notebooks/lectures/Introduction_to_Volume_Slippage_and_Liquidity/preview.html

<head>
  <meta charset="utf-8" />
  <title>Cloned from "Introduction to Volume Slippage and Liquidity"</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#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;
}
.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;
}
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;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#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;
}
#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 .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.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 .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.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 .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
  </style>
  <style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

  </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>

  <!-- Loading mathjax macro -->
  <!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.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="Introduction-to-Volume,-Slippage,-and-Liquidity">Introduction to Volume, Slippage, and Liquidity<a class="anchor-link" href="#Introduction-to-Volume,-Slippage,-and-Liquidity">&#182;</a></h1><p>by Delaney Mackenzie and Maxwell Margenot</p>
<p>Part of the Quantopian Lecture Series:</p>
<ul>
<li><a href="www.quantopian.com/lectures">www.quantopian.com/lectures</a></li>
<li><a href="github.com/quantopian/research_public">github.com/quantopian/research_public</a></li>
</ul>
<h2 id="What-is-Volume?">What is Volume?<a class="anchor-link" href="#What-is-Volume?">&#182;</a></h2><p>Volume is how much trading occurs for a given instrument, or set of instruments, over a given time period.</p>
<h3 id="Example-Volume-Computation">Example Volume Computation<a class="anchor-link" href="#Example-Volume-Computation">&#182;</a></h3><p>For instance, consider a hypothetical equity asset $A$. If, over the course of a minute, $100,000$ shares of $A$ are bought, then the shares traded volume of $A$ is $100,000$. To find the dollar volume traded for $A$, which is the more often-used statistic, we need to take a weighted average of all the different prices $A$ traded for over the minute times the number of shares that traded at each price. This is equivalent to adding up the dollar volumes of all the individual trasnactions that occured. For instance, let's say in this case there were there separate transactions. One for 30,000 shares, one for $60,000$ shares, and one for $10,000$ shares. The prices were $30$ USD, $31$ USD, and $33$ USD, respectively. Let's model this out.</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-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</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;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">num_shares</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">30000</span><span class="p">,</span> <span class="mi">60000</span><span class="p">,</span> <span class="mi">10000</span><span class="p">])</span>
<span class="n">prices</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="mi">30</span><span class="p">,</span> <span class="mi">31</span><span class="p">,</span> <span class="mi">33</span><span class="p">])</span>

<span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">num_shares</span><span class="p">,</span> <span class="n">prices</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[2]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>3090000</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>So total dollar volume is $3.09$ million USD. Notice that this is equivalent to taking the dollar volume averaged price and multiplying by the number of shares traded over that bar.</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-ipython2"><pre><span class="c"># Get the average trade price</span>
<span class="k">print</span> <span class="s">&quot;Average trade price: </span><span class="si">%s</span><span class="s">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">prices</span><span class="p">))</span>

<span class="c"># Get the volume weighted average</span>
<span class="n">vw</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">num_shares</span><span class="p">,</span> <span class="n">prices</span><span class="p">)</span> <span class="o">/</span> <span class="nb">float</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">num_shares</span><span class="p">))</span>
<span class="k">print</span> <span class="s">&quot;Volume weighted average trade price: </span><span class="si">%s</span><span class="s">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">vw</span><span class="p">)</span>

