datasets.html

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

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.6 (http://getbootstrap.com)
 * Copyright 2011-2015 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: thin dotted;
  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: thin dotted;
  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: thin dotted;
  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;
  }
}
#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
 */
ul#tabs {
  margin-bottom: 4px;
}
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;
}
.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;
}
#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;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.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 {
  /* 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;
}
@-moz-document url-prefix() {
  div.inner_cell {
    overflow-x: hidden;
  }
}
/* 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: 20ex;
  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 {
  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-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .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>

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdn.mathjax.org/mathjax/latest/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="Scikit-learn-datasets">Scikit-learn datasets<a class="anchor-link" href="#Scikit-learn-datasets">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">Image</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">datasets</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>multiclass supervised learning</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="Newsgroups-Dataset">Newsgroups Dataset<a class="anchor-link" href="#Newsgroups-Dataset">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>18000 newsgroups posts on 20 topics</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_groups</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">fetch_20newsgroups</span><span class="p">()</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Features">Features<a class="anchor-link" href="#Features">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">news_groups</span><span class="o">.</span><span class="n">data</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[22]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;class &#39;list&#39;&gt;</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;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">news_groups</span><span class="o">.</span><span class="n">data</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[23]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>11314</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">
<h3 id="Labels">Labels<a class="anchor-link" href="#Labels">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_groups</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[20]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(11314,)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_groups</span><span class="o">.</span><span class="n">target_names</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[13]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[&#39;alt.atheism&#39;, &#39;comp.graphics&#39;, &#39;comp.os.ms-windows.misc&#39;, &#39;comp.sys.ibm.pc.hardware&#39;, &#39;comp.sys.mac.hardware&#39;, &#39;comp.windows.x&#39;, &#39;misc.forsale&#39;, &#39;rec.autos&#39;, &#39;rec.motorcycles&#39;, &#39;rec.sport.baseball&#39;, &#39;rec.sport.hockey&#39;, &#39;sci.crypt&#39;, &#39;sci.electronics&#39;, &#39;sci.med&#39;, &#39;sci.space&#39;, &#39;soc.religion.christian&#39;, &#39;talk.politics.guns&#39;, &#39;talk.politics.mideast&#39;, &#39;talk.politics.misc&#39;, &#39;talk.religion.misc&#39;]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_groups</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="mi">0</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[14]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&#34;From: lerxst@wam.umd.edu (where&#39;s my thing)\nSubject: WHAT car is this!?\nNntp-Posting-Host: rac3.wam.umd.edu\nOrganization: University of Maryland, College Park\nLines: 15\n\n I was wondering if anyone out there could enlighten me on this car I saw\nthe other day. It was a 2-door sports car, looked to be from the late 60s/\nearly 70s. It was called a Bricklin. The doors were really small. In addition,\nthe front bumper was separate from the rest of the body. This is \nall I know. If anyone can tellme a model name, engine specs, years\nof production, where this car is made, history, or whatever info you\nhave on this funky looking car, please e-mail.\n\nThanks,\n- IL\n   ---- brought to you by your neighborhood Lerxst ----\n\n\n\n\n&#34;</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-ipython3"><pre><span></span><span class="n">news_groups</span><span class="o">.</span><span class="n">target</span><span class="p">[</span><span class="mi">0</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[15]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>7</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;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">news_groups</span><span class="o">.</span><span class="n">target_names</span><span class="p">[</span><span class="mi">7</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[25]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&#39;rec.autos&#39;</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Handwritten-Digits">Handwritten Digits<a class="anchor-link" href="#Handwritten-Digits">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Optical Recognition of Handwritten Digits Data Set</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">load_digits</span><span class="p">()</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Features">Features<a class="anchor-link" href="#Features">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[28]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(1797, 64)</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;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">last_test_digit</span> <span class="o">=</span> <span class="n">digits</span><span class="o">.</span><span class="n">data</span><span class="p">[</span><span class="o">-</span><span class="mi">1</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;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">type</span><span class="p">(</span><span class="n">last_test_digit</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[31]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;class &#39;numpy.ndarray&#39;&gt;</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>An array object represents a multidimensional, homogeneous array of fixed-size items - allows for vectorization</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">last_test_digit</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[36]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(64,)</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;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">last_test_image</span> <span class="o">=</span> <span class="n">digits</span><span class="o">.</span><span class="n">images</span><span class="p">[</span><span class="o">-</span><span class="mi">1</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;[38]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">last_test_image</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">gray_r</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_text output_subarea ">
<pre>&lt;matplotlib.figure.Figure object at 0x110d39a20&gt;</pre>
</div>

