Notebooks/10_PreAnalysis.html

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

<title>10_PreAnalysis</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 */
    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Pre-analysis-of-data">Pre-analysis of data<a class="anchor-link" href="#Pre-analysis-of-data">&#182;</a></h1><p>Here we join the files to be used in the analysis phase. We experiment with the parameters of the classifiers. We use those to classify galaxies in another notebook.
First, we import all the packages</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">pylab</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Using matplotlib backend: Qt5Agg
Populating the interactive namespace from numpy and matplotlib
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">xgboost</span> <span class="k">as</span> <span class="nn">xgb</span>
<span class="kn">from</span> <span class="nn">astropy.table</span> <span class="kn">import</span> <span class="n">Table</span><span class="p">,</span> <span class="n">join</span>

<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">preprocessing</span>
<span class="kn">from</span> <span class="nn">sklearn.calibration</span> <span class="kn">import</span> <span class="n">calibration_curve</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span><span class="p">,</span> <span class="n">GridSearchCV</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Additionally, we include some shortcuts to simplify some code</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">selt1_or_selt2</span><span class="p">(</span><span class="n">tab_phot</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Select Seyferts 1 and 2 in both VCV and CDS&quot;&quot;&quot;</span>
    <span class="n">selec1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">tab_phot</span><span class="p">[</span><span class="s1">&#39;otype_txt&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Sy1&#39;</span><span class="p">,</span> <span class="n">tab_phot</span><span class="p">[</span><span class="s1">&#39;Sp&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;S1&#39;</span><span class="p">)</span>
    <span class="n">selec2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">tab_phot</span><span class="p">[</span><span class="s1">&#39;otype_txt&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Sy2&#39;</span><span class="p">,</span> <span class="n">tab_phot</span><span class="p">[</span><span class="s1">&#39;Sp&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;S2&#39;</span><span class="p">)</span>
    <span class="n">select_sey</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_or</span><span class="p">(</span><span class="n">selec1</span><span class="p">,</span> <span class="n">selec2</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">tab_phot</span><span class="p">[</span><span class="n">select_sey</span><span class="p">]</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Join-all-clean-results">Join all clean results<a class="anchor-link" href="#Join-all-clean-results">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We read the results from the models we are going to use</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ModelS</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;../Data/Final/CIGALEOutputs/Cleanresults_SK.fits&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;fits&#39;</span><span class="p">)</span>
<span class="n">ModelF</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;../Data/Final/CIGALEOutputs/Cleanresults_Fr.fits&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;fits&#39;</span><span class="p">)</span>