<span class="c"># Go back to volume</span>
<span class="n">v</span> <span class="o">=</span> <span class="n">vw</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">num_shares</span><span class="p">)</span>
<span class="k">print</span> <span class="s">&quot;Volume: </span><span class="si">%s</span><span class="s">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">v</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>Average trade price: 31.3333333333
Volume weighted average trade price: 30.9
Volume: 3090000.0
</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>Often in real datasets you will be given averaged or 'last traded' data rather than individual trades. With averaged data, some average is taken over a bar (time period). With last traded data, only the final observation from that bar is reported. It is important to know if the data is averaged, volume averaged, or simply last traded. All of these will need to be treated differently.</p>
<p>For pricing data, Quantopian currently (as of April 2017) provides the last traded prices at a minute resolution. The volume is the sum of all volume in that bar. While we do not offer minutely volume-weighted price, daily volume-weighted price can be approximated from the minute bars.</p>
<p>Let's look at some volume data.</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-ipython2"><pre><span class="n">data</span> <span class="o">=</span> <span class="n">get_pricing</span><span class="p">(</span><span class="s">&#39;SPY&#39;</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="s">&#39;2015-6-1&#39;</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="s">&#39;2015-6-20&#39;</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&#39;minute&#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;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[5]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>open_price</th>
      <th>high</th>
      <th>low</th>
      <th>close_price</th>
      <th>volume</th>
      <th>price</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2015-06-01 13:31:00+00:00</th>
      <td>210.914</td>
      <td>211.033</td>
      <td>210.834</td>
      <td>211.013</td>
      <td>1130598.0</td>
      <td>211.013</td>
    </tr>
    <tr>
      <th>2015-06-01 13:32:00+00:00</th>
      <td>211.013</td>
      <td>211.083</td>
      <td>210.993</td>
      <td>211.043</td>
      <td>860265.0</td>
      <td>211.043</td>
    </tr>
    <tr>
      <th>2015-06-01 13:33:00+00:00</th>
      <td>211.043</td>
      <td>211.048</td>
      <td>210.934</td>
      <td>210.964</td>
      <td>466341.0</td>
      <td>210.964</td>
    </tr>
    <tr>
      <th>2015-06-01 13:34:00+00:00</th>
      <td>210.964</td>
      <td>210.983</td>
      <td>210.844</td>
      <td>210.854</td>
      <td>305119.0</td>
      <td>210.854</td>
    </tr>
    <tr>
      <th>2015-06-01 13:35:00+00:00</th>
      <td>210.864</td>
      <td>210.894</td>
      <td>210.725</td>
      <td>210.725</td>
      <td>420599.0</td>
      <td>210.725</td>
    </tr>
  </tbody>
</table>
</div>
</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>Notice that just plotting the volume gives us lots of gaps. This is because we are plotting data with time on the x-axis, and equities are only traded during part of the day. The rest of the day we have no data for volume. There is a small amount of overnight trading that occurs for equities, but it is often only useful as a data source as the liquidity is too low to trade. Quantopian does not currently have data on overnight trading, just for regular market hours.</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-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s">&#39;volume&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Volume (USD)&#39;</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,iVBORw0KGgoAAAANSUhEUgAAA1gAAAHiCAYAAAD1UW2SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<p>Let's look at how this volume is balanced out over a single day.</p>

</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-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s">&#39;volume&#39;</span><span class="p">][</span><span class="s">&#39;2015-6-4&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Volume (USD)&#39;</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,iVBORw0KGgoAAAANSUhEUgAAA2wAAAHiCAYAAACUSU/QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<p>This is pretty noisy, but with pandas we can easily take an average across all the days in our sample to get a sense of how volume fluctuates on average. Here is the average volume for a given minute over the whole time period.</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-ipython2"><pre><span class="n">avg_minute_volume</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">hour</span><span class="p">,</span> <span class="n">data</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">minute</span><span class="p">])</span><span class="o">.</span><span class="n">mean</span><span class="p">()[</span><span class="s">&#39;volume&#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;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">avg_minute_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">&#39;Volume (USD)&#39;</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,iVBORw0KGgoAAAANSUhEUgAAA1gAAAHiCAYAAAD1UW2SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h3 id="High-Equity-Volume-After-Market-Open">High Equity Volume After Market Open<a class="anchor-link" href="#High-Equity-Volume-After-Market-Open">&#182;</a></h3><p>There tends to be high volume right after market open. This is due to a variety of factors including people wanting to update their positions based on price changes and new information that emerged before trading started. Since there was a ton of time and possibly news overnight while the market could not react, trading right after the open can be a bit volatile as pricing adjusts.</p>
<h3 id="High-Equity-Volume-Before-Market-Close">High Equity Volume Before Market Close<a class="anchor-link" href="#High-Equity-Volume-Before-Market-Close">&#182;</a></h3><p>There is a similar effect at the end of the day when people want to get in their final orders before trading closes and they no longer have the chance. Again there are a variety of factors that drive this increase, but the effect tends to be consistent.</p>

