AlzheimersDetection.html

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

<title>AlzheimersDetection</title>

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


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .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://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Dataset">Dataset<a class="anchor-link" href="#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>Here, I am going to use the Alzheimer's Feature dataset from Kaggle:</p>
<p>This is a tabular dataset with following features:</p>
<p>"Group" is a target for models</p>

<pre><code>Group --&gt; Class
Age --&gt; Age
EDUC --&gt; Years of Education
SES --&gt; Socioeconomic Status / 1-5
MMSE --&gt; Mini Mental State Examination
CDR --&gt; Clinical Dementia Rating
eTIV --&gt; Estimated total intracranial volume
nWBV --&gt; Normalize Whole Brain Volume
ASF --&gt; Atlas Scaling Factor</code></pre>
<p>You can download the dataset from kaggle: <a href="https://www.kaggle.com/brsdincer/alzheimer-features">https://www.kaggle.com/brsdincer/alzheimer-features</a>
or Google Drive: <a href="https://drive.google.com/file/d/1hLq1MoD7RJzi7D7jlz-diD74p6iMK31Y/view?usp=sharing">https://drive.google.com/file/d/1hLq1MoD7RJzi7D7jlz-diD74p6iMK31Y/view?usp=sharing</a></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let us now implement a regression model to detect Alzheimer's disease based on data.</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="Imports">Imports<a class="anchor-link" href="#Imports">&#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;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="kn">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">scale</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span><span class="p">,</span> <span class="n">cross_val_score</span><span class="p">,</span> <span class="n">cross_val_predict</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">mean_squared_error</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">model_selection</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">classification_report</span><span class="p">,</span> <span class="n">roc_auc_score</span><span class="p">,</span> <span class="n">roc_curve</span>
<span class="kn">from</span> <span class="nn">xgboost</span> <span class="kn">import</span> <span class="n">XGBClassifier</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="Import-data-to-pandas-DataFrame">Import data to pandas DataFrame<a class="anchor-link" href="#Import-data-to-pandas-DataFrame">&#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;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1"># Upload this file in google drive at location: &#39;/content/drive/MyDrive/Colab Notebooks/AlzheimerDetection&#39;</span>
<span class="n">ALZHEIMER_FEATURES_FILE_NAME</span> <span class="o">=</span> <span class="s2">&quot;alzheimer.csv&quot;</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;[51]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">google.colab</span> <span class="kn">import</span> <span class="n">drive</span>
<span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/drive&#39;</span><span class="p">,</span> <span class="n">force_remount</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>

<span class="n">BASE_PATH</span> <span class="o">=</span> <span class="s1">&#39;/content/drive/MyDrive/Colab Notebooks/AlzheimerDetection&#39;</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">BASE_PATH</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>Mounted at /content/drive
</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;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">BASE_PATH</span> <span class="o">+</span> <span class="s2">&quot;/&quot;</span> <span class="o">+</span> <span class="n">ALZHEIMER_FEATURES_FILE_NAME</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">AlzheimerData</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="c1"># for VISUALIZATION</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;M/F&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;M/F&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;CDR&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;CDR&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;EDUC&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;EDUC&quot;</span><span class="p">])</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Categorical</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">])</span>