</div>

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAL0AAADCCAYAAAAco8MkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
AAAPYQAAD2EBqD+naQAADb9JREFUeJzt3X/sVfV9x/HnC0egIoIBpy5afhTb0UCw/FjtD2AqVWJS
Oiqxgq4yQxq0S9QsWcVuIS4Za9JU2LQ0zX4IlspiNKZt2oJVKp21BPHbUpkwMy3FOcTfXwiKA3nv
j3PZvn4L3+89537Ovd+vn9cjuX/cm3Pe9325L873nHPP53wUEZjlZEinGzBrN4fesuPQW3YcesuO
Q2/ZcegtOw69Zef36iwuaQxwBbAXOFLne1n2hgPjgc0R8VpfC9YaeorAf7fm9zDr6Vrgvr4WqDv0
ewE2bNjA5MmT+1zw1ltvZfXq1UnetNlaK1eubKrek08+yaxZs/pcZseOHU3VeuONNzjrrLP6XW7B
ggVN1du0aRPz58/vc5klS5Y0Vev2229n1apV/S43cuTIfpdJ+X02U2/37t1cd9110MhcX+oO/RGA
yZMnM3369D4XHDVqVL/LNKvZWmPGjGmq3tChQ/tddtiwYU3VGjJkSFPLnnfeeU3VGz58eL/LTps2
ralaZ555ZlPLjh49ut9lUn6fJev1uxvtA1nLjkNv2akUeklflvQbSW9L2iap7x1eswGkdOglfQH4
BrAS+BiwE9gsaWwrjSxevLiV1WurBTBhwoRktUaMGJGsFsCUKVOS1brqqquS1Ur9HaSsV2VLfyvw
7Yi4NyL2AMuBt4AbWmlkIId+4sSJyWqlDv3UqVOT1Vq0aFGyWu+b0EsaCswAHj3xWhSjUB4BPpGs
K7Mald3SjwVOAw70ev0AcG6SjsxqVvd5eqD4YWHUqFHveW3x4sXJ/wRaHjZu3MjGjRvf81p3d3fT
65cN/avAu8A5vV4/B3jpVCutXr066Q8VlreTbTC7urqYMWNGU+uX2r2JiKPAU8BlJ16TpMbzJ8rU
MuuUKrs3dwLrJD0FbKc4m3M6sC5hX2a1KR36iLi/cU7+byh2a34FXBERr6RuzqwOlQ5kI2ItsDZx
L2Zt4WtvLDsOvWXHobfstOXHqVT27t2btN769euT1Ro3blyyWgDjx49PWs/+n7f0lh2H3rLj0Ft2
HHrLTpWRU7MlfV/Si5KOS2ruXhVmA0SVLf0IiksPbgI8jYkNOlWuvdkEbIL/u8LSbFDxPr1lx6G3
7Dj0lh2PkbVBp91jZCvxGFlLqdUxsqVDL2kEMAk4ceZmoqRpwOsR8ULZembtVmVLPxP4KcU5+qC4
xR/Aelq8y5lZO1Q5T78VHwDbIObwWnYcesuOQ2/ZGVTDBVMPoev920Er3nzzzWS1IO3QyNT/bqk/
a7t5S2/ZcegtOw69Zceht+yUnX5nhaTtkg5KOiDpIUkfrqs5szqU3dLPBu4CPg7MA4YCD0v6QOrG
zOpS6pRlRFzZ87mkpcDLFJOvPZ6uLbP6tLpPP5riorPXE/Ri1haVQ98YFL4GeDwinknXklm9WvlF
di3wUeBTiXoxa4tKoZd0N3AlMDsi9ve3vIcLWkptHy7YCPzngLkRsa+ZdTxc0FJq63BBSWuBxcAC
4LCkE/PJdkfEkTK1zDql7IHscuBM4DHgv3s8rk7blll9yp6n92ULNug5xJYdh96y49Bbdhx6y86g
GiOb2rp165LVWrhwYbJaAHfccUeyWtdff32yWu8H3tJbdhx6y45Db9lx6C07ZcfILpe0U1J34/GE
pPl1NWdWh7Jb+heArwDTKYYIbgG+J2ly6sbM6lL22psf9nrpryTdCFwM7E7WlVmNKp+nlzSE4urK
04FfJOvIrGZVBpFMoQj5cOAQsDAi9qRuzKwuVbb0e4BpwChgEXCvpDl9Bd/DBS2ltg8XjIhjwPON
p7+U9EfAzcCNp1rHwwUtpVaHC6Y4Tz8EGJagjllblB0juwr4MbAPGAlcC8wFLk/fmlk9yu7e/D7F
1JnnAd3Ar4HLI2JL6sbM6lL2PP2yuhoxaxdfe2PZcegtOw69ZSfr4YJr1qxJVivl9JyppZye8/3A
W3rLjkNv2XHoLTsOvWWnpdBLuk3ScUl3pmrIrG6tzDk1C/gSsDNdO2b1qxR6SWcAG4BlwJtJOzKr