</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">
<h3 id="Modeling-Volume">Modeling Volume<a class="anchor-link" href="#Modeling-Volume">&#182;</a></h3><p>Volume can change a lot, and summary statistics such as mean volume may not always be representative. Model it as you would any other quantity and pay attention to whether your volume forecasts or measurements are useful. We do not discuss any specific models in this lecture as the models are often specific to the markets and instruments being traded.</p>
<p>As with any other model, a model of volume needs to be carefully validated using rigorous statistics. As a rule of thumb you can expect more volume at the start and end of day in the US Equity market, but this will vary by equity and day, plus there will be shocks and half days. In practice you should apply just as much care as you would trying to model returns.</p>

</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="What-is-Slippage?">What is Slippage?<a class="anchor-link" href="#What-is-Slippage?">&#182;</a></h2><p>Slippage occurs when large buy or sell orders drive the price of the market up or down respectively. Remember that for every share bought, a share must be sold by another party. If no parties are selling shares, buy orders will not be filled. This is a simplification of what actually occurs as there are complexities around issues such as bid/ask spread, but we will not consider those here. To understand why price shifts happen when large orders are placed, consider the following scenario:</p>
<ol>
<li>Person A places a buy order for $1000$ shares of stock X. Currently trading at $100$ USD / share.</li>
<li>There is only one sell order for $500$ shares.</li>
<li>The broker fills $500$ shares of the order at $100$ USD / share.</li>
<li>There are $500$ shares remaining to fill. Other market participants notice that there is demand at $100$ USD / share, so they increase their sell price to $101$ USD / share.</li>
<li>Another sell order gets placed for $500$ shares at $101$ USD / share.</li>
<li>The broker fills the remaining $500$ shares of the original order at $101$ USD / share. Closing out the process.</li>
</ol>
<p>As you can see, the large order for stock X was not immediately filled, and the demand pushed the market price against the original order, resulting in a fill price worse than expected. The opposite occurs for sell orders. In general, the larger the order, the more slippage will be experienced by a trade.</p>
<h3 id="Complications-with-Forecasting-Slippage">Complications with Forecasting Slippage<a class="anchor-link" href="#Complications-with-Forecasting-Slippage">&#182;</a></h3><p>Modeling slippage is not trivial and is the subject of research by professional quantitative teams. There are different parameters and the behavior of slippage varies across markets and instruments. Things like the bid/ask spread will influence it. Although we will not get into any specific slippage models in this lecture, info on Quantopian's backtester slippage model can be found <a href="https://www.quantopian.com/help#ide-slippage">here</a> and some more in-depth research on it can be found <a href="https://blog.quantopian.com/accurate-slippage-model-comparing-real-simulated-transaction-costs/">here</a>.</p>
<h3 id="Why-is-this-Important-to-Quantitative-Strategies?">Why is this Important to Quantitative Strategies?<a class="anchor-link" href="#Why-is-this-Important-to-Quantitative-Strategies?">&#182;</a></h3><p>Quantitative strategies often rely on finding small but consistent edges across many instruments in a market or multiple markets. If the amount of profit you expect to make off of each trade is very small, slippage can eat a significant amount of that profit. Quantitative strategies rely on executing orders as they have been defined, so anything that counteracts the orders can break the strategy.</p>
<h3 id="Where-is-Slippage-Worst?">Where is Slippage Worst?<a class="anchor-link" href="#Where-is-Slippage-Worst?">&#182;</a></h3><p>Slippage is often worst on stocks with very little volume. Some egregious offenders are small and micro cap stocks. They are very low volume and develop large inefficiencies, but when you try to trade the inefficiencies you are unable to due to the lack of trades on the other side of the market. If you wait long enough you may be able to fill your order, but in that time you will suffer a lot of slippage.</p>