<span class="n">ModelS37</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;../Data/Final/CIGALEOutputs/Cleanresults_SK37.fits&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;fits&#39;</span><span class="p">)</span>
<span class="n">ModelF37</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;../Data/Final/CIGALEOutputs/Cleanresults_Fr37.fits&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;fits&#39;</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We also read the original database of galaxies, where we take the information for the classification</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Sample</span> <span class="o">=</span> <span class="n">Table</span><span class="o">.</span><span class="n">read</span><span class="p">(</span><span class="s1">&#39;../Data/Final/VCV_SMB_otype.txt&#39;</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;ascii&#39;</span><span class="p">)</span>
<span class="n">Sample</span><span class="o">.</span><span class="n">rename_column</span><span class="p">(</span><span class="s1">&#39;main_id&#39;</span><span class="p">,</span> <span class="s1">&#39;id&#39;</span><span class="p">)</span>  <span class="c1"># Renamed to use the join with the same id</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We join these clean tables with the catalog. We send all the tables to pandas format. Then, we concatenate the tables to have an unique table.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">SPandas</span> <span class="o">=</span> <span class="n">join</span><span class="p">(</span><span class="n">Sample</span><span class="p">,</span> <span class="n">ModelS</span><span class="p">,</span> <span class="n">keys</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span>
<span class="n">FPandas</span> <span class="o">=</span> <span class="n">join</span><span class="p">(</span><span class="n">Sample</span><span class="p">,</span> <span class="n">ModelF</span><span class="p">,</span> <span class="n">keys</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span>
<span class="n">SPandas37</span> <span class="o">=</span> <span class="n">join</span><span class="p">(</span><span class="n">Sample</span><span class="p">,</span> <span class="n">ModelS37</span><span class="p">,</span> <span class="n">keys</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span>
<span class="n">FPandas37</span> <span class="o">=</span> <span class="n">join</span><span class="p">(</span><span class="n">Sample</span><span class="p">,</span> <span class="n">ModelF37</span><span class="p">,</span> <span class="n">keys</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">to_pandas</span><span class="p">()</span>
<span class="n">SFPandas</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">SPandas</span><span class="p">,</span> <span class="n">FPandas</span><span class="p">,</span> <span class="n">SPandas37</span><span class="p">,</span> <span class="n">FPandas37</span><span class="p">],</span>
                     <span class="n">keys</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;SKIRTOR&#39;</span><span class="p">,</span> <span class="s1">&#39;Fritz&#39;</span><span class="p">,</span> <span class="s1">&#39;S37&#39;</span><span class="p">,</span> <span class="s1">&#39;F37&#39;</span><span class="p">],</span>
                     <span class="n">names</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Model&#39;</span><span class="p">,</span> <span class="s1">&#39;idCIG&#39;</span><span class="p">])</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;The number of estimates we use for the classifications tasks is </span><span class="si">%d</span><span class="s1">&#39;</span> <span class="o">%</span>
      <span class="nb">len</span><span class="p">(</span><span class="n">selt1_or_selt2</span><span class="p">(</span><span class="n">SFPandas</span><span class="p">)))</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>The number of estimates we use for the classifications tasks is 29737
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Experiments-with-the-parameters-of-the-classifiers">Experiments with the parameters of the classifiers<a class="anchor-link" href="#Experiments-with-the-parameters-of-the-classifiers">&#182;</a></h2><p>We select the physical parameters in all the models and remove the ones that are not useful for our propose (e.g. constant values, young and old contributions).</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">GoodColumns</span> <span class="o">=</span> <span class="p">[</span><span class="n">col</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">selt1_or_selt2</span><span class="p">(</span><span class="n">SFPandas</span><span class="p">)</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;SKIRTOR&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;bayes&#39;</span> <span class="ow">in</span> <span class="n">col</span><span class="p">]</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">selt1_or_selt2</span><span class="p">(</span><span class="n">SFPandas</span><span class="p">)</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;SKIRTOR&#39;</span><span class="p">][</span><span class="n">GoodColumns</span><span class="p">]</span>
<span class="n">Descr</span> <span class="o">=</span> <span class="n">newdf</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
<span class="n">BadCol</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">Descr</span><span class="p">[</span><span class="n">cl</span><span class="p">][</span><span class="s1">&#39;std&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mf">1e-2</span><span class="p">]</span>  <span class="c1"># Removing constant columns</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">newdf</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">BadCol</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Removing calculated errors</span>
<span class="n">BadCol2</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;_err&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">newdf</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">BadCol2</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="c1"># Removing young estimations</span>
<span class="n">BadCol3</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;_young&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="c1"># Removing old estimations</span>
<span class="n">BadCol4</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;_old&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="c1"># Removing estimations with lines</span>
<span class="n">BadCol5</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;_lines&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="c1"># Removing universe values, these are dependent of redshift</span>
<span class="n">BadCol6</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;universe&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="c1"># Removing filter in the attenuation module</span>
<span class="n">BadCol7</span> <span class="o">=</span> <span class="p">[</span><span class="n">cl</span> <span class="k">for</span> <span class="n">cl</span> <span class="ow">in</span> <span class="n">newdf</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s1">&#39;FUV&#39;</span> <span class="ow">in</span> <span class="n">cl</span><span class="p">]</span>
<span class="n">BadCols</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">BadCol3</span><span class="p">,</span> <span class="n">BadCol4</span><span class="p">,</span> <span class="n">BadCol5</span><span class="p">,</span> <span class="n">BadCol6</span><span class="p">,</span> <span class="n">BadCol7</span><span class="p">])</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">newdf</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">BadCols</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">newdf</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="s1">&#39;columns&#39;</span><span class="p">)</span>
<span class="n">newdf</span> <span class="o">=</span> <span class="n">newdf</span><span class="p">[</span><span class="n">newdf</span><span class="o">.</span><span class="n">columns</span><span class="p">[:</span><span class="o">-</span><span class="mi">31</span><span class="p">]]</span>  <span class="c1"># Remove the mock photometry</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We split the sample of galaxies into train and test sets. Then, we encode and scale the physical parameters.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">newdf</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">selt1_or_selt2</span><span class="p">(</span><span class="n">SFPandas</span><span class="p">)</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="s1">&#39;SKIRTOR&#39;</span><span class="p">][</span><span class="s1">&#39;otype_txt&#39;</span><span class="p">]</span>
