqUYuHoig4sHiIiBu4C7gI6AGeFZGHjDGvpjV7AVhujPGLyD8A/w9473hMeCJxyy23ANWt4xGMxGyzBG7ZuhVuuSWjjgeUb6b3h2IZx9GnZMlqV19hEGuhNToU45H7NcyWF7ANLu0dTWS5TGnyZY5nM5dqbfTFCBZIVU6Xq9IAYYuQTTrtLVu3ApnrUPUYj6z6Ibfccgts3ZpbxyMVXKoWD0VRnFk8zgS2GmO2GWPCwE+AK9IbGGP+YIyxShY+DcxBKYtAJOaoIFhDhWZ6fySWit8oxHjGRYyFonjdUvRYdYu2Bi8joSjRtEDXg6MhOhq9eNzF+0i4sGpTuVSk+OFp1aor4vg743UTjRsiVQoUDoSdjVufctep4qEoijPFowt4M+3nnuR7+fgI8Gu7D0TkoyKyQUQ29Pb2Op/lUUQwEqfO4SYC5T8t+0NRR8fRj2fti8Thbs7DjKzzWoaDhxSHg6NhOpvrHF3vcgnNPg8jwfFVPKxgz2LVSKtl8Qg6PZ23ykpkYtzif0KaapRNpCjK5MCJ4mH319O2qIOIfBBYDnzN7nNjzLeNMcuNMcunTZvmfJZHEf5wlGabEuLZpDatMv3m6Se6FqJSV0shxhwqPxbWeS2D/kNFxPpGQ0xt9pXUR3ZKbrXxR2KOapNUrY6H03TaKse4BCLO6odYclp1WxRFObpxonj0QMZJ5HOAPdmNRGQl8FngcmNMqDrTO/oYC0UdWQEsM36gTLdBwLGrJfm0Gqn+pjEWjtLoYIO2sCubfnDMucXD6mPcFY9QNCN+Jh/1VciyMcbkZCjlo9pZPYGwM0uLpYSNd2yNoiiTAyd/9Z8FForIfGA38D7g2vQGIrIMuBe4xBhzoOqznKDcdtttVe9zLBxjTkfubblt/nxIG8/lEhp97tR5JyWPk2VtSMly660Z7Sp1tRRao7FQLK/FI1tegLbkQXHpikPfSChD8cgnx6E+xl/xGCvgQkqXq87jwiWVpdOGonGMyU3dvW3+/Jy2lgJQLctDtsJz2223wc0357RLWTzGObZGUZTJQVHFwxgTFZGPAY8CbuB7xphXRORLwAZjzEMkXCvNwE+Tfu1dxpjLx3HeE4IVK1ZUvc+ExSN3M17R1gZZ4zXVecreRALhTDN5PlkqNc8XWiN/OL91x07ebItHMBJjJBSlM83VUuyetDV42XIgN+WzmiTksleo0uUSkYozTUJ5TsJd0daW07YlqXiMVkvxyAouXbFiBdiMaylYVt0WRVGObhzZuY0xjwCPZL33z2mvq19JaxKwbt06oLoKyFgoahsfsG5oCNatyxiruc5T1iZijEnEIaRt+ilZstpWGgBZaI0G/RGOm9Zsf52NvO2NmYpH/1gi1mNqmsUjnxwWNbF4hGK01Nv/amXL1eBzV5TtMZZVQC1jHDLXodoWj+w6HuvWrYOhoRylR0Ro8nnU4qEoCqCVSyvi1qQ5v1p1PIwxjIVjtvEBt27fDrfemjFWU527rE0kFI0Ti5sMi0dKlqy2XrcLr1vK3hwLrdGAP0JHk31gqJ28lsXDKiLWN5oIJUp3teSTI72PcY/xCEeZ2Vpv+1m2XA0+d+p4+XKwMnSyFZ1bt28HMtehqcoWD3+W1ezWW2+F7dtz6ngANNa51eKhKAqgh8RNKCyFwElGBCTSFMfK+GMeSBXucpZRUu3CU5BQsgb9YToanZdh97pdNPncKcXh4Khl8XCe1dLa4CUcjVdcprwQY6EYjQ6CSwEavZVZAkaCibVoqS++js1VVDwisTihaNy26qwdavFQFMVCFY8JROqYeIe1LVrqy3O1pA5nczhOg6/6isdIKEo0buhodK40QGbZ9N6kxWNaiVktwLhaPfzhqOO1bS7zHlrks3jkGwuq42pJfVcdKh6NddX/DimKMjlRxWMCYVkvHFs86sp7irQ2ACc1GCAZS1Llp9XBscTGn8/Vko/WNFdJORaP2igezi0erfWVFTQbDlpn1ThIjU7GY4xWweVhKUtOas5AIi1bLR6KooAqHhOKQ5YIZ3/My81qsVJjndSagIQZP/uMlErpTxYBK8XVAokA06FA4tqDoyEavO7Sqp82jq/iEU26IJxbrSpb20MWj+Lr6HIJTb7y4oKysZTk5jpn96/R59Y6HoqiABpcWhF33HFHVfsrZL6+Y8ECyBqv3KwWS8Fp8B4aJyVL8pC1dForCMjMt0YDluKRx+JhJy8kLBbb+8aARHBpZ0vm9YXksK4HGPKPj+JhBeHmi5/JlqulQotHPlfLHQsW2LZvqvMwWoWS8aOhSLK/Q3Lecccd8Hd/Zz+uz8Ob/X7bzxRFObpQxaMCltpE71fCWAFLxNLmZsgar8nnIRiJE43FHR2SZmG3WRWSpbXeQ0+Zm0a+fgdTFg97xcNOXoD2Bh9DgUEADoyEcuI7it2T8Xa1+Iu4y7Llam3wMhyMYIwperaLHSPBCG6X5FQQXdpsn6bcXF8dt5nlrsn5DuUZVy0eiqJYqKulAtauXcvatWur1l8hi8fagYGcsSwFpdTqpZZp39qEobAsic2xvM0qX7/9VoxHHleLnbyQOGvFCi7dPRigq6PR0Xip662U3HFSPPLV1bDIlqul3kMkZghFyztzZyQYpaXek6O0rB0YYO3AQE775gqKzqVj911du3at7ZhWu2ql8SqKMrlRi0cFrFq1CoCVK6tTP80ygdvFB6zauRNWrcoYKz09Ml2JKIZl8WhNiwtIyWLTvrXemwpiLJV8azToD+OSzDlkXGcjLyQUh1A0TiAcY89ggHecPMt+vDzzsWIhxtvikS/uJFsuS/7hQMTReSvZjAQjthktq3buBHLXIZGCXQWLh813ddWqVbBzJys7OnLatyazd+Jxg8tVumVHUZQjB7V4TCCszbDNYcBluZUoLSWi2UEmBCSeyp3UvugZ8PP+E9/DMy1zivbZPxamvdFX8iZkKVib9o8QiRnmdDSUdL3bJbTUe6oeLGsxmAx8daoIWkpDuRalkWCUFocBnpC455XElFhY1gsnabyQsJoZQ9WzoxRFmXyo4jGBGAok/PUtDtNpy41XGA5Eaa7z4Ha46bcmxylk9egfC3Pzj1/gqbZ5/P2iq9iwo79gn4P+SCrDpBS6korGU28czPi5FMazeumAv7ALKRsna1sIy9XilGrJXmodj5SCNc5VYxVFmfio4jGBGAyEabXx1+fDCswcSJ5Z4pThYMRR3QeL1tSmkf9p9WuPvs5re4b51K4/44vHuOZbT7H21f1/vSa2AAAeiElEQVR52w/4w0wpsXgYwILk2S5rX0v03T3BFA8raLbdoWzW2pZrhRgORhyl0lpUS/bRcBSfx4XXYVDzIZeSWjwU5WhHFY8JRMIK4Hwz7mjKPLvEKSMlblbWU/lInqfy0VCUX27cwxVLZ/OxPU/zuxe/S3Odh5+90JO3T8vVUipd7Q3Ue108t3OA6S11zO+0z6IoxLhaPJJBs06tOa0VxpyMBKMlKZFtDV784RiRWHnBrBajwahjyxxUbtlRFOXIQYNLK+Dee++tan9DgUjqD3TOWMcfD1njWRYPqxiXU4YDUVobMm99SpYbbshpb21s+TbHZ7f34w/HuHJZFwBtsRBXLJ3Nz57fzYN3fwufO9eCM+iPsGRO/s3ZTl5IFMGa2VrPjoN+3rlkVo67qJAcFu2NXjbtG8n7eSUM+MO01HnyWgKy5bLieYZKvIcW+YJL7z3+eNv26e65zhJKzWczbOPiuffee+G662zbWwpWNeJLFEWZ3KjiUQGLFi2qan9DgUjeuhaLGhsha7xGnxuf25UqxuWU4WAk5/TUQrJYlol8lpUNO/txu4Rlc9tT751//DR+9MwuAg3TOWX+lIz2xhgG/OGC57TYyWtx89sW8GLPIP944cLc6xzck+kt9fx5c1/ZtTMKMegP096UX6HKlivlLiujoJkxhtFQ1NZ6taix0eaKzMqtlSgeB0dDTM26ftGiRZBnXEvR1RgPRVHU1VIBDz/8MA8//HDV+hsKRPJmQzzc15czlojQ0eRNnXviFLuAxEKyTE1WF+3PE0uyYccAJ81uzUghPWv+VETgB79+MqffQCRGKBov6Gqxk9fi3cu7WXXlKbbXO7knczoaGAlFx8XdMuDPrzxCrlxet4uWOk/etS3EWDhG3Nhnljzc18fDfX0571sWtVLdc9n0j4WZklV19uGHH7YdE9JiPNTVoihHPWrxqIDbb78dgMsuu6wq/RXK9Li9pwduvz1nrI5GX8kWDzuXTkoWm/at9V7cLrHdHEeCEZ7fNcCHz52f8X5bo5eTZ7fx2Kuv88qD/5Uxb+twtykFLAP55C1GITks5iSLjvUMBMqKMynEoL9w7IqdXO1N3lRQailYMTd2Fo/bexLxNdnrYCm2lVoeDo6FWdrdnvHe7bffDj09XNbZmdO+xUGAsqIoRwdq8ZggxOOG4WCE9hIKgUHCdF6K4hGOxhkKRJja5NzM7nIJHY1eDtooHn/a3EckZrjwxBk5n121rItw8yzCjdMy3t89GABgdnvpGSnVwKr9MR5nhyQsHqXdwymNPvrLsEDkO6elENUoGR+PGwbGwiWdCuxxu2jyudXioSiKKh4ThcFABGOcp2FaTGnylWSmt9pmH67mZBy7tN2ntvXRXOfhtLntOZ9ddupsAAJt8zLe3z2QUDy6DpPi0T3lkMWjmhhj6B0JlRw70d7oK9PikTyavsaKx3AwQjRumFKC8goJOUu1zimKcuShiscEYf9wEIAZWUGfxZjeUs+BkZDj9n2jibalbo4djfYKzks9Q5zS1WZ7SN20ljrcoRHCjZnWkMNt8Whr8NLe6GVb8pTbajEaihKIxJjeUuraesuK8bBcLaWm04okgkPLxbJ8Tc1zsnA+prXUcWC4/HEVRTkyUMVjgmApD9NbS9u0ZrbVMxKMOj6Aq7dMxWNqs4+DY5mbRiga47W9wyzpbst7nc9/gHBTpqulZ8DPtJa6ss4mqRYLpzez9UB1U2rLvYcdTb6ygj0PuVqcu3a8bhczWurpGSzf2mMpSaW4WgBmttanFGxFUY5eNLi0Au6///6q9ZWyeLTYWzzuP+EEsBlvVlui/b6hAAumtxQdp2/EUjwyN42ULHnqMNhZPLbsHyUSMyzpynWzWLznonO4/7kDGVkQuwcDRd0s+eQtRjE5LBZMb+GRv+ytakqt9TQ/Pc89BHu5pjT6GA1FCUZiJSljhWI87j/hhLzXdXU0pNxd5dCb/A5lxwndf//98O53571uRmsd696wz3pRFOXoQS0eFdDd3U13d3dV+uot8rTcXV9vO5ZVj2PvkLMnyb5kRkm2xaOYLDNa6xnwRzIOituStBgsmpm/eugHzjuBuIGfPLsLSMRBvL53hAXTC1cczSdvMZzek+NnNDMUiKQsQIUwxuB3cLjZgZHEPSjkarGTa1ZSCdvn8B5a7Owfw+d22Vqvuuvr6a63V4DmdDSk3F3lYM1zZltm/93d3XnHBJjeWs9wMEogXPiwQUVRjmxU8aiA1atXs3r16qr0tX84SGu9J+8T7+oDB2zHsuIknCseIRq87pzDvYrJMm9qIiBzV1omyJb9o3hcwrypTXmve+HxR1jQHOW/ntpJNBanZyDAwbEwp87J756B/PIWw+k9ObkrMf6GHQN52wTCMf68pZfL7nyC8776h6LKR0p5LGDxsJNrdnui/Z4SlYFX9wyzcEazbZXU1QcOsPrAAdvrutob2DcUJBY3JY1nsX8kiM/tysneWb16dd4x4VD8kqWgKYpydKKKRwXcc8893HPPPVXp68BwiOkFAkvv2bPHdizLQuJ009reN0b3lFw3RzFZjkkqFzvSAjK3HBjlmM6mggeF3XPPPQw/9zB7hoKsfW1/6nC3U7vzu2cgv7zFcHpPlnW3097ozXuQ3frt/Sxf9RjXfXc9L+8e5uBYmHO+/PuCKbj7hoLUeVw55egz5mcjl+V2KtUK8dreYRbPas0/zp49tp91dTQQjZuy4y32DwWZ3lqX46K655578o4JCVcLlG7ZsSMcjbNvKMj+4SDGlKdAKYpyeNAYjwnCjoNjzJtiX266EHUeN13tDRkKQSFe3TPMOcdNLXkcS/HYeTCx8RpjeHXPMEuKWC4AGgbeYGZrPV//7WZ29I0xv7OJE2bab5i1wuN28VcnTOc3L+/j6i19rDhuKi6XsGcwwH8/18M9f3yDaS11fOPSExkLRXnxzUF+8NROvvvEdr5w+Um2fe44OMYxU5tKjhmxXBZ7Bp1vyAdGgvSNhjkxj+JRiHRFp5zMon3DwZyS+06wvkPb+8Y461jn38G+0RD/tnYLewYDhKJxDowE2XpgFMtgc2p3O+84eSbvO6O76gXhFEWpPqp4TACisTjbesc4f9G04o1tOG56M1sOjBZt1z8WZt9wMO9TciHaGjNTULf3jbF7MMCN5x9b9FrBcM3pc7jzD1sB+P71Z+DzHH5j23uWd/Oz53fzwe8+w/vPnMtpc9v5zM/+QixuOGv+FP71qlNSsShXnzaH0VCMHz+zi9PndfCuJbNyFIxtvWMsmlk8wDebOo+baS11JblaXt0zDMDi2aXfS6uA2u6BAGccU/Ll7B8OlTVuV3sDjT43m/Y7yyYKR+P8/IUe7li7hQMjIQQQgRNmtnLz2xYwq62BAX+YX720l6/8+nXu+v1WrlzWxScuOj6nnLuiKBMHVTwmALv6/YRjcRY6yEqxY+H0Zp7ZdpBY3OSc1prOa3sTm1U5T8kAS7vbeXJr4nC1P2zqBeCCRdMdXfuRt8znzj9spbXewzGd+WNCaslZ86fw/jO7+c3L+3hg/S4eWL+L5fM6uP7cY7h48cwc5ejz7zqRV/YM8fEHXmAwEOG6sw8VRovE4uzq9/OOU2aWNZf5U5scb8gAr+1NtC3nXs4u07UDEIsb9g4FuPAEZ/c9HZdLWDijhc0O5Fy3tY9/feQ1XtkzzPzOJn5587nMbKunzuPKSR+++W0LeG3vMP/55208sH4Xj76yjzuvPY0zsw4nVBRlYnD4HzuVlLWiWKZHPhZObyYUjdMzULgEuPWUfOKs8hScixfPZFe/n037R/jFC7s5cVZrqgpoMTqafDz2ibfyq4+fV9bY44GI8OWrl7D+syt55ymzuPzU2fzn3yznXUtm21pk2ht9PPzxt3Dewk5u+5/XMiwUO/rGiMYN8zvLu4enzevglT1DGVlDhXh17zBd7Q15DxUsRKPPw5QmX1mVW9/oHSUYiZdl8QBYNKOZ1/aOEM8T2GqM4RuPbeba7zzD/uEQ3/rg6fz+f53PyV1tdDbX5a1ZcuKsVr7xnqX88mPn0lzn4W+/v54tJShyiqLUDlU8KmDNmjWsWbOm4n6eeuMgdR4Xi2bkVwjWnHRS3rGsQM312/sLjvPq3mFmttbnHGcOzmRZuXg6IvCFh17hL7uHeM/yOQXbZ/e7cEYLc6c6U1QKyet0PKd43S7u+sBp/Pv7l9FRxETvdbv48tWnEDeGr/92U+r9ux9/A5/bxVlFnrLzyXXGMR1EYoaNbw4Wna8xhvXbD+Yc0pYzzkn2sSiQcHsUU1Tt2LgrMT+74OA1a9YUHBPg7GOn0j8W5qXdQzmfPb3tIEu++Fv+/XdbuOb0OTzxT2/jkpNnlhQzc9LsNn7892fj9bj4+AMvsL3K1WkVRamco97VYowhGInzRu8ooWjiuPZQNE6dx8Wxnc2Jst953BedNqdwZtM7EuKB9bt4be8wM9vqOeOYKVy8eEaqxHjCbXGAFcdNpcGXv3hUp9cLecY7YWYLnc11/GlLH+9enr+Gxat7hvM+qTqRZXpLPcu623l6Wz9Lu9t5/5lzi17jpF/b6wrIOx7jlcKcjkY+ePY8vvvEdoYDUb7y16fw0It7uH7FMUUtQPnkWj5vCi5JuBjOTgu8NMYQN2R8B1/ePcz+4RBvK+Du6PQWtoScMqeNB9bv4jcv7+WSk2dljPfTDT2cMX8KTT43U5p8GeXwN/YM0lLvYb5NCnVnZycUGffCE2bgcQkPbdyToTg9saWPm370HA1eN5+6eBHXnT0PVwG3YSFmttXzuXcu5tNrXuSKO59gzT+s4PgCSr2iKLXFkeIhIpcA/wa4ge8YY76S9Xkd8EPgdOAg8F5jzI7qTrW69I2G+OG6Hfx4/Zup80vs8LiEE2e1smB6M596+6KMipv33XcfwxEXl13112zZP4KIEI7GicbjvLZ3hBffHOSpbQcRgdltDfz65X18/8kdnNzVyq2XnsiK4zpZv72fnQf93Hj+cQXne9++fXDffVx//fU5n4kIFy2ezprnelj3RjcrjktsbFv2j9De6KOl3sOGHQNs2j/CZafOyrnekgUgt/dM/v68Y/nhUzu589pljqpspvq1mXfB6wrI62i8kq4qnRvPP46ntx1k7Wv7Oe+rfcTihiuXdhW9Lp9cbY1els3t4PHNvXzy4kVA4jyVD31/PTsP+vnK1Us4c/4UNu0b4fO/fBmvW3hbgWDk+/btA/Kvwz+/azHP7Rjgm49t4e0nJawK23pHuWPtFh568VBK7DuXzOKua09L/fzim4OcOqfdVim47777YN8+rp+ZP86lrdHL5Utnc9+67ewbDjASjPLCrkFGQ1FmtNax5sYVjt13hbjm9DmcNred99z7FBd/80/ceP5x/K+Lj2ffUJA9gwHOnD+lahVrFUUpDSmWAy8ibmAzcBHQAzwLvN8Y82pam5uAJcaYG0XkfcBVxpj3Fup3+fLlZsOGDTnv946E8LldDAcjtDZ4aa7zFAyYLAVjDK/vG+GHT+3kv5/vIRKL81eLprN4disnzmqlqc5DnceFz+NiNBhlV7+f3YMB1m/v5y+7h6j3uLho8UxaGxKFvu77xWME2u2zOlwCx01r5h0nz+SSk2exeHYrewYDPPXGQb76m9c5MBLiLQs6efHNQbweF0/+01/lt3hccAEXbNwIS5fy+OOP2zYZDka47D+eoHckxMIZLby+d5hQNJ7T7un/c2FOxcnEEBcAkOo9zzhFSfZjXZ/qt5T+HMib/9LkeNYb5crhAGMMX/rVq/zPS3tZPLuV719/RuHNrIhcd/1hK197dBM/u2kFB4aDfOXXr7N7MEBnc11OgbhbLz2Bj741v7J6QXvCmvD4YH7Xzc9f6OETq1/kkxcdz/J5Hfztfc8Sisap97pwizCWrDB62tx2vnXd6bTWeznpXx7lxvOP5dNvzy3JfsEFF8DGjTy+dGnBdR8YC/PpNS/x2t5h/OEozfUeLjxhBv90yQkFrX7l8MfNvXzxoVfY1jdGZ3Nd6iFjZms901rqOHdBJ0u721na3W77ezEREZHnjDHLD/c8FKVcnFg8zgS2GmO2AYjIT4ArgFfT2lwBfCH5eg1wp4iIKaDVbNk/yhV3PcmURi8uEd7oTZz7YRdp3+hz01yXCIjrbE4cLuaShPnZJUI4FmfxrFamtyaCzzbs6Ofl3UN0NPpoqvOwvW+MBq+b7QfHEoqNx8U1p8/hI2+Zz3HTnAUDbj0wyud/8TKPbzrAUCBxLLi0dtOy73n+9w3XsXBGC0KizsXW3lGuPq0rp1bF7PYG/vr0ObxzySw+sXojv355H4tntbLqqpMr/oPbWu/lHy9cyCcffJFN+4Y5bloz2/vGuPq0LuLG4HG5OG3e5PnjOhkQEf7lspP4l8sKxzU45YNnz+N7T2zn6rvXAYnTXL93/Rksm9vBt//4Br99dT+haJxvX3c6C6vgOrhyaRePb+rlG49tBhJl5O//yFnMaK1nLHl2zC837uFrj27i5h89z00XLCAWN5w6p3Dxt2J0NPn4zodqs2+ef/w0fv+pC/jlxt38/IXdnH3sVIxJlPvfNxTkP/+8LZUNdty0Ji5ePJMGn5vdgwFGg1EsPXI0GGUkGCUaj+N2CX2jYUTAJYIADT43LhFaG7wMBSI0+dwc09lEV3sDbpcwu72BkWCE53YO0FznYcAfodHrZmqzjw07BxgJRmmuc1PncTMUiNA/Fqaz2cfS7nYWzmihvdHLrn4/kagWS1MmP04Ujy7gzbSfe4Cz8rUxxkRFZAiYCuQ9Ecrlgkavm/3DIUZDUU5Kxh5ce9ZcYnHD9JY6RkOJU1fHQolf+v6xML2jIfrHwsSNIW4MsXgiRuOxtAqUIjC/s4lAJM5wIJIoSS1wzrFTOXfBVC48cUbJp7MumN7MAx89G0ikFI4Go1x+6UUIcN05n0+1c1IYqd7r5u4PnMaLPUMsmtFStae8q5Z1sWhmSyqAtJoHoCnjT1uDlwdvPIf/enon23rH+I9rl9GazOL45MWLUi6YaiEifPHyk3ipZ4jZ7fV8871LU+Xem+o8NNV5+PBb5tPR5OUTq1/kb+97lq72hrIK0B1urljaxRU2rrBBf5jtfWOsfvZNtveNcdfjWzEGpjT58LoFYxK/r/VeF1OafDR43PjDsdTfK2Mgbgz+cIxgJEb/WIi2Bi8jwSi/eGE3/qxzaTqbfYyFYsSNwed24Y8k+prS5CUWN4yFo7Q3epnZVs/B0RBrnutJWZ4A9NdZORJwonjYfdWz1W4nbRCRjwIfBZg7d25qI68UYwyhaJz+sTCjoSgz2+pTf7DHA7dLaGv02grtFBEpmJVQbp8nzW7L+FmZXBw3rblqFhQntDf6+MOnLijY5qplc/C4XKx74yAfPveYvCmtk5H2Rh/L5vpYNrcDSCgidR531R4GhvwR4sbQNxqi3utmTkcDsfihgOFILF4wVsoYw56hIEP+CHOnNmKMofUreZsryqTAieLRA6SnSswBsg9ksNr0iIgHaANycjuNMd8Gvg2JGI9yJmyHiFDvdZdV/llRlOJcdupsLjt19uGexrhT7ZLrbcmD9NLTtD3uQw8EbldhBUdE6GpvyAhqV5TJjhPF41lgoYjMB3YD7wOuzWrzEPAh4CngGuD3heI7jhQeeeSR2o11yikwjuOlZLn00vHpt9TrypR3vOSoFuN9HzPGqTGPPPIIvP3tNR9XUZTJRVHFIxmz8THgURLptN8zxrwiIl8CNhhjHgK+C9wvIltJWDreN56Tnig0Nlae9ud4LLcbxnG88ZKl3H7LlbeW96Qcxvs+ZoxTYxobG+EwjKsoyuTCUR0PY8wjwCNZ7/1z2usg8O7qTm3ic/fddwNw0003jf9Yu3fD3XeP21gpWcar3xLnXa684yVHtRjv+5gxDrVdh7vvvht27+amruL1TBRFOXrRkukV8OCDD/Lggw/WZqze3nEda7xkKbffcuWt5T0ph/G+jxnj9PaO+zgZYz74YM3HVBRl8qGKh6IoiqIoNUMVD0VRFEVRaoYqHoqiKIqi1AxVPBRFURRFqRlFD4kbt4FFRoBNh2XwiUcnBcrLH2XoWhxC1+IQuhaHWGSMqfywHkU5TDhKpx0nNukJiwlEZIOuRQJdi0PoWhxC1+IQIpJ7rLeiTCLU1aIoiqIoSs1QxUNRFEVRlJpxOBWPbx/GsScauhaH0LU4hK7FIXQtDqFroUxqDltwqaIoiqIoRx/qalEURVEUpWao4qEoiqIoSs2omeIhIlNE5DER2ZL8v6NA21YR2S0id9ZqfrXEyVqIyDwReU5ENorIKyJy4+GY63jjcC2WishTyXV4SUTeezjmOt44/R0Rkd+IyKCI/KrWcxxvROQSEdkkIltF5DM2n9eJyOrk58+IyDG1n2VtcLAWbxWR50UkKiLXHI45Kko51NLi8Rngd8aYhcDvkj/n4/8Cf6zJrA4PTtZiL7DCGLMUOAv4jIjMruEca4WTtfADf2OMOQm4BLhDRNprOMda4fR35GvAdTWbVY0QETdwF/AOYDHwfhFZnNXsI8CAMWYB8E3gq7WdZW1wuBa7gOuBH9d2dopSGbVUPK4AfpB8/QPgSrtGInI6MAP4bY3mdTgouhbGmLAxJpT8sY4j1y3mZC02G2O2JF/vAQ4A02o2w9rh6HfEGPM7YKRWk6ohZwJbjTHbjDFh4Cck1iSd9DVaA1woIlLDOdaKomthjNlhjHkJiB+OCSpKudRyM5thjNkLkPx/enYDEXEBtwOfruG8DgdF1wJARLpF5CXgTeCryU33SMPRWliIyJmAD3ijBnOrNSWtxRFIF4nvukVP8j3bNsaYKDAETK3J7GqLk7VQlElJVUumi8haYKbNR5912MVNwCPGmDcn+0NMFdYCY8ybwJKki+UXIrLGGLO/WnOsFdVYi2Q/s4D7gQ8ZYyblU1611uIIxe6XPjvf30mbI4GjRU7lKKSqiocxZmW+z0Rkv4jMMsbsTW4gB2yanQOcJyI3Ac2AT0RGjTGF4kEmJFVYi/S+9ojIK8B5JMzLk4pqrIWItAL/A3zOGPP0OE113Knm9+IIpAfoTvt5DpBt5bPa9IiIB2gD+mszvZriZC0UZVJSS1fLQ8CHkq8/BPwyu4Ex5gPGmLnGmGOATwE/nIxKhwOKroWIzBGRhuTrDuBcjszTfJ2shQ/4OYnvw09rOLdaU3QtjnCeBRaKyPzkPX8fiTVJJ32NrgF+b47MKohO1kJRJifGmJr8I+GH/R2wJfn/lOT7y4Hv2LS/HrizVvOr5T8nawFcBLwEvJj8/6OHe96HcS0+CESAjWn/lh7uuR+OtUj+/GegFwiQeDJ+++GeexXX4FJgM4kYns8m3/sScHnydT3wU2ArsB449nDP+TCuxRnJ+z8GHAReOdxz1n/6z8k/LZmuKIqiKErNOFJTNBVFURRFmYCo4qEoiqIoSs1QxUNRFEVRlJqhioeiKIqiKDVDFQ9FURRFUWpGVQuIKcp4IyIx4C9pb11pjNlxmKajKIqilIim0yqTimQl2+YCn3tM4gwPRVEUZQKirhZl0iMi14vIT0XkYZKnGovIp0XkWRF5SUS+mNb2syKySUTWisgDIvKp5PuPi8jy5OtOEdmRfO0Wka+l9XVD8v0LktesEZHXReRH1impInKGiKwTkRdFZL2ItIjIn0Vkado8nhSRJbVaI0VRlImCulqUyUaDiGxMvt5ujLkq+focYIkxpl9ELgYWkjhaXICHROStJCo8vg9YRuK7/zzwXJHxPgIMGWPOEJE64EkR+W3ys2XASSTO0HgSOFdE1gOrgfcaY55NnjETAL5DohrvLSJyPFBnEkeaK4qiHFWo4qFMNgLGmKU27z9mjLEOC7s4+e+F5M/NJBSRFuDnxhg/gIg4OfviYhInBF+T/Lkt2VcYWG+M6Un2tRE4hsQx7XuNMc8CGGOGk5//FPi8iHwa+DBwn1OBFUVRjiRU8VCOFMbSXgvwZWPMvekNROQW8h8tHuWQ67E+q6+PG2MezerrAiCU9laMxO+T2I1hjPGLyGPAFcB7SJy/oiiKctShMR7KkcijwIdFpBlARLpEZDrwJ+AqEWkQkRbgsrRrdgCnJ19fk9XXP4iIN9nX8SLSVGDs14HZInJGsn1L8vh2SLhb/h14Ns06oyiKclShFg/liMMY81sRORF4KhnvOQp80BjzvIisJnG67U4Sp7xafB14UESuA36f9v53SLhQnk8Gj/YCVxYYOywi7wX+Q0QaSMR3rARGjTHPicgw8P0qiaooijLp0HRa5ahFRL5AQiH4eo3Gmw08DpxgjInXYkxFUZSJhrpaFKUGiMjfAM8An1WlQ1GUoxm1eCiKoiiKUjPU4qEoiqIoSs1QxUNRFEVRlJqhioeiKIqiKDVDFQ9FURRFUWqGKh6KoiiKotSM/w/uqvsX9kxu1AAAAABJRU5ErkJggg==
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<h3 id="0dB">0dB<a class="anchor-link" href="#0dB">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_0dB</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency representation&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">f_model</span> <span class="o">=</span> <span class="n">f_estimate_0dB</span><span class="p">[</span><span class="n">f_estimate_0dB</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">f_model</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Estimated frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;True frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;0dB&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center left&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1c1e709ac8&gt;</pre>
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<h3 id="Impact-of-the-noise">Impact of the noise<a class="anchor-link" href="#Impact-of-the-noise">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idx</span> <span class="o">=</span> <span class="mi">13</span>
<span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
    <span class="n">fr_0dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_0dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">fr_10dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_10dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">fr_50dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_50dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_50dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;50dB&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_10dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;10dB&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_0dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;0dB&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mf">0.</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;center left&#39;</span><span class="p">,</span> <span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">))</span>
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<h3 id="Comparison-with-other-methods">Comparison with other methods<a class="anchor-link" href="#Comparison-with-other-methods">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idx</span> <span class="o">=</span> <span class="mi">13</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">signal_50dB_c</span> <span class="o">=</span> <span class="n">signal_50dB</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">+</span> <span class="mi">1</span><span class="n">j</span> <span class="o">*</span> <span class="n">signal_50dB</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span>
<span class="n">signal_10dB_c</span> <span class="o">=</span> <span class="n">signal_10dB</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span><span class="o">+</span> <span class="mi">1</span><span class="n">j</span> <span class="o">*</span> <span class="n">signal_10dB</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