</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="What-is-Liquidity?">What is Liquidity?<a class="anchor-link" href="#What-is-Liquidity?">&#182;</a></h2><p>Before we can define liquidity, we need to define a few key execution parameters. This is certainly not an exhaustive list of parameters that can decribe execution conditions, but they are the key ones for our purposes here.</p>
<h3 id="Execution-Parameters">Execution Parameters<a class="anchor-link" href="#Execution-Parameters">&#182;</a></h3><ul>
<li>Trade Size $s$</li>
<li>Market Price $p_m$</li>
<li>Time to Fill $t$</li>
<li>Realized Fill Price $p_f$</li>
</ul>
<h3 id="Defining-Liquidity-in-Terms-of-Execution-Feasibility">Defining Liquidity in Terms of Execution Feasibility<a class="anchor-link" href="#Defining-Liquidity-in-Terms-of-Execution-Feasibility">&#182;</a></h3><p>Liquidity is a somewhat ambiguous term. There are different ways of defining it and therefore different ways of measuring it. In general it's the ability to execute large trades quickly without experiencing slippage. Another way to think about it is how easy it is to convert a held asset to cash quickly. Rather than having one precise definition, people often descibe liquidity according to their trading needs. For instance, if one regularly needs to execute trades of size $s$=100,000USD, and market $M_1$ can regularly support that with fills coming within $t$=1s and slippage or $p_f / p_m$ &lt; 1.0001 (0.01% error), then we'd say that market $M$ is sufficiently liquid for one's purposes. On the other hand if another market $M_2$ can support trades of larger size, fill them in shorter time, or has consistently less slippage, then we would say that $M_2$ is <em>more</em> liquid.</p>
<p>The takeaway is that liquidity depends on what you are trying to trade and how, and once you've established a benchmark you can compare it to other potential instruments, markets, brokers, or trading methods.</p>

</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="Liquidity-vs.-Volume">Liquidity vs. Volume<a class="anchor-link" href="#Liquidity-vs.-Volume">&#182;</a></h2><p>Liquidity and volume are not the same thing. Liquidity is the important property that affects how easily we can trade. Volume is a related but indirect proxy for liquidity. In general people use volume as one of the main ways to determine how liquid a trading environemnt will be. If there is high volume, it's likely you'll be able to execute a trade quickly and with minimal slippage. If you're a high percentage of the volume, then you're in trouble. In general the higher the volume, the lower your percentage and the better things will be.</p>
<p>Although volume is central to liquidity, one can have cases of high volume with low liquidity.</p>
<h3 id="One-Sided-Market">One-Sided Market<a class="anchor-link" href="#One-Sided-Market">&#182;</a></h3><p>A market may have high volume, but with a lot of demand in one direction. This can occur during a panic event in which case many people want to sell. This can result in large bid-ask spreads and, while trades may be closing, they will be closing at prices far away from what you would like (AKA high slippage). The high slippage indicates that this is an illiquid market. It is also more difficult to determine a fair market price when spreads and volatility are high. Momentum strategies can have higher slippage due to the fact that you're jumping into the same side of the market as everybody else.</p>
<h3 id="Non-Continuous-Prices">Non-Continuous Prices<a class="anchor-link" href="#Non-Continuous-Prices">&#182;</a></h3><p>Sometimes there can be large block transactions occuring in a single instrument. Imagine that a large shareholder is trying to get rid of their stake in a company. Rather than selling it on the open market and exposing themselves to a massive amount of slippage, they trade it through other routes. There will still be a large amount of trading volume, but because it's not accessible to you, any trades you place will be exposed to the same illiquid conditions as without that volume.</p>

</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="Transaction-Costs">Transaction Costs<a class="anchor-link" href="#Transaction-Costs">&#182;</a></h2><p>Whenever a trade is placed, you will pay a fee to the broker to trade. This fee can be based on trade size or just be flat, but is well defined and not an uncertain quantity. You will also experience slippage, which can be thought of as just another cost. Often both broker fees and slippage costs will be grouped under the term 'Transaction Costs', which describes generally how much it will cost to trade a specific strategy. If transaction costs eat too much of your profits a strategy might become infeasible.</p>
<h3 id="Transaction-Costs-Vary-by-Broker-and-Market">Transaction Costs Vary by Broker and Market<a class="anchor-link" href="#Transaction-Costs-Vary-by-Broker-and-Market">&#182;</a></h3><p>Because transaction costs vary based on trading environments, strategies that are inviable on a retail brokerage may be viable on an institutional prime brokerage with lower costs. Often quant strategies will fail on retail fees, but be fine for an institution. Just because you can't trade a strategy doesn't mean it's not valuable. You may be able to sell it to an organization that can trade it. When evaluating strategies for allocation Quantopian assumes trading conditions of a prime brokerage.</p>