<span class="n">x_train</span><span class="p">,</span> <span class="n">x_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span>
                                                    <span class="n">test_size</span><span class="o">=</span><span class="mf">0.20</span><span class="p">,</span>
                                                    <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="n">le</span> <span class="o">=</span> <span class="n">preprocessing</span><span class="o">.</span><span class="n">LabelEncoder</span><span class="p">()</span>
<span class="n">le</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">x_train_encode</span> <span class="o">=</span> <span class="n">preprocessing</span><span class="o">.</span><span class="n">robust_scale</span><span class="p">(</span><span class="n">x_train</span><span class="p">)</span>
<span class="n">x_test_encode</span> <span class="o">=</span> <span class="n">preprocessing</span><span class="o">.</span><span class="n">robust_scale</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span>
<span class="n">y_train_encode</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">y_train</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">ravel</span><span class="p">()</span>
<span class="n">y_test_encode</span> <span class="o">=</span> <span class="n">le</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">y_test</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">ravel</span><span class="p">()</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Using-GridSearchCV-to-find-the-best-parameters-for-the-classifiers">Using GridSearchCV to find the best parameters for the classifiers<a class="anchor-link" href="#Using-GridSearchCV-to-find-the-best-parameters-for-the-classifiers">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We selected two different classifiers (<a href="https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html">Random Forest</a> and <a href="https://xgboost.readthedocs.io/en/latest/python/python_api.html">XGBoost</a>). We will experiment with Grid Search. We test a model with default values and we compare with the <a href="https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html">Grid Search</a> accuracy scoring (<code>GridSearchCV</code>).</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf_rf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="n">clf_xg</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">XGBClassifier</span><span class="p">(</span><span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> <span class="n">use_label_encoder</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
                           <span class="n">eval_metric</span><span class="o">=</span><span class="s1">&#39;logloss&#39;</span><span class="p">)</span>
<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;max_depth&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">35</span><span class="p">,</span> <span class="mi">40</span><span class="p">],</span>
<span class="c1">#               &quot;n_estimators&quot;: [200, 400, 600, 800, 1000]}</span>
              <span class="s2">&quot;n_estimators&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">100</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">500</span><span class="p">]}</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>IMPORTANT COMMENT:</strong>  If you want to see the all the details of the runs (verbose) do not set the n_jobs parameter. The evaluation on the points are shown in the terminal when the cell finish running. Do not set any n_jobs for the XGBoost classifier! It will take a longer time depending on the computer.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">clf_xg</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span>
                      <span class="n">verbose</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train_encode</span><span class="p">,</span> <span class="n">y_train_encode</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Fitting 5 folds for each of 35 candidates, totalling 175 fits
[CV] max_depth=10, n_estimators=100 ..................................
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>[CV] ...... max_depth=10, n_estimators=100, score=0.911, total=   0.5s
[CV] max_depth=10, n_estimators=100 ..................................
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.5s remaining:    0.0s
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>[CV] ...... max_depth=10, n_estimators=100, score=0.908, total=   0.4s
[CV] max_depth=10, n_estimators=100 ..................................
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=1)]: Done   2 out of   2 | elapsed:    0.9s remaining:    0.0s
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>[CV] ...... max_depth=10, n_estimators=100, score=0.907, total=   0.5s
[CV] max_depth=10, n_estimators=100 ..................................
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:    1.4s remaining:    0.0s
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>[CV] ...... max_depth=10, n_estimators=100, score=0.912, total=   0.5s
[CV] max_depth=10, n_estimators=100 ..................................
[CV] ...... max_depth=10, n_estimators=100, score=0.901, total=   0.5s
[CV] max_depth=10, n_estimators=200 ..................................
[CV] ...... max_depth=10, n_estimators=200, score=0.910, total=   0.7s
[CV] max_depth=10, n_estimators=200 ..................................
[CV] ...... max_depth=10, n_estimators=200, score=0.901, total=   0.7s
[CV] max_depth=10, n_estimators=200 ..................................
[CV] ...... max_depth=10, n_estimators=200, score=0.906, total=   0.8s
[CV] max_depth=10, n_estimators=200 ..................................
[CV] ...... max_depth=10, n_estimators=200, score=0.910, total=   0.7s
[CV] max_depth=10, n_estimators=200 ..................................
[CV] ...... max_depth=10, n_estimators=200, score=0.899, total=   0.7s
[CV] max_depth=10, n_estimators=300 ..................................
[CV] ...... max_depth=10, n_estimators=300, score=0.912, total=   1.0s
[CV] max_depth=10, n_estimators=300 ..................................
[CV] ...... max_depth=10, n_estimators=300, score=0.900, total=   0.9s
[CV] max_depth=10, n_estimators=300 ..................................
[CV] ...... max_depth=10, n_estimators=300, score=0.904, total=   1.0s
[CV] max_depth=10, n_estimators=300 ..................................
[CV] ...... max_depth=10, n_estimators=300, score=0.910, total=   0.9s
[CV] max_depth=10, n_estimators=300 ..................................
[CV] ...... max_depth=10, n_estimators=300, score=0.901, total=   1.0s
[CV] max_depth=10, n_estimators=400 ..................................
[CV] ...... max_depth=10, n_estimators=400, score=0.908, total=   1.2s
[CV] max_depth=10, n_estimators=400 ..................................
[CV] ...... max_depth=10, n_estimators=400, score=0.901, total=   1.1s
[CV] max_depth=10, n_estimators=400 ..................................
[CV] ...... max_depth=10, n_estimators=400, score=0.905, total=   1.1s
[CV] max_depth=10, n_estimators=400 ..................................
[CV] ...... max_depth=10, n_estimators=400, score=0.907, total=   1.1s
[CV] max_depth=10, n_estimators=400 ..................................
[CV] ...... max_depth=10, n_estimators=400, score=0.902, total=   1.1s
[CV] max_depth=10, n_estimators=500 ..................................
[CV] ...... max_depth=10, n_estimators=500, score=0.908, total=   1.3s
[CV] max_depth=10, n_estimators=500 ..................................
[CV] ...... max_depth=10, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=10, n_estimators=500 ..................................
[CV] ...... max_depth=10, n_estimators=500, score=0.904, total=   1.3s
[CV] max_depth=10, n_estimators=500 ..................................
[CV] ...... max_depth=10, n_estimators=500, score=0.907, total=   1.3s
[CV] max_depth=10, n_estimators=500 ..................................