<span class="n">df</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">select_dtypes</span><span class="p">(</span><span class="n">include</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;float64&quot;</span><span class="p">,</span><span class="s2">&quot;int64&quot;</span><span class="p">,</span><span class="s2">&quot;int32&quot;</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="Data-Information-and-Visualization">Data Information and Visualization<a class="anchor-link" href="#Data-Information-and-Visualization">&#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;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</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[53]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Group</th>
      <th>M/F</th>
      <th>Age</th>
      <th>EDUC</th>
      <th>SES</th>
      <th>MMSE</th>
      <th>CDR</th>
      <th>eTIV</th>
      <th>nWBV</th>
      <th>ASF</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Nondemented</td>
      <td>M</td>
      <td>87</td>
      <td>14</td>
      <td>2.0</td>
      <td>27.0</td>
      <td>0.0</td>
      <td>1987</td>
      <td>0.696</td>
      <td>0.883</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Nondemented</td>
      <td>M</td>
      <td>88</td>
      <td>14</td>
      <td>2.0</td>
      <td>30.0</td>
      <td>0.0</td>
      <td>2004</td>
      <td>0.681</td>
      <td>0.876</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Demented</td>
      <td>M</td>
      <td>75</td>
      <td>12</td>
      <td>NaN</td>
      <td>23.0</td>
      <td>0.5</td>
      <td>1678</td>
      <td>0.736</td>
      <td>1.046</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Demented</td>
      <td>M</td>
      <td>76</td>
      <td>12</td>
      <td>NaN</td>
      <td>28.0</td>
      <td>0.5</td>
      <td>1738</td>
      <td>0.713</td>
      <td>1.010</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Demented</td>
      <td>M</td>
      <td>80</td>
      <td>12</td>
      <td>NaN</td>
      <td>22.0</td>
      <td>0.5</td>
      <td>1698</td>
      <td>0.701</td>
      <td>1.034</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[54]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span><span class="o">.</span><span class="n">T</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>(373, 10)
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Index([&#39;Group&#39;, &#39;M/F&#39;, &#39;Age&#39;, &#39;EDUC&#39;, &#39;SES&#39;, &#39;MMSE&#39;, &#39;CDR&#39;, &#39;eTIV&#39;, &#39;nWBV&#39;,
       &#39;ASF&#39;],
      dtype=&#39;object&#39;)
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 373 entries, 0 to 372
Data columns (total 10 columns):
 #   Column  Non-Null Count  Dtype   
---  ------  --------------  -----   
 0   Group   373 non-null    category
 1   M/F     373 non-null    category
 2   Age     373 non-null    category
 3   EDUC    373 non-null    category
 4   SES     354 non-null    category
 5   MMSE    371 non-null    float64 
 6   CDR     373 non-null    category
 7   eTIV    373 non-null    int64   
 8   nWBV    373 non-null    float64 
 9   ASF     373 non-null    float64 
dtypes: category(6), float64(3), int64(1)
memory usage: 16.5 KB
None
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
      count         mean         std  ...       50%       75%       max
MMSE  371.0    27.342318    3.683244  ...    29.000    30.000    30.000
eTIV  373.0  1488.128686  176.139286  ...  1470.000  1597.000  2004.000
nWBV  373.0     0.729568    0.037135  ...     0.729     0.756     0.837
ASF   373.0     1.195461    0.138092  ...     1.194     1.293     1.587