</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="Why-is-liquidity-important?">Why is liquidity important?<a class="anchor-link" href="#Why-is-liquidity-important?">&#182;</a></h2><p>Why do we actually care about modeling, forecasting, and understanding liquidity?</p>
<h3 id="It's-a-bottleneck-to-trading-any-strategy.">It's a bottleneck to trading any strategy.<a class="anchor-link" href="#It's-a-bottleneck-to-trading-any-strategy.">&#182;</a></h3><p>The final step of implementing any trading strategy is actually trading it. If you have statistically verified a mathematical model and it's pumping out target positions, that's not useful unless you can turn those positions into reality by trading in the market. Liquidity essentially defines your ability to move from current positions to desired future positions. With low liquidity you will not be able to execute on desired trades and there will be large infidelities between your model's requests and your real positions.</p>
<h4 id="There's-no-perfect-case.">There's no perfect case.<a class="anchor-link" href="#There's-no-perfect-case.">&#182;</a></h4><p>You cannot completely eliminate liquidity concerns. Each instrument will have variable liquidity and there may be exogenous system shocks. As with any other quantity you can just model it and then try to trade instruments for which you expect good liquidity. Every strategy will have some liquidity drag during actual trading, but you can just try to make it as small as possible by avoiding instruments with high liquidity risk.</p>
<h3 id="Capital-Base-vs.-Liquidity">Capital Base vs. Liquidity<a class="anchor-link" href="#Capital-Base-vs.-Liquidity">&#182;</a></h3><p>The more capital you trade, the harder it is to fill trades without experiencing slippage, so the more expensive your trading will be. In general all strategies have capital ranges in which they are profitable. The upper limit is defined by liquidity constraints. Once you become too large a part of the market the slippage will eat all your returns. The lower end is defined by broker comissions and position errors. If you're attempting to trade a small amount of capital, flat trading costs from your broker may exceed returns. Likewise, if you are trading 100,000USD and place 1% of your portfolio into a single stock, you will not be able to buy precisely 100USD worth of the stock. The lack of fractional shares will result in large portfolio infidelities from your desired positions. Because trading few instruments results in <a href="https://www.quantopian.com/lectures/position-concentration-risk">position concentration risk</a>, trading small amounts of capital is often difficult.</p>

</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="Backtesting-and-Liquidity">Backtesting and Liquidity<a class="anchor-link" href="#Backtesting-and-Liquidity">&#182;</a></h2><p>The purpose of backtesting is not to determine whether a model has predictive power. That should all be done at the <a href="https://www.quantopian.com/lectures/hypothesis-testing">statistical analysis stage</a> and is inefficient to do in a backtester, not to mention the <a href="https://www.quantopian.com/lectures/the-dangers-of-overfitting">overfitting risk</a>.</p>
<p>The purpose of backtesting is to check how robust a strategy is to real market frictions like illiquidity, slippage, and the resulting transaction costs. You can have highly predictive models that are simply not tradeable because the underlying instruments are not liquid enough.</p>
<h3 id="Backtest-Under-a-Range-of-Liquidity-Assumptions">Backtest Under a Range of Liquidity Assumptions<a class="anchor-link" href="#Backtest-Under-a-Range-of-Liquidity-Assumptions">&#182;</a></h3><p>It pays to backtest under a few different liquidity assumptions. This tells you whether your strategy is robust, or whether it will fall apart the moment you change liquidity conditions at all.</p>