    <span class="n">fr_10dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_10dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">fr_50dB</span> <span class="o">=</span> <span class="n">fr_module</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">tensor</span><span class="p">(</span><span class="n">signal_50dB</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">]))[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">music_fr_10dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">music</span><span class="p">(</span><span class="n">signal_10dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">],</span> <span class="n">xgrid</span><span class="p">,</span> <span class="n">nfreq</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">periodogram_10dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">periodogram</span><span class="p">(</span><span class="n">signal_10dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">],</span> <span class="n">xgrid</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">music_fr_50dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">music</span><span class="p">(</span><span class="n">signal_50dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">],</span> <span class="n">xgrid</span><span class="p">,</span> <span class="n">nfreq</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">periodogram_50dB</span> <span class="o">=</span> <span class="n">fr</span><span class="o">.</span><span class="n">periodogram</span><span class="p">(</span><span class="n">signal_50dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="kc">None</span><span class="p">],</span> <span class="n">xgrid</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>

<span class="n">fr_10dB</span> <span class="o">=</span> <span class="n">fr_10dB</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
<span class="n">fr_50dB</span> <span class="o">=</span> <span class="n">fr_50dB</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span>
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<h4 id="Note:">Note:<a class="anchor-link" href="#Note:">&#182;</a></h4><p>The following code requires <code>matlab.engine</code> to work. Please refer <a href="https://www.mathworks.com/help/matlab/matlab_external/install-the-matlab-engine-for-python.html">https://www.mathworks.com/help/matlab/matlab_external/install-the-matlab-engine-for-python.html</a> for detailed installation instructions. Run</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cbl</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">cbl</span><span class="p">:</span>
    <span class="kn">import</span> <span class="nn">sys</span>
<span class="c1">#     sys.path.append(&#39;/usr/local/lib/python3.5/dist-packages/&#39;)</span>
    <span class="kn">import</span> <span class="nn">matlab.engine</span>
    <span class="n">eng</span> <span class="o">=</span> <span class="n">matlab</span><span class="o">.</span><span class="n">engine</span><span class="o">.</span><span class="n">start_matlab</span><span class="p">()</span>
    <span class="n">eng</span><span class="o">.</span><span class="n">cd</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;cblasso&#39;</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">cbl</span><span class="p">:</span>
    <span class="n">res_10dB</span> <span class="o">=</span> <span class="n">eng</span><span class="o">.</span><span class="n">polynomial</span><span class="p">(</span><span class="n">matlab</span><span class="o">.</span><span class="n">double</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">signal_10dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">]),</span> <span class="n">is_complex</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
    <span class="n">res_10dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">res_10dB</span><span class="p">)</span>
    <span class="n">cbl_10dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">roll</span><span class="p">(</span><span class="n">res_10dB</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">fr_module</span><span class="o">.</span><span class="n">fr_size</span><span class="o">//</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">res_50dB</span> <span class="o">=</span> <span class="n">eng</span><span class="o">.</span><span class="n">polynomial</span><span class="p">(</span><span class="n">matlab</span><span class="o">.</span><span class="n">double</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">signal_50dB_c</span><span class="p">[</span><span class="n">idx</span><span class="p">]),</span> <span class="n">is_complex</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
    <span class="n">res_50dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">res_50dB</span><span class="p">)</span>
    <span class="n">cbl_50dB</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">roll</span><span class="p">(</span><span class="n">res_50dB</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">fr_module</span><span class="o">.</span><span class="n">fr_size</span><span class="o">//</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">grid</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">roll</span><span class="p">(</span><span class="n">res_50dB</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">fr_module</span><span class="o">.</span><span class="n">fr_size</span><span class="o">//</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">grid</span><span class="p">[</span><span class="n">grid</span> <span class="o">&gt;=</span> <span class="mf">0.5</span><span class="p">]</span> <span class="o">-=</span> <span class="mi">1</span>