[CV] ...... max_depth=10, n_estimators=500, score=0.901, total=   1.3s
[CV] max_depth=15, n_estimators=100 ..................................
[CV] ...... max_depth=15, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=15, n_estimators=100 ..................................
[CV] ...... max_depth=15, n_estimators=100, score=0.906, total=   0.5s
[CV] max_depth=15, n_estimators=100 ..................................
[CV] ...... max_depth=15, n_estimators=100, score=0.904, total=   0.5s
[CV] max_depth=15, n_estimators=100 ..................................
[CV] ...... max_depth=15, n_estimators=100, score=0.905, total=   0.5s
[CV] max_depth=15, n_estimators=100 ..................................
[CV] ...... max_depth=15, n_estimators=100, score=0.897, total=   0.5s
[CV] max_depth=15, n_estimators=200 ..................................
[CV] ...... max_depth=15, n_estimators=200, score=0.913, total=   0.7s
[CV] max_depth=15, n_estimators=200 ..................................
[CV] ...... max_depth=15, n_estimators=200, score=0.905, total=   0.7s
[CV] max_depth=15, n_estimators=200 ..................................
[CV] ...... max_depth=15, n_estimators=200, score=0.900, total=   0.7s
[CV] max_depth=15, n_estimators=200 ..................................
[CV] ...... max_depth=15, n_estimators=200, score=0.908, total=   0.7s
[CV] max_depth=15, n_estimators=200 ..................................
[CV] ...... max_depth=15, n_estimators=200, score=0.901, total=   0.7s
[CV] max_depth=15, n_estimators=300 ..................................
[CV] ...... max_depth=15, n_estimators=300, score=0.913, total=   0.9s
[CV] max_depth=15, n_estimators=300 ..................................
[CV] ...... max_depth=15, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=15, n_estimators=300 ..................................
[CV] ...... max_depth=15, n_estimators=300, score=0.901, total=   0.9s
[CV] max_depth=15, n_estimators=300 ..................................
[CV] ...... max_depth=15, n_estimators=300, score=0.909, total=   0.9s
[CV] max_depth=15, n_estimators=300 ..................................
[CV] ...... max_depth=15, n_estimators=300, score=0.901, total=   0.9s
[CV] max_depth=15, n_estimators=400 ..................................
[CV] ...... max_depth=15, n_estimators=400, score=0.914, total=   1.1s
[CV] max_depth=15, n_estimators=400 ..................................
[CV] ...... max_depth=15, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=15, n_estimators=400 ..................................
[CV] ...... max_depth=15, n_estimators=400, score=0.904, total=   1.1s
[CV] max_depth=15, n_estimators=400 ..................................
[CV] ...... max_depth=15, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=15, n_estimators=400 ..................................
[CV] ...... max_depth=15, n_estimators=400, score=0.900, total=   1.1s
[CV] max_depth=15, n_estimators=500 ..................................
[CV] ...... max_depth=15, n_estimators=500, score=0.915, total=   1.3s
[CV] max_depth=15, n_estimators=500 ..................................
[CV] ...... max_depth=15, n_estimators=500, score=0.907, total=   1.3s
[CV] max_depth=15, n_estimators=500 ..................................
[CV] ...... max_depth=15, n_estimators=500, score=0.903, total=   1.3s
[CV] max_depth=15, n_estimators=500 ..................................
[CV] ...... max_depth=15, n_estimators=500, score=0.907, total=   1.3s
[CV] max_depth=15, n_estimators=500 ..................................
[CV] ...... max_depth=15, n_estimators=500, score=0.899, total=   1.3s
[CV] max_depth=20, n_estimators=100 ..................................
[CV] ...... max_depth=20, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=20, n_estimators=100 ..................................
[CV] ...... max_depth=20, n_estimators=100, score=0.902, total=   0.5s
[CV] max_depth=20, n_estimators=100 ..................................
[CV] ...... max_depth=20, n_estimators=100, score=0.906, total=   0.5s
[CV] max_depth=20, n_estimators=100 ..................................
[CV] ...... max_depth=20, n_estimators=100, score=0.908, total=   0.5s
[CV] max_depth=20, n_estimators=100 ..................................
[CV] ...... max_depth=20, n_estimators=100, score=0.898, total=   0.5s
[CV] max_depth=20, n_estimators=200 ..................................
[CV] ...... max_depth=20, n_estimators=200, score=0.917, total=   0.7s
[CV] max_depth=20, n_estimators=200 ..................................
[CV] ...... max_depth=20, n_estimators=200, score=0.904, total=   0.7s
[CV] max_depth=20, n_estimators=200 ..................................
[CV] ...... max_depth=20, n_estimators=200, score=0.907, total=   0.7s
[CV] max_depth=20, n_estimators=200 ..................................
[CV] ...... max_depth=20, n_estimators=200, score=0.909, total=   0.7s
[CV] max_depth=20, n_estimators=200 ..................................
[CV] ...... max_depth=20, n_estimators=200, score=0.899, total=   0.7s
[CV] max_depth=20, n_estimators=300 ..................................
[CV] ...... max_depth=20, n_estimators=300, score=0.916, total=   1.0s
[CV] max_depth=20, n_estimators=300 ..................................
[CV] ...... max_depth=20, n_estimators=300, score=0.907, total=   0.9s
[CV] max_depth=20, n_estimators=300 ..................................
[CV] ...... max_depth=20, n_estimators=300, score=0.906, total=   0.9s
[CV] max_depth=20, n_estimators=300 ..................................
[CV] ...... max_depth=20, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=20, n_estimators=300 ..................................
[CV] ...... max_depth=20, n_estimators=300, score=0.901, total=   0.9s
[CV] max_depth=20, n_estimators=400 ..................................
[CV] ...... max_depth=20, n_estimators=400, score=0.917, total=   1.1s
[CV] max_depth=20, n_estimators=400 ..................................
[CV] ...... max_depth=20, n_estimators=400, score=0.904, total=   1.1s
[CV] max_depth=20, n_estimators=400 ..................................
[CV] ...... max_depth=20, n_estimators=400, score=0.906, total=   1.1s
[CV] max_depth=20, n_estimators=400 ..................................
[CV] ...... max_depth=20, n_estimators=400, score=0.907, total=   1.1s
[CV] max_depth=20, n_estimators=400 ..................................
[CV] ...... max_depth=20, n_estimators=400, score=0.902, total=   1.1s
[CV] max_depth=20, n_estimators=500 ..................................
[CV] ...... max_depth=20, n_estimators=500, score=0.917, total=   1.3s
[CV] max_depth=20, n_estimators=500 ..................................
[CV] ...... max_depth=20, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=20, n_estimators=500 ..................................
[CV] ...... max_depth=20, n_estimators=500, score=0.907, total=   1.3s
[CV] max_depth=20, n_estimators=500 ..................................
[CV] ...... max_depth=20, n_estimators=500, score=0.909, total=   1.3s
[CV] max_depth=20, n_estimators=500 ..................................
[CV] ...... max_depth=20, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=25, n_estimators=100 ..................................
[CV] ...... max_depth=25, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=25, n_estimators=100 ..................................
[CV] ...... max_depth=25, n_estimators=100, score=0.902, total=   0.5s
[CV] max_depth=25, n_estimators=100 ..................................
[CV] ...... max_depth=25, n_estimators=100, score=0.913, total=   0.5s
[CV] max_depth=25, n_estimators=100 ..................................
[CV] ...... max_depth=25, n_estimators=100, score=0.908, total=   0.5s
[CV] max_depth=25, n_estimators=100 ..................................
[CV] ...... max_depth=25, n_estimators=100, score=0.896, total=   0.5s
[CV] max_depth=25, n_estimators=200 ..................................
[CV] ...... max_depth=25, n_estimators=200, score=0.915, total=   0.7s
[CV] max_depth=25, n_estimators=200 ..................................
[CV] ...... max_depth=25, n_estimators=200, score=0.903, total=   0.7s
[CV] max_depth=25, n_estimators=200 ..................................
[CV] ...... max_depth=25, n_estimators=200, score=0.917, total=   0.7s
[CV] max_depth=25, n_estimators=200 ..................................
[CV] ...... max_depth=25, n_estimators=200, score=0.908, total=   0.7s
[CV] max_depth=25, n_estimators=200 ..................................
[CV] ...... max_depth=25, n_estimators=200, score=0.900, total=   0.7s