</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="Liquidity-Varies-by-Market,-Instrument,-and-Broker">Liquidity Varies by Market, Instrument, and Broker<a class="anchor-link" href="#Liquidity-Varies-by-Market,-Instrument,-and-Broker">&#182;</a></h2><p>In general different instruments will experience broadly different liquidity conditions. We'll show an example of that here.</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-ipython2"><pre><span class="n">start_date</span> <span class="o">=</span> <span class="s">&#39;2016-04-01&#39;</span>
<span class="n">end_date</span> <span class="o">=</span> <span class="s">&#39;2016-06-14&#39;</span>
<span class="n">aapl_volume</span> <span class="o">=</span> <span class="n">get_pricing</span><span class="p">(</span><span class="s">&#39;AAPL&#39;</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">,</span> <span class="n">fields</span><span class="o">=</span><span class="s">&#39;volume&#39;</span><span class="p">)</span>
<span class="n">spy_future_volume</span> <span class="o">=</span> <span class="n">get_pricing</span><span class="p">(</span><span class="s">&#39;ESM16&#39;</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">,</span> <span class="n">fields</span><span class="o">=</span><span class="s">&#39;volume&#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;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">aapl_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">spy_future_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</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,iVBORw0KGgoAAAANSUhEUgAAAzAAAAHZCAYAAABZ3N54AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h3 id="Broad-Liquidity-Considerations-in-Equities">Broad Liquidity Considerations in Equities<a class="anchor-link" href="#Broad-Liquidity-Considerations-in-Equities">&#182;</a></h3><ul>
<li>Liquidity will vary by market cap. Higher cap stocks experience more absolute trading volume and are more liquid. Micro-cap stocks are </li>
<li>Some stocks are hard to borrow/short, and may experience one sided liquidity. Longs are easy to purchase, but shorts are hard to obtain. Quantopian does not currently provide hard to borrow data.</li>
</ul>
<h3 id="Liquidity-in-Futures">Liquidity in Futures<a class="anchor-link" href="#Liquidity-in-Futures">&#182;</a></h3><ul>
<li>Futures have much higher liquidity per instrument compared to equities.</li>
<li>Liquidity varies by type/class of future. Certain types of futures will be far less illiquid. We'll show an example here.</li>
<li>Liquidity has structure depending on expiration date. The volume of trading of a future contract will increase over time up to the expiration date. Far in advance there will be little volume as most people will be trading more current contracts. This volume effect must be considered when trying to trade futures. We'll show an example of this here.</li>
</ul>

</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-ipython2"><pre><span class="n">crude_future_volume</span> <span class="o">=</span> <span class="n">get_pricing</span><span class="p">(</span><span class="s">&#39;CLM16&#39;</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">,</span> <span class="n">fields</span><span class="o">=</span><span class="s">&#39;volume&#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;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">spy_future_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">crude_future_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</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,iVBORw0KGgoAAAANSUhEUgAAA0kAAAHTCAYAAADyG1NMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</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-ipython2"><pre><span class="n">palladium_future_volume</span> <span class="o">=</span> <span class="n">get_pricing</span><span class="p">(</span><span class="s">&#39;PAM16&#39;</span><span class="p">,</span> <span class="n">start_date</span><span class="o">=</span><span class="n">start_date</span><span class="p">,</span> <span class="n">end_date</span><span class="o">=</span><span class="n">end_date</span><span class="p">,</span> <span class="n">fields</span><span class="o">=</span><span class="s">&#39;volume&#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;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">crude_future_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">palladium_future_volume</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</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,iVBORw0KGgoAAAANSUhEUgAAA0QAAAHTCAYAAAAH5dj8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="Avoiding-Illiquidity">Avoiding Illiquidity<a class="anchor-link" href="#Avoiding-Illiquidity">&#182;</a></h2><h3 id="Use-a-good-universe.">Use a good universe.<a class="anchor-link" href="#Use-a-good-universe.">&#182;</a></h3><p>Quantopian has defined a universe (QTradableStocksUS) of liquid stocks in an effort to provide a nice clean starting point for people looking to develop models. You can find more about that here:</p>
<p><a href="https://www.quantopian.com/lectures/universe-selection">https://www.quantopian.com/lectures/universe-selection</a></p>
<h3 id="Execution-Algorithms">Execution Algorithms<a class="anchor-link" href="#Execution-Algorithms">&#182;</a></h3><p>Algorithms exist that try to time orders and parcel them out into smaller chunks across many markets or timeframes. These algorithms are collectively known as execution algorithms and aim to reduce issues with slippage and liquidity. We will not go into execution algorithms in this lecture, but they are the subject of a huge amount of industry and academic research. Often firms will have a quantitative research team dedicated to developing strategies, and another dedicated to researching ways to execute the trades.</p>

</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><em>This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. ("Quantopian"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company. In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances.</em></p>

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