[4 rows x 8 columns]
</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;[55]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;SES&quot;</span><span class="p">])[</span><span class="s2">&quot;MMSE&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;SES&quot;</span><span class="p">])[</span><span class="s2">&quot;eTIV&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;SES&quot;</span><span class="p">])[</span><span class="s2">&quot;nWBV&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;SES&quot;</span><span class="p">])[</span><span class="s2">&quot;ASF&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</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>Group        SES
Converted    1.0    28.619048
             2.0    28.571429
             3.0    29.142857
             4.0    28.000000
             5.0          NaN
Demented     1.0    23.884615
             2.0    24.480000
             3.0    25.545455
             4.0    23.657895
             5.0    22.800000
Nondemented  1.0    29.439024
             2.0    29.281690
             3.0    28.904762
             4.0    29.323529
             5.0    28.000000
Name: MMSE, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        SES
Converted    1.0    1495.666667
             2.0    1379.142857
             3.0    1413.285714
             4.0    1518.500000
             5.0            NaN
Demented     1.0    1677.153846
             2.0    1492.360000
             3.0    1411.757576
             4.0    1450.973684
             5.0    1335.800000
Nondemented  1.0    1542.707317
             2.0    1499.140845
             3.0    1471.666667
             4.0    1467.088235
             5.0    1382.000000
Name: eTIV, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        SES
Converted    1.0    0.714238
             2.0    0.725143
             3.0    0.731571
             4.0    0.791000
             5.0         NaN
Demented     1.0    0.714423
             2.0    0.719360
             3.0    0.714091
             4.0    0.714553
             5.0    0.710200
Nondemented  1.0    0.719220
             2.0    0.741803
             3.0    0.765452
             4.0    0.734088
             5.0    0.753500
Name: nWBV, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        SES
Converted    1.0    1.186524
             2.0    1.272857
             3.0    1.245857
             4.0    1.155500
             5.0         NaN
Demented     1.0    1.057308
             2.0    1.186680
             3.0    1.249758
             4.0    1.220421
             5.0    1.332400
Nondemented  1.0    1.150878
             2.0    1.190380
             3.0    1.211500
             4.0    1.211088
             5.0    1.269500
Name: ASF, dtype: float64
</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;[56]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;CDR&quot;</span><span class="p">])[</span><span class="s2">&quot;MMSE&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;CDR&quot;</span><span class="p">])[</span><span class="s2">&quot;eTIV&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;CDR&quot;</span><span class="p">])[</span><span class="s2">&quot;nWBV&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;CDR&quot;</span><span class="p">])[</span><span class="s2">&quot;ASF&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</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>Group        CDR
Converted    0.0    29.055556
             0.5    28.315789
             1.0          NaN
             2.0          NaN
Demented     0.0          NaN
             0.5    25.960784
             1.0    21.051282
             2.0    20.333333
Nondemented  0.0    29.239362
             0.5    28.000000
             1.0          NaN
             2.0          NaN
Name: MMSE, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        CDR
Converted    0.0    1425.722222
             0.5    1491.052632
             1.0            NaN
             2.0            NaN
Demented     0.0            NaN
             0.5    1479.382353
             1.0    1498.121951
             2.0    1538.000000
Nondemented  0.0    1492.712766
             0.5    1757.500000
             1.0            NaN
             2.0            NaN
Name: eTIV, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        CDR
Converted    0.0    0.735111
             0.5    0.712947
             1.0         NaN
             2.0         NaN
Demented     0.0         NaN
             0.5    0.722235
             1.0    0.702244
             2.0    0.706667
Nondemented  0.0    0.740963
             0.5    0.735000
             1.0         NaN
             2.0         NaN
Name: nWBV, dtype: float64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group        CDR
Converted    0.0    1.239000
             0.5    1.187211
             1.0         NaN
             2.0         NaN
Demented     0.0         NaN
             0.5    1.202520
             1.0    1.186390
             2.0    1.149000
Nondemented  0.0    1.193096
             0.5    1.000000
             1.0         NaN
             2.0         NaN
Name: ASF, dtype: float64
</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;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;EDUC&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;M/F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">())</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;-.&quot;</span><span class="o">*</span><span class="mi">40</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</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>Nondemented    190
Demented       146
Converted       37
Name: Group, dtype: int64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
12    103
16     81
18     64
14     33
13     27
15     17
20     13
11     11
17      9
8       9
23      3
6       3
Name: EDUC, dtype: int64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
F    213
M    160
Name: M/F, dtype: int64
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
          MMSE      eTIV      nWBV       ASF
MMSE  1.000000 -0.032084  0.341912  0.040052
eTIV -0.032084  1.000000 -0.210122 -0.988877
nWBV  0.341912 -0.210122  1.000000  0.213476
ASF   0.040052 -0.988877  0.213476  1.000000
-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.
Group     0
M/F       0
Age       0
EDUC      0
SES      19
MMSE      2
CDR       0
eTIV      0
nWBV      0
ASF       0
dtype: int64
</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">
<h4 id="Histograms">Histograms<a class="anchor-link" href="#Histograms">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1">#Histogram of Target values</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[59]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1">#Histogram of Sex Feature</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;M/F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1">#Histogram of Socioeconomic Status</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1">#Histogram of Age</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="c1">#Histogram of Clinical Dementia Rating</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;CDR&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Some-Scatter-plot-&amp;-Line-plot-visualizations">Some Scatter plot &amp; Line plot visualizations<a class="anchor-link" href="#Some-Scatter-plot-&amp;-Line-plot-visualizations">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[63]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;MMSE&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;MMSE&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[64]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;eTIV&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;eTIV&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[65]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;ASF&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;SES&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;ASF&quot;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Visualizing-the-correlations">Visualizing the correlations<a class="anchor-link" href="#Visualizing-the-correlations">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[66]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">Features</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;MMSE&quot;</span><span class="p">,</span><span class="s2">&quot;eTIV&quot;</span><span class="p">,</span><span class="s2">&quot;nWBV&quot;</span><span class="p">,</span><span class="s2">&quot;ASF&quot;</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;[67]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">corrPearson</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">Features</span><span class="p">]</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s2">&quot;pearson&quot;</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;[68]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corrPearson</span><span class="p">,</span><span class="n">annot</span><span class="o">=</span><span class="bp">True</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=+</span><span class="mi">1</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Pearson Correlation&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Data-Preprocessing">Data Preprocessing<a class="anchor-link" href="#Data-Preprocessing">&#182;</a></h3>
</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>Group:</p>