[CV] max_depth=25, n_estimators=300 ..................................
[CV] ...... max_depth=25, n_estimators=300, score=0.914, total=   0.9s
[CV] max_depth=25, n_estimators=300 ..................................
[CV] ...... max_depth=25, n_estimators=300, score=0.905, total=   0.9s
[CV] max_depth=25, n_estimators=300 ..................................
[CV] ...... max_depth=25, n_estimators=300, score=0.917, total=   0.9s
[CV] max_depth=25, n_estimators=300 ..................................
[CV] ...... max_depth=25, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=25, n_estimators=300 ..................................
[CV] ...... max_depth=25, n_estimators=300, score=0.900, total=   0.9s
[CV] max_depth=25, n_estimators=400 ..................................
[CV] ...... max_depth=25, n_estimators=400, score=0.914, total=   1.1s
[CV] max_depth=25, n_estimators=400 ..................................
[CV] ...... max_depth=25, n_estimators=400, score=0.903, total=   1.1s
[CV] max_depth=25, n_estimators=400 ..................................
[CV] ...... max_depth=25, n_estimators=400, score=0.915, total=   1.1s
[CV] max_depth=25, n_estimators=400 ..................................
[CV] ...... max_depth=25, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=25, n_estimators=400 ..................................
[CV] ...... max_depth=25, n_estimators=400, score=0.902, total=   1.1s
[CV] max_depth=25, n_estimators=500 ..................................
[CV] ...... max_depth=25, n_estimators=500, score=0.914, total=   1.3s
[CV] max_depth=25, n_estimators=500 ..................................
[CV] ...... max_depth=25, n_estimators=500, score=0.903, total=   1.3s
[CV] max_depth=25, n_estimators=500 ..................................
[CV] ...... max_depth=25, n_estimators=500, score=0.913, total=   1.3s
[CV] max_depth=25, n_estimators=500 ..................................
[CV] ...... max_depth=25, n_estimators=500, score=0.909, total=   1.3s
[CV] max_depth=25, n_estimators=500 ..................................
[CV] ...... max_depth=25, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=30, n_estimators=100 ..................................
[CV] ...... max_depth=30, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=30, n_estimators=100 ..................................
[CV] ...... max_depth=30, n_estimators=100, score=0.902, total=   0.5s
[CV] max_depth=30, n_estimators=100 ..................................
[CV] ...... max_depth=30, n_estimators=100, score=0.913, total=   0.5s
[CV] max_depth=30, n_estimators=100 ..................................
[CV] ...... max_depth=30, n_estimators=100, score=0.908, total=   0.5s
[CV] max_depth=30, n_estimators=100 ..................................
[CV] ...... max_depth=30, n_estimators=100, score=0.896, total=   0.5s
[CV] max_depth=30, n_estimators=200 ..................................
[CV] ...... max_depth=30, n_estimators=200, score=0.915, total=   0.7s
[CV] max_depth=30, n_estimators=200 ..................................
[CV] ...... max_depth=30, n_estimators=200, score=0.903, total=   0.7s
[CV] max_depth=30, n_estimators=200 ..................................
[CV] ...... max_depth=30, n_estimators=200, score=0.917, total=   0.7s
[CV] max_depth=30, n_estimators=200 ..................................
[CV] ...... max_depth=30, n_estimators=200, score=0.908, total=   0.7s
[CV] max_depth=30, n_estimators=200 ..................................
[CV] ...... max_depth=30, n_estimators=200, score=0.900, total=   0.7s
[CV] max_depth=30, n_estimators=300 ..................................
[CV] ...... max_depth=30, n_estimators=300, score=0.914, total=   1.0s
[CV] max_depth=30, n_estimators=300 ..................................
[CV] ...... max_depth=30, n_estimators=300, score=0.905, total=   0.9s
[CV] max_depth=30, n_estimators=300 ..................................
[CV] ...... max_depth=30, n_estimators=300, score=0.917, total=   0.9s
[CV] max_depth=30, n_estimators=300 ..................................
[CV] ...... max_depth=30, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=30, n_estimators=300 ..................................
[CV] ...... max_depth=30, n_estimators=300, score=0.900, total=   0.9s
[CV] max_depth=30, n_estimators=400 ..................................
[CV] ...... max_depth=30, n_estimators=400, score=0.914, total=   1.1s
[CV] max_depth=30, n_estimators=400 ..................................
[CV] ...... max_depth=30, n_estimators=400, score=0.903, total=   1.1s
[CV] max_depth=30, n_estimators=400 ..................................
[CV] ...... max_depth=30, n_estimators=400, score=0.915, total=   1.1s
[CV] max_depth=30, n_estimators=400 ..................................
[CV] ...... max_depth=30, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=30, n_estimators=400 ..................................
[CV] ...... max_depth=30, n_estimators=400, score=0.902, total=   1.1s
[CV] max_depth=30, n_estimators=500 ..................................
[CV] ...... max_depth=30, n_estimators=500, score=0.914, total=   1.3s
[CV] max_depth=30, n_estimators=500 ..................................
[CV] ...... max_depth=30, n_estimators=500, score=0.903, total=   1.3s
[CV] max_depth=30, n_estimators=500 ..................................
[CV] ...... max_depth=30, n_estimators=500, score=0.913, total=   1.3s
[CV] max_depth=30, n_estimators=500 ..................................
[CV] ...... max_depth=30, n_estimators=500, score=0.909, total=   1.3s
[CV] max_depth=30, n_estimators=500 ..................................
[CV] ...... max_depth=30, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=35, n_estimators=100 ..................................
[CV] ...... max_depth=35, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=35, n_estimators=100 ..................................
[CV] ...... max_depth=35, n_estimators=100, score=0.902, total=   0.5s
[CV] max_depth=35, n_estimators=100 ..................................
[CV] ...... max_depth=35, n_estimators=100, score=0.913, total=   0.5s
[CV] max_depth=35, n_estimators=100 ..................................
[CV] ...... max_depth=35, n_estimators=100, score=0.908, total=   0.5s
[CV] max_depth=35, n_estimators=100 ..................................
[CV] ...... max_depth=35, n_estimators=100, score=0.896, total=   0.5s
[CV] max_depth=35, n_estimators=200 ..................................
[CV] ...... max_depth=35, n_estimators=200, score=0.915, total=   0.7s
[CV] max_depth=35, n_estimators=200 ..................................
[CV] ...... max_depth=35, n_estimators=200, score=0.903, total=   0.7s
[CV] max_depth=35, n_estimators=200 ..................................
[CV] ...... max_depth=35, n_estimators=200, score=0.917, total=   0.7s
[CV] max_depth=35, n_estimators=200 ..................................
[CV] ...... max_depth=35, n_estimators=200, score=0.908, total=   0.7s
[CV] max_depth=35, n_estimators=200 ..................................
[CV] ...... max_depth=35, n_estimators=200, score=0.900, total=   0.7s
[CV] max_depth=35, n_estimators=300 ..................................
[CV] ...... max_depth=35, n_estimators=300, score=0.914, total=   1.0s
[CV] max_depth=35, n_estimators=300 ..................................
[CV] ...... max_depth=35, n_estimators=300, score=0.905, total=   0.9s
[CV] max_depth=35, n_estimators=300 ..................................
[CV] ...... max_depth=35, n_estimators=300, score=0.917, total=   0.9s
[CV] max_depth=35, n_estimators=300 ..................................
[CV] ...... max_depth=35, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=35, n_estimators=300 ..................................
[CV] ...... max_depth=35, n_estimators=300, score=0.900, total=   0.9s
[CV] max_depth=35, n_estimators=400 ..................................
[CV] ...... max_depth=35, n_estimators=400, score=0.914, total=   1.1s
[CV] max_depth=35, n_estimators=400 ..................................
[CV] ...... max_depth=35, n_estimators=400, score=0.903, total=   1.1s
[CV] max_depth=35, n_estimators=400 ..................................
[CV] ...... max_depth=35, n_estimators=400, score=0.915, total=   1.1s
[CV] max_depth=35, n_estimators=400 ..................................
[CV] ...... max_depth=35, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=35, n_estimators=400 ..................................
[CV] ...... max_depth=35, n_estimators=400, score=0.902, total=   1.2s