WdUt/TeBH/hCMxuMqgwXvAa4CJiZvh2z+pW9nv58irlj50XE0XpaMqtX2S39DOBsoKsxeTLAacAc
SX8ODIuI6L2Sx8haSu0eI/sIMLXXa+so7nnztZMFHjxG1tJq65SaEXEYeKbna5IOA69FhG/2ZINC
il9kT7p1NxuoWr60OCIuTdGIWbv42hvLjkNv2XHoLTsOvWVnUI2Rfeyxx5LW27p1a7Ja99xzT7Ja
AOPHj09W65JLLklWC9JORbp06dJktZrlLb1lx6G37Dj0lh2H3rJTdkrNlY0xsT0fz/S/ptnAUeXs
zS7gMuDEpcXH0rVjVr8qoT8WEa8k78SsTars018o6UVJz0naIOmC5F2Z1ahs6LcBS4ErgOXABOBn
kkYk7susNmUHkWzu8XSXpO3AbykmUT7lT5IeLmgptX1KzZ4iolvSs8CkvpbzcEFLqaNTajZu+jQJ
2N9KHbN2Knue/uuS5kgaJ+mTwEPAUWBjP6uaDRhld2/OB+4DxgCvAI8DF0fEa6kbM6tL2QNZH3na
oOdrbyw7Dr1lx6G37GQ9XDCl1L2lHC6Y2mCfotNbesuOQ2/ZcegtOw69Zad06CX9gaTvSHpV0luS
dkry1WQ2aJSdfmc08HPgUYpr6l8FLgTeSN+aWT3KnrK8DdgXEct6vPbbhP2Y1a7s7s1ngR2S7pd0
QFKXpGX9rmU2gJQN/UTgRuA/gMuBbwH/IOlPUzdmVpeyuzdDgO0R8deN5zslTaEYL/udU63k4YKW
UruHC+6nmEmwp93A5/taycMFLaV2Dxf8OfCRXq99BB/M2iBSNvSrgYslrZD0IUlLgGXA3elbM6tH
qdBHxA5gIbAYeBr4KnBzRPxrDb2Z1aL0pcUR8SPgRzX0YtYWvvbGsuPQW3YcesuOQ2/ZGVRjZG+5
5ZZOt3BKqcfIpqw3d+7cZLVgYH8PzfCW3rLj0Ft2HHrLTtm7Fv/mJLMLHpd0V10NmqVW9kB2JnBa
j+dTgYeB+5N1ZFazsnctfs8tuSV9FnguIv4taVdmNaq8Ty9pKHAt8M/p2jGrXysHsguBUcD6RL2Y
tUUrob8B+HFEvJSqGbN2qPSLrKQPAvOAP2lmeY+RtZQ6NaXmDcABmryu3mNkLaW2T6kpSRSzhq+L
iONl1zfrtCr79POAC+hjhvAqev+5asUDDzyQrBbA008/nazWyy+/nKwWwOHDh5PVStlb6u8gZT5K
hz4ifhIRp0XEfybrgrQf6sEHH0xWC2DXrl3JauUS+tTfQUdDbzbYOfSWHYfeslP3yKnhALt3974T
4O/q7u6mq6urz2UOHTrU1JsePHiQnTt39rvc/v37m6p35MiRfpdttrdjx441tew777zTVL3jx4/3
u2zq3pr5t232Oxg5cmRTvfWXjx4ZG95fLUVEU29aReMOaN+t7Q3Mfte1EXFfXwvUHfoxFDOW7AWO
1PZGZsUWfjywuffVwL3VGnqzgcgHspYdh96y49Bbdhx6y45Db9kZEKGX9OXG7UXelrRN0qyKdWZL
+r6kFxu3JllQsc4KSdslHWxMHfqQpA9XqdWot7wxs3p34/GEpPlV6/WqfVvjs95Zcf2VJ7mlyzMt
9JNkRvk6bzfT8dBL+gLwDWAl8DFgJ7BZ0tgK5UYAvwJuAlo5FzsbuAv4OMWl1EOBhyV9oGK9F4Cv
ANOBGcAW4HuSJrfQI42Nw5co/s1asQs4Bzi38fh0xX5OzCj/DsXvM5OBv6DajPIze/RzLvAZiu+0
9dvNRERHH8A24O97PBfwX8Bftlj3OLAgUY9jG/U+nfBzvwb8WQvrn0Exn++lwE+BOyvWWQl0JfpM
XwO21pSTNcCzKWp1dEvfuI3IDODRE69F8QkfAT7Rqb5OYjTFVub1VgtJGiLpGuB04BctlPom8IOI
2NJqT8CFjV3C5yRtkHRBxTq1zCif+nYznd69GUtxx7QDvV4/QPEnreMawyPXAI9HRCv7ulMkHaL4
078WWBgReyrWuga4CFhRtZ8etlEM/7yCYhLsCcDPJI2oUKuuGeWT3m5mUN2fvkPWAh8FPtVinT3A
NIovbxFwr6Q5ZYMv6XyK/4TzIuJoiz0REZt7PN0laTvFvMBXU35IaKUZ5ZuQ9HYznd7Svwq8S3EQ
1dM5QMfvpyPpbuBK4I8jornrkE8hIo5FxPMR8cuI+CrFwefNFUrNAM4GuiQdlXQUmAvcLOl/Gn+Z