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<h1 id="50dB">50dB<a class="anchor-link" href="#50dB">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">periodogram_50dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Periodogram&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Periodogram&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">music_fr_50dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;MUSIC&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;MUSIC&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="k">if</span> <span class="n">cbl</span><span class="p">:</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">cbl_50dB</span><span class="p">),</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;CBLasso&#39;</span><span class="p">)</span>
    <span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
    <span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CBLasso&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_50dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;FR module&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;FR module&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h1 id="10dB">10dB<a class="anchor-link" href="#10dB">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">periodogram_10dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Periodogram&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Periodogram&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">music_fr_10dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;MUSIC&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;MUSIC&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="k">if</span> <span class="n">cbl</span><span class="p">:</span>
    <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">grid</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">cbl_10dB</span><span class="p">),</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;CBLasso&#39;</span><span class="p">)</span>
    <span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
    <span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;CBLasso&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xgrid</span><span class="p">,</span> <span class="n">fr_10dB</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;DeepFreq&#39;</span><span class="p">)</span>
<span class="n">ylim</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
<span class="n">ff</span> <span class="o">=</span> <span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">][</span><span class="n">f</span><span class="p">[</span><span class="n">idx</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">vlines</span><span class="p">(</span><span class="n">ff</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">ymax</span><span class="o">=</span><span class="n">ylim</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">ylim</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;FR module&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

    </div>
</div>
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VOFpIzg8QXw+IJUlhQyadIRAHy6ehcA7W5vSgY/m3obwaw+Vo7HjOxcm+d4RO8iDXP++edz7bXX4nK5OOOMMw55/fLLL+fyyy+nubmZ884776DXjFQHja6WOX78+EjlyeXLl7NmzRqqq6t59dVX2bhxI++//z5KKc466yzefPNNSktLeeKJJ/jggw/w+/3MmDGDmTNnJuzvT3/6E5WVlaxYsYKenh6OP/54TjvtNAA++OADPvnkE0aMGMHxxx/P22+/zZw5c1i0aBFLly5l9uzZdHR0UFJSwpVXXsmSJUtYvHgxGzZsoKenJ6eMPWTG4O8EorfajQJ2x7pQKfUg8CDArFmz4peyGwA899xzAJx55pmW99XRG6uvLCmM9Fs5cS5AynH8bOptBLP6WDkeM7JzbZ7NEK70mKkwS7yQzqmnnkp1dTUAr776Kq+++mqkjn1XVxcbN26ks7OTc845J7IZzEiN+VdffZU1a9bw9NNPA6ECaBs3bsThcDBnzhxGjRoFEFlPqKyspL6+PlKqOZyO+tWvfpU77riDn//85zz00ENcfvnl5ibCAjLxDj0LXCciTwBzgXYdv4df/OIXQHY+0G29Rr3KWcg9vf3+6pGQV5Sqwc+m3kYwq4+V4zEjO9fmOR6JPHKn00lDQ0Pc8si1tbUZrfcfXYZYKcXNN9/M1VdffdA1ixcvjlvS2G63EwwGASIli8Oy7r33Xr7whS8cdH1DQ0OkhDGEFpP9fj9KqZh9OJ1OTj31VP72t7/x5JNPRk7dyiWMpGU+DiwHJonIThG5QkT+Q0T+o/eSF4EtwCbgD8C1lmmriUmbq9fglxzIww9n7OhMHc1A5Atf+AIPPfRQpOjYrl27aGxs5MQTT+SZZ57B7XbT2dkZ+SUFocJoq1atAoh482FZ999/Pz5f6LOyYcMGurvjnxg3efJkdu/ezYoVKwDo7OyM/Mq58sor+da3vsXs2bMjv0ZyCSNZOl9L8roCvpExjTQp0x4V0gkTMfgubfA1A4/TTjuNdevWcdxxxwGh82Ife+wxZsyYwaJFi5g+fTpjx47lhBNOiLS58cYbOf/883n00Uf5t3/7t8jzV155JVu3bmXGjBkopairq4ucbhULh8PB0qVL+eY3v4nb7aakpIRly5ZRVlbGzJkzqaioiFmJMxfQuU0DgK6ekFEvKz7wdlZEPPzsnKSj0WSKWKWCwwvB0YTPme3LD37wA37wgx8AB5chnjx5MmvWrIk8Dpe3KCgo4O677+buu+8+SE7f0se//e1vI3/Pnj075uEmu3fvJhgMRhZ9cw2doD0A6OoJHSJdWnTgmLdCWwGlDpsO6Wg0WeKRRx5h7ty53HXXXRQU5KZp1R6+RTz66KNZ66u7J+TFlxXZD+q3tMgeec0o2dTbCGb1sXI8ZmTn2jybIfoA71yj70EjVnLppZdy6aWXZq2/dNAG3yKyeShEd4+fAoGSQttB/ZYV2+nypmbwc+0wC7P6WDkeM7JzbZ6jiZeFEg+Hw5H8Ik3KJDqEPV1y83fHAGDp0qUsXbo0K311evyUFtkRkYP6LSuy0+VJzeBnU28jmNXHyvGYkZ1r8xymuLiYlpaWlIxNa2srra2tFmo1+FBK0dLSQnFxcUblag/fIu6/P1RDLtYZnJmmu8dPWZH9kH5LHamHdLKptxHM6mPleMzIzrV5DjNq1Ch27txJU1OT4TZ79+4FYPjw4VapNSgpLi6ObPrKFNrgDwC6vSEPvy+lRXZ27nf1g0aafKWwsDDlmPw111wDGCuboOlfdEhnANDVE4hp8MuL7XSl6OFrNJqBizb4A4Auj4+yqJTMMKVFtpRDOhqNZuCiDf4AoLsnEInhRxNKywz0g0YajSYX0TF8i4iu1WE1XT0HYvjR/ZY57HgDQXr8AYrsh/4CiEU29TaCWX2sHI8Z2bk2z2YYSGMZ6GiDbxG1tbVZ66vbeyBLJ7rfcKmF7h7jBj+behvBrD5WjseM7FybZzMMpLEMdHRIxyKWLFnCkiVLLO9HKUWX54CHH91v+LlU4vjZ0tsoZvWxcjxmZOfaPJthII1loKMNvkVk60PQ4w/iD6qIhx/db/i5VDJ1cu3Dqw1+7jOQxjLQ0QY/z4muo9OXsjQ8fI1GM3DRBj/P6Y5UyoydpQPQqQ2+RqNBG/y8pzNcCz9GHr728DUaTTTa4Oc5iT18W+812uBrNBqdlmkZL774Ylb66RvDj+63vCh06lVnChUzs6W3UczqY+V4zMjOtXk2w0Aay0BHG3yLcDqdWemnq4/Bj+73gIdvfLdttvQ2ill9rByPGdm5Ns9mGEhjGejokI5F3Hfffdx3332W9xM2+OGQTnS/dlsBRfYCulM4BCVbehvFrD5WjseM7FybZzMMpLEMdLTBt4gnn3ySJ5980vJ+uvsY/L79ploxM1t6G8WsPlaOx4zsXJtnMwyksQx0tMHPcyIeviN26YTSNE690mg0AxNt8POc7h4/JYU27LbYb2U6p15pNJqBiTb4eU50pcxYlBXpQ1A0Gk0IbfDznFAt/PiVMMuK7Skt2mo0moGLpHI6fSaZNWuWWrlyZb/0PZC48n9WsqvNzUvXnxDz9W8+/gEf7Wyj4b9OzrJmGo3GCkRklVJqVjpttYef57h9fpxxFmwhVHKhS596pdFoMGjwRWShiKwXkU0i8r0Yr48RkX+IyAciskZEzsi8qvnFPffcwz333GN5Py5vgJLCAwa/b79Ohx13CiGdbOltFLP6WDkeM7JzbZ7NMJDGMtBJavBFxAb8DjgdmAJ8TUSm9LnsFuBJpdTngAuAQb8L4/nnn+f555+3vB+3N0BJlIfft99Shw2XL4DR0F229DaKWX2sHI8Z2bk2z2YYSGMZ6Bjx8OcAm5RSW5RSXuAJ4Ow+1yigovfvSmB35lTUJMLtCyQM6ZQ47CgFHl8wi1ppNJpcxIjBHwnsiHq8s/e5aG4DLhaRncCLwDdjCRKRq0RkpYisbGpqSkNdTV9c3sQGP1JPR2fqaDSDHiMGX2I81zc+8DVgiVJqFHAG8KiIHCJbKfWgUmqWUmpWXV1d6tpqDsHtDVBcGN/gOx2hHH2XXrjVaAY9Rqpl7gRGRz0exaEhmyuAhQBKqeUiUgzUAo2ZUDIfKSkpsbwPpdQhIZ2+/YZfM+rhZ0PvVDCrj5XjMSM71+bZDANpLAMdIwZ/BTBBRMYDuwgtyl7Y55rtwCnAEhE5EigGBnXM5qWXXrK8D28gSCCoIl58rH7DBt/lNebhZ0PvVDCrj5XjMSM71+bZDANpLAOdpCEdpZQfuA54BVhHKBvnExG5XUTO6r3sP4H/JyIfAo8Dl6v+2tE1iHD3GvFEIZ1w2QWXjuFrNIMeQwegKKVeJLQYG/3crVF/rwWOz6xq+c0dd9wBwA9/+EPL+gh77dEhnb79RkI6BmP42dA7FczqY+V4zMjOtXk2w0Aay0BH77S1iNdee43XXnvN0j7cvkMNft9+I4u2Bj38bOidCmb1sXI8ZmTn2jybYSCNZaCjDX4eEw7plCQK6aQYw9doNAMXbfDzmLARL0mQh+/UMXyNRtOLNvh5TNiIJ9xpW5j6QeYajWZgYmjRVpM6NTU1lvfh8YVDOgfexr792gqE4sKCSLw/GdnQOxXM6mPleMzIzrV5NsNAGstAR9fDz2P+8q+dfOfJD2m4cT7jakvjXjfzjr+z8Ojh3HXO1Cxqp9ForEDXwx+kGInhAziLbHrRVqPRaINvFTfffDM333yzpX1EQjpRBj9Wv85C4weZZ0PvVDCrj5XjMSM71+bZDANpLAMdHcO3iOXLl1vehytGWmasfp1FNsMx/GzonQpm9bFyPGZk59o8m2EgjWWgoz38PMblDVBoEwptid/GUodxD1+j0QxctMHPY9xef8JNV2GcDh3D12g02uDnNaHSyMmjck6HTR+AkmMo5JBDJTQaq9ExfIsYNWqU5X3EOu0qVr/OInukDEMysqF3KpjVx8rxpCvb7Q3QNOMKSvxdKKUQiXXGUP6Qa/eMJj46Dz+PuWLJCva0e3jx+hMSXnfXC2t57N3trLtjYZY00yTi/obN/PTlTwH4n3+fw0kT9elvGuPoPPxBSrLzbMM4HXbcvgDBoA4i5ALvbmlhfG0phTbhnc3N/a2OZhChDb5F3HDDDdxwww2W9uH2BQ7ZdBWr3/CXgpHUzGzonQpm9bFyPOnIDgYV/9q+H7V3PWW+/fxr235LdMsmuXbPaOKjY/gWsXr1asv7cHsDDKsoStpvuGJmt9cfOQErHtnQOxXM6mPleNKRvaW5m06PH8e2jwg461jjqCYQVNgK8jeOn2v3jCY+2sPPY1w+Y2mZkZr4umJmv7O1uRuAQncLha5mevxBdre5+1krzWBBG/w8xu0NUmIwLRPQqZk5wLZWFwCFnjYKPaFwzrYWV3+qpBlEaIOfx7i9fsOLtqHrtYff3+xodVFWZKfA78be0wbA1pbuftZKM1jQMXyLmDhxoqXylVK4fIdm6cTqt7Qo7OEnN/hW650qZvWxcjzpyN7W0s2YaiejJk5EAU32ArblucHPtXtGEx+dh5+neHwBJv/wZf7rC5P4xslHJLx23Z4OTv/1W9x/0QxOn1qfJQ01sVjwyzc4oq6MBy6ZCcCpv3yD8bWlPHhpWmnVmkGIzsMfhITDM8ZCOsY9fI217Gv3MLyyOPJ4eGUx+zo8/aiRZjChQzoWcdVVVwHw4IMPWiLf5Ytt8GP1eyCGn3zR1mq9U8WsPlaOJ1XZLq+fzh4/wyqKI22Hn/oNNuzrzLhu2STX7hlNfLTBt4gNGzZYKj9svIv7pGXG6jeVGL7VeqeKWX2sHE+qshs7egAYWl4UaXvmecU0dfbkdS5+rt0zmvjokE6e4oqEdJJ/ZxfbbYiAS9fE71fCoZthFQdCOsMqigkqaO7q6S+1NIMIbfDzlFRi+AUFQkmhTcfw+5nGzpBRj94dHTb+e9t1HF9jPYYMvogsFJH1IrJJRL4X55rzRWStiHwiIv+bWTU1fXHFOM82EU6HXR+C0s+EPfyh5VGLtmGDrxduNVkgaTxARGzA74BTgZ3AChF5Vim1NuqaCcDNwPFKqf0iMtQqhfOF6dOnWyrfHeM820T9lhbZcBlYtLVa71Qxq4+V40lVdlNXDw5bARUl9kjbuvKQt9/S5c24ftki1+4ZTXyMLNrOATYppbYAiMgTwNnA2qhr/h/wO6XUfgClVGOmFc03Fi9ebKl8V5yQTrx+SwptdBuopWO13qliVh8rx5Oq7LZuH0NKCxGRSNsef+g9ae3O3xh+rt0zmvgYCemMBHZEPd7Z+1w0E4GJIvK2iLwrIjFP2hCRq0RkpYisbGpqSk9jDXCg1LHRkE5pkR23Ty/a9ietLi9DnI6Dniuy2ygrstPSnb8eviZ/MGLwY+WK9d2eawcmAPOBrwF/FJGqQxop9aBSapZSalZd3cA+5efiiy/m4osvtkx+OC2zb5ZOvH6dDmMevtV6p4pZfawcT6qy26IMfnTb6lIHrXls8HPtntHEx0hIZycwOurxKGB3jGveVUr5gM9EZD2hL4AVGdEyD9m5c6el8l1xYvjx+i112A3t6LRa71Qxq4+V40lV9n6Xj4nDyg5pm+8GP9fuGU18jHj4K4AJIjJeRBzABcCzfa75K3AygIjUEgrxbMmkopqDcfsCOOwFhjfrGPXwNdaxv9tLVZ+QDkBNnht8Tf6Q1OArpfzAdcArwDrgSaXUJyJyu4ic1XvZK0CLiKwF/gH8l1KqxSqlNaEsHSM5+GGcRTZDRxxqrCEYVLS5fVTHMPj57uFr8gdDpRWUUi8CL/Z57taovxXwnd5/mizg8gYMnXYVptRhp1vvtO03Oj1+AkFFlbPwkNeqSx20dHtRSiGSn+UVNPmBrqVjEccdd5yl8t3eQw8wT9Sv02Gnxx/EHwhit8X/YWe13qliVh8rx5OK7P2ukAcfXrSNbltd6sDrD9LtDVCW5MzhXCTX7hlNfHQ9/Dzl35esoLHTw/PfPMHQ9X94cwt3vbiONbedRkXxoV6mxlr+tX0/X7nvHR6+fDYnTz54X+JTK3fwX0+v4a3vnszoamc/aajJF3Q9/EGIy+vHWWjcG3T2VszUxxz2D229Hn6skE5NWcjr17n4GqvRBt8izj33XBc9ym0AACAASURBVM4991zL5Lu9AYpjhHTi9Vvam6+fLI5vtd6pYlYfK8eTiuzWbh9wIKQT3ba6tKj3mvzcbZtr94wmPvkXMMwTWlqsTVJyeQPUVx5q8OP1G87oSVZAzWq9U8WsPlaOJxXZYQ9/SKnjkLY14efytJ5Ort0zmvhoDz9Pccc4wDwR4R25umJm/7Df5cVWIFQUH+pjhb8EdGqmxmq0wc9T4mXpxMMZOfVKp2b2B63dPoY4C2OmXZY6bDjsBbS6tMHXWIs2+HlKOnn4AC6927ZfaHPF3mULICKh3bZ5GtLR5A86hm8Rp5xyimWylVJxQzrx+g1fm8zDt1LvdDCrj5XjSUV2a7eXIVEZOn3b5vNu21y7ZzTx0Xn4eYjbG+DIW1/mpoWTuWb+4YbatHT1MPPOZfz4rKO4bN44axXUHMIXfvUmY2qc/OHS2OnTF/3xXXp8QZ6+Zl6WNdPkGzoPf5DhipRGTiGk07uDU8fw+4d2t4+qkvgb3qpKHLS5fVnUSDMY0QbfIk4//XROP/10S2THK42cqN8iewEFkjyGb6Xe6WBWHyvHk4rsDo+PyiiD37dtpbOQNld+Gvxcu2c08dExfItwu92WyfYkOO0qXr8igtNhT+rhW6l3OpjVx8rxGJXtCwRxeQNURBn8vm2rSgppd+dnAbVcu2c08dEefh4S7zzbZDgdNl1aoR/o6A3VxMrBD1PlLMQXUHqfhMZStMHPQxKFdBJRWmSnWxuUrNPhCf2qqkgSwwd0HF9jKdrg5yHhw8hT2XgFIQ/fpWviZ50DHn58g1/Zm7LZpjdfaSxEx/At4ktf+pJlst3eIHDoAebJ+nU6bElDBlbqnQ5m9bFyPEZld3h6DX6Uh9+3bTiDpz0PF25z7Z7RxEcbfIu48cYbLZPdnSAtM1G/Toc9qQdppd7pYFYfK8djVHaHO/R+RWfp9G0b3oWbjyGdXLtnNPHRIZ08xJ3mom1pkU3H8PuBAx5+4kVbIG9TMzX5gTb4FjF//nzmz59viewDHv6hBiRRvyWF9qQxfCv1Tgez+lg5HqOyY8Xw+7YNe/9t7vyL4efaPaOJjzb4eYjbG0AEigtTe/tKi2y4fNrDzzYdHh+2Akn4i6y40EZxYUFexvA1+YM2+HmIyxvAWWhLeYOO02HX1TL7gQ63n4pie9L3q6rEoUM6GkvRBj8PcXn9OItSX28vddjwBoJ4/UELtNLEo8PjS5iDH6bKWch+nZapsRBt8PMQlze1067ChPP29W7b7NLu9iXMwQ9TWVKYl1k6mvxBp2VaxPnnn2+Z7ESHnyTqN1wx0+XzU0lsA2Sl3ulgVh8rx2NUdof74MJp8dpWOQvZ2uzKiG7ZJNfuGU18tMG3iGuvvdYy2S6vP2K8U+k3cghKgji+lXqng1l9rByPUdkdHj/DK4uTtg2VSG7LiG7ZJNfuGU18dEjHIlwuFy6XNd5aopBOon4jxxwmqJhppd7pYFYfS98Hg7I7YoR0YrWtytMSybl2z2jiY8jgi8hCEVkvIptE5HsJrjtPRJSIpHUay0DijDPO4IwzzrBEtqsnvsFP1G+4TaLyClbqnQ5m9bFyPEZlx1q0jdW20llIjz8YKX+dL+TaPaOJT1KDLyI24HfA6cAU4GsiMiXGdeXAt4D3Mq2k5mBcPn/MTVfJCGf2JPLwNZmlxx/A4wsmLI0cJlIxMw+9fE1+YMTDnwNsUkptUUp5gSeAs2NcdwfwM8CTQf00MXCnmaVTaiCGr8ksnQZKI4eJlFfIw922mvzAiMEfCeyIeryz97kIIvI5YLRS6vlEgkTkKhFZKSIrm5qaUlZWE6I7QUgnESWRkI728LNFuKxC3yydWIQrZmoPX2MVRgx+rO2BKvKiSAHwK+A/kwlSSj2olJqllJpVV1dnXEtNhGBQ4fYFKEkjpHNg0VZ7+NkifPhJuYGQTqUuoKaxGCNWYycwOurxKGB31ONy4GigoXfr+HDgWRE5Sym1MlOK5huXX365JXLdvQt6pXE8/ET9OouSL9papXe6mNXHyvEYkR3Pw4/VNlwiuT3PQjq5ds9o4mPE4K8AJojIeGAXcAFwYfhFpVQ7UBt+LCINwI2D2diDdR+CZOfZJurXYSvAXiB0J6iYmWsf3nw3+O1xTruKafDzNKSTa/eMJj5JQzpKKT9wHfAKsA54Uin1iYjcLiJnWa1gvtLc3Exzc3PG5R6ohR/7uzpRvyJCSZJTr6zSO13M6mPleIzIjnXaVby2ToeNQpvkXXmFXLtnNPExFAhWSr0IvNjnuVvjXDvfvFr5z3nnnQdAQ0NDRuUmOu3KSL+lDnvCRVur9E4Xs/pYOR4jssOnXfX18GO1FREq87BiZq7dM5r46J22eUYkpJNGtcxQO33qVTbp8PgotInhswuqnIV5F8PX5A/a4OcZriQefjJKHclPvdJkjnBZBaNnF1SV5Gd5BU1+oA1+nhH28ONVy0xGiUN7+Nmkw+M3tOkqTL7W09HkB9rg5xnhRdt41TKTUeqw6Xr4WSTk4Rt/rypLHJHMHo0m0+jyyBZxzTXXWCI32aJtsn6dRXa6W+NXNrRK73Qxq4+V4zEiO95pV/Hahjz8/Irh59o9o4mPNvgWsWjRIkvkupPk4Sfr11loS3iurVV6p4tZfawcjxHZHW4fI6pKDLetKimk2xvA6w/isOfHD/Bcu2c08cmPOyoP2bFjBzt27Eh+YYqEC5/Fy8NP1m9pUeK0TKv0Thez+lg5HiOyOzz+mMcbxmsbLqCWT2GdXLtnNPHRHr5FXHLJJUDmc5NdPj8OewG2gthZH8n6dfZuvFJKxcwcsUrvdDGrj5XjMSK7w+2jouTQj1m8tpVR5RXqyosyo6jF5No9o4mP9vDzDLc3ELeOjhFKi+z4gwpvIJhBrTSx8PgC9PiDhg4wD5Ov5RU0+YE2+HlGqDRy+j/MwumcieL4mswQr6xCIqp0xUyNhWiDn2e4vP60N10BlIYrZubZMXr5yIGyCsa/oIf0hnTyrZ6OJj/QBj/P6OrxU5aCAelL+NeB3m1rPel4+Adq4udXaqYmP9CLthbxn/+Z9DyYtOjq8VOWYNNVsn7DHn683bZW6Z0uZvWxcjzJZHfEKY2cqG15kR1bgeRVlk6u3TOa+GiDbxFnnnmmJXK7PH7qK4vT7rekMLGHb5Xe6WJWHyvHk0x2+LSryhhZOvHahipm5ld5hVy7ZzTx0SEdi1i/fj3r16/PuNxkHn6yfkuTnHplld7pYlYfK8eTTHYiDz9R26qSwryK4efaPaOJj/bwLeLqq68GMp+b3OXxU1YUPyacrN9wDL87zuYrq/ROF7P6WDmeZLITxfATta3Ms/IKuXbPaOKjPfw8IhhUdHnNLtomP9dWkxk63KFNcsUpVjbVJZI1VqENfh7h8gVQKrSwly6l4SwdbfAtp8PjS2nTVZgqp4M2fQiKxgK0wc8jOntDBGY8/JKwh6/TMi0nXlmFZOTboq0mf9AGP4/o6s36SLRomwyHvQCHrUAfgpIF2t3peviFdHr8+HX5C02G0Yu2FnHLLbdkXGZnr1eeyMM30q+zyEZ3HA/fCr3NYFYfK8eTTHaHx09lnE1XidqG6+l0ePxUlzrSVzBL5No9o4mPNvgWsWDBgozLDHv4iWL4RvqtKC6MZJCk0z6bmNXHyvEkk93p9jF6yKG18JO1rQqXV3B588Lg59o9o4mPDulYxOrVq1m9enVGZXYZ8PCN9FtZUhh3J6cVepvBrD5WjieZ7HinXSVrGymvkCe5+Ll2z2jioz18i7jhhhuAzOYmG4nhG+k3kcG3Qm8zmNXHyvEkkq2UosMd+/CTZG3DIZ32PFm4zbV7RhMf7eHnEeEYfnkaC4HRVJYU5o0xyVd6/EG8gWBaWTqRkI5OzdRkGG3w84hMZOlAaOdnPhXnykcSlVVIhj4ERWMV2uDnEV09PpwOW9zjDY1S5QwZfKVUhjTT9CWd0shhKrTB11iEIYMvIgtFZL2IbBKR78V4/TsislZE1ojIayIyNvOqapIVTjNKZUkh/qDSu20tJGys46VlJsJWIFQU2/WvME3GSWo9RMQG/A44FdgJrBCRZ5VSa6Mu+wCYpZRyicg1wM+ARVYonC/cfffdGZfZ6UleR8dIv2Ej1O72UdrnC8QKvc1gVh8rx5NIdmt3KP5e7YydVplMryqnI28KqOXaPaOJjxF3cQ6wSSm1BUBEngDOBiIGXyn1j6jr3wUuzqSS+ci8efMyLrOrx5+0jo6RfqMN/oiqg/PErdDbDGb1sXI8iWSHPfwhpbE9/GR6VTkLac2TkE6u3TOa+BgJ6YwEdkQ93tn7XDyuAF6K9YKIXCUiK0VkZVNTk3Et85B33nmHd955J6Myuwx4+Eb6jTb46bTPJmb1sXI8iWS39nrn8TZOJdOrtqyIlq4e80pmgVy7ZzTxMeLhx1ohjLnaJyIXA7OAk2K9rpR6EHgQYNasWQN6xfD73/8+kOE8/B4/NWVO0/1WJlgUtEJvM5jVx8rxJJK9v9uLw15ASZzSyMn0qisr4uNd7RnR02py7Z7RxMeIwd8JjI56PArY3fciEVkA/AA4SSmVH65JntGZ5PATo4QNfodeFLSM/S4v1U4HIullVNWWO2jp9hIMKgpMZmVpNGGMhHRWABNEZLyIOIALgGejLxCRzwG/B85SSjVmXk0N9MbwTZRGDhPeuq+zQKyjtdvHEBN1cGrLiggEFfvzZOFWkx8kNfhKKT9wHfAKsA54Uin1iYjcLiJn9V72c6AMeEpEVovIs3HEadJEKUVXjz9yJq0Zyhx2CkQbfCvZ7/IyxJn+r7G68iIAmru0wddkDkPuolLqReDFPs/dGvW3LpdnMd3eAIGgSiuvuy8FBaJ321rMfpeXI+sr0m5fWxYy+E2dPUwaXp4ptTSDHF08zSIWL16cUXnhnOyqksRhAqP9xiuglmm9zWJGH48vwFe+fTf73QE2N3VxeF1ZBjVLrNv+bm/cHPxkbSHaw8/95bBcu2c08dEG3yKmT5+eUXmRnZtJwgRG+60qKYxZfjfTepslXX3+tX0/3166mm0tLgD+/NFb/OZr01l4dL3lugWCijZ34hh+snFFe/i5Tq7dM5r46Fo6FrFs2TKWLVuWMXlhb7wqSUjHaL/xQjqZ1tss6ejzt9W7OP+B5fgDim9/rpCfHu/gqJEVfHvph+xodVmuW4fbh1IkjOEnG1dFsR2HvSAvPPxcu2c08dEevkXceeedQOZOAwob52QevtF+K0sK2bnfnXb7bJGqPn98awt3vrCOYw+r5veXzOLs008F4PG/vcTJ9zRwz6vr+fUFn7NUt2SbrhK1DSMi1JUV0ZQHBj/X7hlNfLSHnyeEQzrJYvhGqXIW5k2tFiMopfjZy59y5wvrOGPqcJZ8fc5BC9z1lSVcetw4nvtwN7vbDv2iyyT7e+voDEkQwzdCbXlRXoR0NPmDNvh5QvgwjCoTqX7R1JQW0eb24Q8EMyKvP1FKcecL67ivYTNfmzOGe782g+IYO1wvOTZUxHXpih2HvJZJ9ofr6Jg0+HVlDp2Wqcko2uDnCe0uH0X2gpiGLB1qy4tQ6kBVx3zm7hfX8ad/fsbl88Zx9zlHxz0vYHS1k9njqnn5472W6hPx8OMUTjNKnfbwNRlGG/w8oc3ly5h3D1DbG1/OhxhxIh5dvpU/vPUZlx43lh+dOSVpKYOFRw9n/b5OtjR1pdSPPxDk1U/2snpHW9JrjcTwjVBbVkRrdw+B4IAuO6XJInrR1iJ+//vfZ1TefpfXUPzeaL+1cXZyZlpvsyTS54Pt+7ntubWcMnkoPzrzqJjGvm/7Lxw1nB8/t5ZXPtnHNfON5+Xf+uwn/O972ykQ+MOlszjlyGFxddvf7aUoQeG0WHrFYmhFMUEVysUfVlFsWNdsk2v3jCY+2uBbxKRJkzIqr6XbS01ZcoNvtN9wnnffEryZ1tss8fTp7vHz7aWrGV5RzK8umB43jNO3/YiqEo4ZVcnLn+zlmvmHG9Lh413t/O972/nKjJF8tLOdu15Yx/xJQ+Pq1tjZQ115UcJfG0bmeWRVyMjvanPntMHPtXtGEx8d0rGI5557jueeey5j8lq6eqjpNdKZ6Le298ujb553pvU2Szx9fv3aRra2uPjF+cckPCg8VvuTJw9lzc62SKw9GX/652eUF9m57ayjuH7BBLY0d/Pmhqa4uu3r8CQ10Ebmub4ydDjNnjaPIT37i1y7ZzTx0R6+RfziF78A4Mwzz8yIvOYub8RIZ6LfsiI7RfaCQ0I6mdbbLLH02dzUxUP//IzzZ43i2MNqUm5/woQ6Fi/byDubW/jitMQ7b11eP698spezp4+goriQU6cMo7zIzosf7WHF72LPVWNnDxOGJg4XGZnn8GlkVqeRmiXX7hlNfLSHnwd4fAG6evyRMEwmEBGGVhSxryO3vce+KKW4/bm1lBTa+O7CyWnJOGZUJeXFdv65Kfmpa29uaMLlDXDWMaFD3orsNk45cih/X7cv9ilAQKMBD98IFcV2Sh02drfntsHX5A/a4OcBLb2hhxqTWR99qa8syflwQV9e/7SRNzY0ccOpE9P+ArTbCjjusBre2tiMUokzYN7Y0ER5sZ3Z44ZEnjtxYh1tLh9e59BDrvf4AnR4/JHiZ2YQEUZUlbArxo5ojSYdtMHPA8ILq5n08AFGVBbnlffY4w9w+/NrOWJoGZceN9aUrBMm1LJzvztSXC0WSineWN/E8YfXYrcd+KjM7Q0jeSpGH9KmsSP0Xg3NgMGH0N6BHdrgazKENvh5QHhh1UiWTirUV5Wwr8NDME/yvB9+eyvbWlzc+qUpFNrM3bqfn1AHwFubmuNes6mxi93tHk6aVHfQ8yOrShhT7Yxp8Pf0foEOr8xMVs3YGifbWrqT/hLRaIygF20t4tFHH82YrH29XqORMEEq/Y6oLMYXUDR39TC0N+acSb0zQVifxg4P9762kQVHDuPEiXVJWh3avi/japyMrCrhnxubIiUX+vLGhlCMP1Z/xx1Ww4vdk/mfWx456PmwNz5qSOLD5o3O87iaUlzeAE1dPQwtz83UzFy7ZzTx0QY/Q3h8AZau2EGH28e5M0cxevSh3l+67GlzUyAYWghMpd9w2t+uNnfE4GdS70wwevRogkHF5UtW4AsqbvnikSm3j4WIcMKEWl74aA/+QPCgkE2YNzY0MWFoGSN7s2WiOfbwapau3EGnrfKg53fudyECI6oSv1dG53lsTeiLY1uLK2cNfq7dM5r46JBOBuj0+DjvgXf40bOf8Iu/b+CLv3mLXz38FEuXLs2I/F1tHoaWFxsKYyxdutRwv2N6jcn2qBrxqbTPBkuXLuU/7n2GNzc0ceuXpjCutjTl9vHG8/kJtXR6/KzZ1X7Ia25vgPc+a437a2Lu+FAc//d/ee2g53e0uhlWXkyRPXHNI6PzPK4mNN7PmrqTXttf5No9o4mP9vAzwA+e+ZhP93Ty4CUzOXxoGRf+4V1+t7qHER8tYdGiRabl72l3J/UYw9x///0AhvodU+1EBLZEGZNU2meK7S0ulq7czq79burKiziyvoLpo6uwFxRw14uf0lE/i7Onj+CiuWNSlp1oPMcfXosI/HNjMzPGDDnoteVbmvH6g5wUx+CPqCrB7mnjtY8aD3p+x34Xo6sP/UWQil7RjK52UmQvYP2+zqQy+4v+uGc06aENvkne3dLCsx/u5oYFEzjtqOEA/Or86Vz4x/foGD4rI33safcwZUT6B2LHo7jQxqghJWxp7j/v8dkPd3PjUx8SDCqGVxbT1NlDjz+qZHP9LMr3fsA9Xz09aWG0VBlS6uDoEZX8c2Mz3zplwkGv/X3tPsqK7Mw9rDpu+6LOnbirDkMpFdFtR6sr6WawVLAVCBOHlfPp3o6MydQMXrTBN4FSil++uoFhFUX8x0kH6rLMO6IWZ+sG2kfOpbHTkzD22tzVw0sf7WHUECfzJ9UdYtSUUuxuc7PgyENzvjPBYbVlKVeOzBQvf7yHby9dzcwxQ7j3ws8xrKKYQFCxsbGTNTvbCQYV9956PYWe/RTabrFEh89PqOUPb26hq8dPWVHo4xAIKv6+dh/zJ9UlDM0Ud+ygu+5oNjV2MWFYOe0uH3vaPUwcVp5RHScPL+cf6xuTX6jRJEHH8E3w1sZm3t/aynUnH3FInfoh299AiY3FyzbGbd/m8vKV+97hh3/7hK8vWcEdz6875Jrd7R56/EHG1KQWuzbK4XVlbG7qyvpBKFuauvj20g85ZlQlD399dmRB2lYgTB5ewfmzRnPBnDEUevZbqsdJE+vwBxX/+PSAQV29Yz/NXd7IL7Z4FHfsBODdz1oBIl745PrMGvwj6yto7vKytz2/Nslpcg9t8NNEKcUvXl3PyKoSzp99aJZCoaeN8sYPWbpiB5tjeND+QJBvPv4Be9s9PPLvc7j0uLE89PZnLFu776DrNjWG2k5MUpslXY4ZXYnHF8xqjNgXCHLD0tU47AXcd9FMSov674fm7HHVDKso4m+rd0eee/GjvRTahPmTEqd/2nvasPV08PbGUC5/eA6PHJ7Z8NvMsaH1hZXbWjMqVzP40CGdNFm2rpEPd7bzs3OnxfzZ//TTT9Pa7eMrD63hZy9/yu8vOTie//NX1vPWxmb++ytTOXFiHcceVsPbm5r5+Svr+bfJQynoLfe7sdeITDAYJnj66adTGsf00VUAfLijnaNGVKbcPh0WL9vAmp3t3H/RjKQblMzqk6y9rUD48udG8oc3t7C9xUVtuYOnV+3k1CnDElbhBPi/p5/mJ3//jJfWNeHxBVi5dT+1ZQ6GVSTfL5HKuI4aUYHTYWPl1v18adoIw+2yRTbuGU1m0B5+FEopvP7koQ1/IMg9r6xnXI2Tr8wYGfOa2tpaJo6t5+oTD+OVT/bx/mcHvLO/rd7F79/cwiXHjuWCOaHME4e9gG+dMoH1+zp5+ZMDR/Bt3NdFTanD8OlJtbW11NbWGroWQpk6NaUO3vusJa32Ybp6/PxzYzPLN7fQ4w/Eve6dzc3c17CZRbNGc/rUxJUqzeiTSvt/P3489oICfvzcJ9z5wjra3T6u+Px4Q7LPmjkOlzfAyx/vpWF9I/MnDTW0uJzKuOy2AmaNq6ZhfWNO7rg1+x5pQiil2NPu5qOd7azf20lXjz/jfQwoD9/l9bNq23427utCAWOrncweX01lSWJPbX+3l4ff2cqf391GS7eXEZXFXHTsWC6bNy6ykBfNo+9uY/2+Th64eGbMDTsAS5YsAeCKCy/myVU7+PbS1fzv/5vL1hYX3316DXPGVfPDL005qM2Xpo3gN69tZPGyDXzhqOHYCoRV2/dz1MjKGD3EJtzv5Zdfbuh6EeGUI4fy4kd78fgCPPHnR1NqHwgq7m/YxO/+sRm3L2Toa0odXHrcOK468TBKHAd+/Wxt7ubaP/+Lw2pLufXMKfFEmhpPOu2HVRTz3YWTuPOF0BrKhXPHMHNs/OycaNlBBYfVjuOGpasBOHXKsIzpFc3Co4bz/Wc+Yt2eTlMZWx5fgCdX7uAfnzayu81DcWEB00dX8cVpI5g9bkhamVBm36PBzoc72nj03W00rG88pFz5xGFlLDhyGAuPHs7UkZWmM9XEiMcgIguBXwM24I9Kqf/u83oR8AgwE2gBFimltiaSWTv+SPUfv3qSsdWlTK4v58j6irSKgyml+Nf2Np5auYPnPtxNt/dg79JeIJw4sY6zjhnBginDDjLgjZ0e/vTWZzz67jZc3gALjhzG1JGV/Gv7ft7Y0MSIymJ+dt4xfH7CAe9lV5ubhYvfZProKh759zlx34D58+cD0NDQwMe72rnoj+/R7vYBoTfx8f93bMwDTZ77cDfffPwDFi+azrGH1XDsT17j+2dM5qoTjZ3OFN2vUd7c0MSlD73Pf39lKg9891J8RZV8+Ts/5b0trZQV2znrmBF8cVr9IaGrxk4P1z++muVbWjj96OFcNHcsbl+ApSu2s2xdI/WVIUP6xakj+GhXG9c/sZquHj9/vfZ4wxuo0hlPOu2VUry9qQWX18+CI4dFQmpGZN/+4FN88/EPmDu+mgcunplSW6Pjaunq4bifvM5XZozkv8+dZqhNNP5AkKdW7eTXyzayt8PDYbWlTBhWRqfHz+odbbi8AY6sr+DyeWM5e/rIQ5IQzIyl0+Nja7OLrh4/Pf4A5cV2qpwOakodVJYUmjJiPf4Au9s87NzvitSccths1FcVM3qIk9oyR8bTeTNBjz/ASx/tZck7W1m9o41Sh40FU4Yxa1w1w8qL8AaCfNbUzfItLbz3WSuBoGJ8bSlfnj6SG06duEoplVbOd1IPX0RswO+AU4GdwAoReVYptTbqsiuA/UqpI0TkAuCnQMJdGL6A4vk1e2hz+SLP1ZUXMXl4OVPqK5hcX87EYeXUlRcxxOk4aJepxxfg072dvLmhiWc+2MVnzd04HTa+OLWeM48ZwVEjKigQYf2+Tv7xaSPPfbib1z9tpLiwgFMmD2NcrZP1e7t4c0MT/mCQM48ZwbXzj2DS8ANx8lXbWvmvp9dw8Z/e4+Jjx3D9KRNpd3u55rF/gYI7zj7a8I109MhKnv/m5/nLv3ZRUWJn0ezROB2xp/6LU+u5r2Ezv1q2gfNmjALg80cYrx2TDidMqGXW2CHc8fxaAkeej6diDPc3bGbGmCF81tzNd578kHteWc+3TpnAuTNHYRPhuTW7+fFza3F5/fz8vGl8ddaBhetTpwzj/c9aueP5tXx76Yd8e+mHAAyrKOJ/vj4n5d2y2UBEDvpiT4UTJ9ax8pYF2EQMGft0qCkr4mtzRvPYe9tDxysOL6dhfSMvf7yXT/d24vEFOGJoGfMOr2HBkcOYOXYIdlsBbm+A59bs5oGGzWxp7mbGmCoWXzD9oL0Cbm+Av63exZJ3tnLT/33ET19ez1nHjOCkSXVMqa+gptQR95dsNIGgYm+Hh493Lk/VYAAACZNJREFUtfPRznY+2tXOhn2d7EmQXeSwFzCsoojhFcUMrShmeEUx1aUOiuwFOOwFOGwFFIjg8QdwewO0dHvZ0+5hT5ubnfvd7Ov0kMhnrSl1MGl4OZOHh2zK5OEhu5LKF1r0PO3t8LCn3c2OVhc7Wt1sb3WxvdVFh8eHw1ZARXEhY2qcjK8t5fC6Ug6vK2NMjROHrYB2t4+1uztYtq6RZz7YyX6Xj8NqS7ntzCmcO3MU5THWjL55ygTaXF5e/WQfz3ywiydX7khZ72iSevgichxwm1LqC72PbwZQSv0k6ppXeq9ZLiJ2YC9QpxIInzVrllq5ciWt3V4+3dPB2j0drNvTyad7O9i4rwtvnzTB8iI7NpsQCCo6PQdiW8ceVs1XZozijKn1McMvAMGgYtX2/Ty7ejcvfrSHNreP+spiTpsynEuOG8v4OAbI4wtwzyvr+dPbn0VuqvIiOw9eOovjDk+8ucaMZ/rmhiYue/h9lAoZk0f+fY7htun2u7vNzQ+e+Yi3Vn9KacsGXv7dD6ivLEEpxZsbm/nV3zdEPBF77817zOgq7jlvWtwF5WBQ8fqnjXy0q536ymK+dMyIuO9RpseTqfZWyU6nbYfHx/kPLOfTvQcyqiYOK2PO+GqK7TbW7e1gxWf78QaCOB02hjgd7O3wEAgqjqyv4DunTmTBkfHXGJRSLN/SwqPLt/H6p40HbYArK7JjKxAKBApEEDnwd1NTI4hAcQWB3sqrtgJhwtAyptRXcMSwMg6rLaWipJAiewGdHj/tbh/NXV4aOzzs6/Cwt8NDY0cPezs8uLzx14Ac9gLqK0NfDKOGOBk1pITR1aH/h5YXUSCC2xdgT7ubrc0u1u8N2ZT1+zrx+ELjKRAY4nRgKxDsBUJQQUApgkGFPxj6P9DHdClFJGQZxlYgjKgqZky1k6oSB75AkDaXj22t3ZGCh2FEiNiQQptw6pRhXDB7DJ8/ojYlJ8HtDeAsslvn4QMjgeivlZ3A3HjXKKX8ItIO1AAH1Z4VkauAqwDGjAktVlaXOph3RC3zjjjgXfkCQbY0dbOpsYvW7h5au33sd3kJBBW2AqG2zMFhdWXMGjfEUEGpggJh9rhqZo+r5vazjwrrkrRdcaGNW740hUWzR/P6p40U2go485gRGTncIhEnTqzjoctms2JrK5cfP87SvsKMqCrh4a/PYf787wIHCquJCCdNrOPECbW8saGJhvVNeANBjjushjOm1sc9PBxC875gyjAWGIxraxJTUVzIM9cez4sf7cHtC3D8EbWHOCtdPX7e2tDE+1tbaXP5GDWkhHmH13LsYdVJ73kRYd7htcw7vBaX18+HO9rZ2NhJa7eXDrefoFJR/0JfEMEgvLBpBaC4bNE51FeWMGVEBVPqK9LyopVS9PiDeANBvP7Qv6BSlBTaKC604XTYDH12j6w/eJ0jEFRsb3Wxfm/IsWzp7iEQVPgCigIJGW9bgUR+pdlE6NtNldPB8Ipi6iuLGV3tpL6yOO4vn64eP581dbO5qYvtrS68/iBVzkIO77Vbsbx5I0SviaWDEYMfa3b7eu5GrkEp9SDwIIQ8/HgdFtoKmDS8/KAQS6ZIJ543YVi54bTITHHy5KGcPNma3bXpICLMnzSU+ZNyR6fBSInDxrkzR8V9vazIzulT6w1lQCXC6bBz3OE1SX/JArz3228B8F9fuNlUnxC6z4p7jXsmsRUI42tLGV9bysKjzc2NEcqK7EwdVcnUUcYTLrJBv4d0BiouV6gCpdOZuC56rvXbX3rHI5fHY0Z2rs2zGQbSWPIBEbE0pLMCmCAi44FdwAXAhX2ueRa4DFgOnAe8nsjYDwb66+Y322+ufWhzeTxmZOfaPJthII1loJPU4PfG5K8DXiGUlvmQUuoTEbkdWKmUehb4E/CoiGwCWgl9KQxq7rvvPgCuvfbavOq3v/SORy6Px4zsXJtnMwyksQx0DOXhW8FAD+lYmR1iZb/9pXc8cnk82c7SyVUG0ljyATMhHV1aQaPRaAYJ2uBrNBrNIEEbfI1GoxkkaIOv0Wg0g4R+W7QVkU5gfb90nnvU0mdX8iBGz8UB9FwcQM/FASYppdLaCdqf5ZHXp7vSPNAQkZV6LkLouTiAnosD6Lk4gIiknd6oQzoajUYzSNAGX6PRaAYJ/WnwH+zHvnMNPRcH0HNxAD0XB9BzcYC056LfFm01Go1Gk110SEej0WgGCdrgazQazSDBcoMvIgtFZL2IbBKR78V4vUhElva+/p6IjLNap/7CwFycKCL/EhG/iJzXHzpmCwNz8R0RWSsia0TkNREZ2x96ZgMDc/EfIvKRiKwWkX+KyJT+0DMbJJuLqOvOExElIgM2VdPAfXG5iDT13herReTKpEKVUpb9I1ROeTNwGOAAPgSm9LnmWuCB3r8vAJZaqVN//TM4F+OAacAjwHn9rXM/z8XJgLP372sG+X1REfX3WcDL/a13f81F73XlwJvAu8Cs/ta7H++Ly4HfpiLXag9/DrBJKbVFKeUFngDO7nPN2cD/9P79NHCKpHMOYe6TdC6UUluVUmuAYCwBAwgjc/EPpZSr9+G7QPxz/fIbI3PREfWwlBjHhw4QjNgLgDuAnwGebCqXZYzORUpYbfBjHYA+Mt41Sik/ED4AfaBhZC4GC6nOxRXAS5Zq1H8YmgsR+YaIbCZk6L6VJd2yTdK5EJHPAaOVUs9nU7F+wOhn5NzesOfTIjI6mVCrDX7GDkAfAAyWcRrB8FyIyMXALODnlmrUfxiaC6XU75RShwM3AbdYrlX/kHAuRKQA+BXwn1nTqP8wcl88B4xTSk0DlnEgUhIXqw3+TiD6W2cUsDveNb0HoFcSOiZxoGFkLgYLhuZCRBYAPwDOUkr1ZEm3bJPqffEE8GVLNeo/ks1FOXA00CAiW4FjgWcH6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