[CV] max_depth=35, n_estimators=500 ..................................
[CV] ...... max_depth=35, n_estimators=500, score=0.914, total=   1.3s
[CV] max_depth=35, n_estimators=500 ..................................
[CV] ...... max_depth=35, n_estimators=500, score=0.903, total=   1.3s
[CV] max_depth=35, n_estimators=500 ..................................
[CV] ...... max_depth=35, n_estimators=500, score=0.913, total=   1.3s
[CV] max_depth=35, n_estimators=500 ..................................
[CV] ...... max_depth=35, n_estimators=500, score=0.909, total=   1.3s
[CV] max_depth=35, n_estimators=500 ..................................
[CV] ...... max_depth=35, n_estimators=500, score=0.902, total=   1.3s
[CV] max_depth=40, n_estimators=100 ..................................
[CV] ...... max_depth=40, n_estimators=100, score=0.915, total=   0.5s
[CV] max_depth=40, n_estimators=100 ..................................
[CV] ...... max_depth=40, n_estimators=100, score=0.902, total=   0.5s
[CV] max_depth=40, n_estimators=100 ..................................
[CV] ...... max_depth=40, n_estimators=100, score=0.913, total=   0.5s
[CV] max_depth=40, n_estimators=100 ..................................
[CV] ...... max_depth=40, n_estimators=100, score=0.908, total=   0.5s
[CV] max_depth=40, n_estimators=100 ..................................
[CV] ...... max_depth=40, n_estimators=100, score=0.896, total=   0.5s
[CV] max_depth=40, n_estimators=200 ..................................
[CV] ...... max_depth=40, n_estimators=200, score=0.915, total=   0.7s
[CV] max_depth=40, n_estimators=200 ..................................
[CV] ...... max_depth=40, n_estimators=200, score=0.903, total=   0.7s
[CV] max_depth=40, n_estimators=200 ..................................
[CV] ...... max_depth=40, n_estimators=200, score=0.917, total=   0.7s
[CV] max_depth=40, n_estimators=200 ..................................
[CV] ...... max_depth=40, n_estimators=200, score=0.908, total=   0.7s
[CV] max_depth=40, n_estimators=200 ..................................
[CV] ...... max_depth=40, n_estimators=200, score=0.900, total=   0.8s
[CV] max_depth=40, n_estimators=300 ..................................
[CV] ...... max_depth=40, n_estimators=300, score=0.914, total=   0.9s
[CV] max_depth=40, n_estimators=300 ..................................
[CV] ...... max_depth=40, n_estimators=300, score=0.905, total=   0.9s
[CV] max_depth=40, n_estimators=300 ..................................
[CV] ...... max_depth=40, n_estimators=300, score=0.917, total=   0.9s
[CV] max_depth=40, n_estimators=300 ..................................
[CV] ...... max_depth=40, n_estimators=300, score=0.908, total=   0.9s
[CV] max_depth=40, n_estimators=300 ..................................
[CV] ...... max_depth=40, n_estimators=300, score=0.900, total=   0.9s
[CV] max_depth=40, n_estimators=400 ..................................
[CV] ...... max_depth=40, n_estimators=400, score=0.914, total=   1.1s
[CV] max_depth=40, n_estimators=400 ..................................
[CV] ...... max_depth=40, n_estimators=400, score=0.903, total=   1.1s
[CV] max_depth=40, n_estimators=400 ..................................
[CV] ...... max_depth=40, n_estimators=400, score=0.915, total=   1.1s
[CV] max_depth=40, n_estimators=400 ..................................
[CV] ...... max_depth=40, n_estimators=400, score=0.908, total=   1.1s
[CV] max_depth=40, n_estimators=400 ..................................
[CV] ...... max_depth=40, n_estimators=400, score=0.902, total=   1.1s
[CV] max_depth=40, n_estimators=500 ..................................
[CV] ...... max_depth=40, n_estimators=500, score=0.914, total=   1.3s
[CV] max_depth=40, n_estimators=500 ..................................
[CV] ...... max_depth=40, n_estimators=500, score=0.903, total=   1.3s
[CV] max_depth=40, n_estimators=500 ..................................
[CV] ...... max_depth=40, n_estimators=500, score=0.913, total=   1.3s
[CV] max_depth=40, n_estimators=500 ..................................
[CV] ...... max_depth=40, n_estimators=500, score=0.909, total=   1.3s
[CV] max_depth=40, n_estimators=500 ..................................
[CV] ...... max_depth=40, n_estimators=500, score=0.902, total=   1.3s
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=1)]: Done 175 out of 175 | elapsed:  2.7min finished
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The results from the <code>GridSearchCV</code> gives us the best parameters for the classifiers.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">search</span><span class="o">.</span><span class="n">best_params_</span> <span class="c1">## For the XGB classifier</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[12]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;max_depth&#39;: 25, &#39;n_estimators&#39;: 300}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">search2</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">clf_rf</span><span class="p">,</span> <span class="n">param_grid</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span>
                       <span class="n">verbose</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train_encode</span><span class="p">,</span> <span class="n">y_train_encode</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Fitting 5 folds for each of 35 candidates, totalling 175 fits
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>[Parallel(n_jobs=6)]: Using backend LokyBackend with 6 concurrent workers.
[Parallel(n_jobs=6)]: Done  13 tasks      | elapsed:    7.4s
[Parallel(n_jobs=6)]: Done  86 tasks      | elapsed:   46.6s
[Parallel(n_jobs=6)]: Done 175 out of 175 | elapsed:  1.7min finished
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">search2</span><span class="o">.</span><span class="n">best_params_</span> <span class="c1">## For the RF classifier</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[14]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;max_depth&#39;: 25, &#39;n_estimators&#39;: 200}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Then, we use those values for the n_estimator and max_depth in these two classifiers.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clf_xg2</span> <span class="o">=</span> <span class="n">xgb</span><span class="o">.</span><span class="n">XGBClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="n">search</span><span class="o">.</span><span class="n">best_params_</span><span class="p">[</span><span class="s1">&#39;n_estimators&#39;</span><span class="p">],</span>
                            <span class="n">max_depth</span><span class="o">=</span><span class="n">search</span><span class="o">.</span><span class="n">best_params_</span><span class="p">[</span><span class="s1">&#39;max_depth&#39;</span><span class="p">],</span>
                            <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span> <span class="n">use_label_encoder</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">eval_metric</span><span class="o">=</span><span class="s1">&#39;logloss&#39;</span><span class="p">)</span>
<span class="n">clf_rf2</span> <span class="o">=</span> <span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="n">search2</span><span class="o">.</span><span class="n">best_params_</span><span class="p">[</span><span class="s1">&#39;n_estimators&#39;</span><span class="p">],</span>
                                 <span class="n">max_depth</span><span class="o">=</span><span class="n">search2</span><span class="o">.</span><span class="n">best_params_</span><span class="p">[</span><span class="s1">&#39;max_depth&#39;</span><span class="p">],</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h5 id="Minor-check-on-the-calibration-curve">Minor check on the calibration curve<a class="anchor-link" href="#Minor-check-on-the-calibration-curve">&#182;</a></h5>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We add a simple calibration plot to see if the probabilistic predictions of the classifiers are calibrated.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="n">ax1</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot2grid</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</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">rowspan</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">ax2</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot2grid</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>