WumzG3gWmFRh9VPNKP/Bqv30uN3MP1at0VtHQ9/YUj0FXHbitcaXdhnwRKf6avRxN/A54JKI2FfD
WwwBhlVY7xGKG+deRPGXYxqwA9gATGscE1Um6QyKwFf5T17HjPKlbjfTlDqOtEselV8NvAV8EfhD
4NsUZzbOrlBrBEUILqI423JL4/kFJeuspTjNNpvir86Jx/CKn3FVo9Y4YArwd8Ax4NJE/4atnL35
OjCn0dsngZ80QjamQq2ZFMcsK4APAUuAQ8A1FXsTxWXpf5s0cymLtfCl3dT4cG9TnNGYWbHO3EbY
3+31+JeSdU5W413gixX7+ifg+cbne4ni9uZJAt+ov6WF0G+kOEX8NrAPuA+Y0EIvVwK/bmzI/h24
oYVan2n8u09KmTdfT2/Z6fSBrFnbOfSWHYfesuPQW3YcesuOQ2/ZcegtOw69Zceht+w49JYdh96y
879eDS436UfwdQAAAABJRU5ErkJggg==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;digit: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">digits</span><span class="o">.</span><span class="n">target</span><span class="p">[</span><span class="o">-</span><span class="mi">1</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>digit: 8
</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">
<h3 id="Labels">Labels<a class="anchor-link" href="#Labels">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span> <span class="p">(</span><span class="s1">&#39;target names: </span><span class="si">{names}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">names</span><span class="o">=</span><span class="n">digits</span><span class="o">.</span><span class="n">target_names</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>target names: [0 1 2 3 4 5 6 7 8 9]
</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;[42]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">digits</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[42]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(1797,)</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;[43]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Image</span><span class="p">(</span><span class="n">filename</span><span class="o">=</span><span class="s2">&quot;images/hwd_scatterplot.png&quot;</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[43]:</div>


<div class="output_png output_subarea output_execute_result">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlkAAAHACAYAAACReX1RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

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

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