<span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="s2">&quot;k:&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Perfectly calibrated&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">clf</span><span class="p">,</span> <span class="n">name</span> <span class="ow">in</span> <span class="p">[(</span><span class="n">clf_xg2</span><span class="p">,</span> <span class="s1">&#39;XBG&#39;</span><span class="p">),</span>
                  <span class="p">(</span><span class="n">clf_rf2</span><span class="p">,</span> <span class="s1">&#39;Random Forest&#39;</span><span class="p">)]:</span>
    <span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train_encode</span><span class="p">,</span> <span class="n">y_train_encode</span><span class="p">)</span>
    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="s2">&quot;predict_proba&quot;</span><span class="p">):</span>
        <span class="n">prob_pos</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict_proba</span><span class="p">(</span><span class="n">x_test_encode</span><span class="p">)[:,</span> <span class="mi">1</span><span class="p">]</span>
    <span class="k">else</span><span class="p">:</span>  <span class="c1"># use decision function</span>
        <span class="n">prob_pos</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">decision_function</span><span class="p">(</span><span class="n">x_test_encode</span><span class="p">)</span>
        <span class="n">prob_pos</span> <span class="o">=</span> <span class="p">(</span><span class="n">prob_pos</span> <span class="o">-</span> <span class="n">prob_pos</span><span class="o">.</span><span class="n">min</span><span class="p">())</span> <span class="o">/</span> <span class="p">(</span><span class="n">prob_pos</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">-</span> <span class="n">prob_pos</span><span class="o">.</span><span class="n">min</span><span class="p">())</span>
    <span class="n">fraction_of_positives</span><span class="p">,</span> <span class="n">mean_predicted_value</span> <span class="o">=</span> <span class="n">calibration_curve</span><span class="p">(</span><span class="n">y_test_encode</span><span class="p">,</span>
                                                                    <span class="n">prob_pos</span><span class="p">,</span> <span class="n">n_bins</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">mean_predicted_value</span><span class="p">,</span> <span class="n">fraction_of_positives</span><span class="p">,</span> <span class="s2">&quot;s-&quot;</span><span class="p">,</span>
             <span class="n">label</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="p">))</span>

    <span class="n">ax2</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">prob_pos</span><span class="p">,</span> <span class="nb">range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">name</span><span class="p">,</span>
             <span class="n">histtype</span><span class="o">=</span><span class="s2">&quot;step&quot;</span><span class="p">,</span> <span class="n">lw</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>

<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Fraction of positives&quot;</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">([</span><span class="o">-</span><span class="mf">0.05</span><span class="p">,</span> <span class="mf">1.05</span><span class="p">])</span>
<span class="n">ax1</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="s2">&quot;lower right&quot;</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Calibration plots (reliability curve)&#39;</span><span class="p">)</span>

<span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s2">&quot;Mean predicted value&quot;</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s2">&quot;Count&quot;</span><span class="p">)</span>
<span class="n">ax2</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="s2">&quot;upper center&quot;</span><span class="p">,</span> <span class="n">ncol</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</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>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h5 id="Notebook-info">Notebook info<a class="anchor-link" href="#Notebook-info">&#182;</a></h5>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> watermark
<span class="o">%</span><span class="k">watermark</span> -a &quot;Andres Ramos&quot; -d -v -m
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Specific Python packages&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">watermark</span> -iv -w 
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>Author: Andres Ramos

Python implementation: CPython
Python version       : 3.8.3
IPython version      : 7.16.1

Compiler    : GCC 7.3.0
OS          : Linux
Release     : 3.10.0-1160.25.1.el7.x86_64
Machine     : x86_64
Processor   : x86_64
CPU cores   : 8
Architecture: 64bit

Specific Python packages
matplotlib: 3.2.2
sys       : 3.8.3 (default, Jul  2 2020, 16:21:59) 
[GCC 7.3.0]
json      : 2.0.9
pandas    : 1.2.0
logging   : 0.5.1.2
numpy     : 1.19.5
xgboost   : 1.3.3
autopep8  : 1.5.7
sklearn   : 0.23.1
re        : 2.2.1

Watermark: 2.1.0

</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

    </div>
</div>
</div>

</div>
    </div>
  </div>
</body>

 
</html>