<pre><code>Converted = 0
Demented = 1
Nondemented = 2</code></pre>
<p>M/F:</p>

<pre><code>F = 0
M = 1</code></pre>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[69]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">Columns</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="s2">&quot;M/F&quot;</span><span class="p">]</span>
<span class="n">encode</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">Columns</span><span class="p">:</span>
    <span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
    <span class="k">print</span><span class="p">(</span><span class="s2">&quot;----&quot;</span><span class="p">)</span>
    <span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">encode</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
    <span class="k">print</span><span class="p">(</span><span class="s2">&quot;----&quot;</span><span class="o">*</span><span class="mi">30</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>Nondemented    190
Demented       146
Converted       37
Name: Group, dtype: int64
----
2    190
1    146
0     37
Name: Group, dtype: int64
------------------------------------------------------------------------------------------------------------------------
F    213
M    160
Name: M/F, dtype: int64
----
0    213
1    160
Name: M/F, dtype: int64
------------------------------------------------------------------------------------------------------------------------
</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;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">AlzheimerData</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;CDR&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">AlzheimerData</span><span class="p">[</span><span class="s2">&quot;CDR&quot;</span><span class="p">]</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;EDUC&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">AlzheimerData</span><span class="p">[</span><span class="s2">&quot;EDUC&quot;</span><span class="p">]</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">AlzheimerData</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">]</span>

<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">info</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>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 373 entries, 0 to 372
Data columns (total 10 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   Group   373 non-null    int64  
 1   M/F     373 non-null    int64  
 2   Age     373 non-null    int64  
 3   EDUC    373 non-null    int64  
 4   SES     354 non-null    float64
 5   MMSE    371 non-null    float64
 6   CDR     373 non-null    float64
 7   eTIV    373 non-null    int64  
 8   nWBV    373 non-null    float64
 9   ASF     373 non-null    float64
dtypes: float64(5), int64(5)
memory usage: 29.3 KB
None
</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">
<h4 id="Fill-in-missing-data">Fill in missing data<a class="anchor-link" href="#Fill-in-missing-data">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[71]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;SES&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="n">data</span><span class="p">[</span><span class="s2">&quot;MMSE&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;MMSE&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">inplace</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</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>Group    0
M/F      0
Age      0
EDUC     0
SES      0
MMSE     0
CDR      0
eTIV     0
nWBV     0
ASF      0
dtype: int64
</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">
<h4 id="Divide-data-into-train-and-test-set">Divide data into train and test set<a class="anchor-link" href="#Divide-data-into-train-and-test-set">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[72]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">&quot;Group&quot;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s2">&quot;Group&quot;</span><span class="p">]</span>

<span class="n">xTrain</span><span class="p">,</span> <span class="n">xTest</span><span class="p">,</span> <span class="n">yTrain</span><span class="p">,</span> <span class="n">yTest</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.20</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
</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="Training-and-Prediction">Training and Prediction<a class="anchor-link" href="#Training-and-Prediction">&#182;</a></h3>
</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">
<h4 id="Regression-Classifier-Tree-(CART)">Regression Classifier Tree (CART)<a class="anchor-link" href="#Regression-Classifier-Tree-(CART)">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[73]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="k">print</span><span class="p">(</span><span class="s2">&quot;==============Results from Decision Tree Classifier before tuning==============&quot;</span><span class="p">)</span>
<span class="n">cartc</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xTrain</span><span class="p">,</span><span class="n">yTrain</span><span class="p">)</span>
<span class="n">predict</span> <span class="o">=</span> <span class="n">cartc</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xTest</span><span class="p">)</span>

<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predict</span><span class="p">))</span>
<span class="n">R2CV</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">cartc</span><span class="p">,</span><span class="n">xTest</span><span class="p">,</span><span class="n">yTest</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Cross Validaition Score: &quot;</span><span class="p">,</span> <span class="n">R2CV</span><span class="p">)</span>

<span class="n">error</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predict</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Mean Squared Error: &quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">error</span><span class="p">))</span>

<span class="k">print</span><span class="p">(</span><span class="s2">&quot;==============Results from Decision Tree Classifier after tuning==============&quot;</span><span class="p">)</span>
<span class="n">cartctuned</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">(</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">min_samples_split</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xTrain</span><span class="p">,</span><span class="n">yTrain</span><span class="p">)</span>
<span class="n">predicttuned</span> <span class="o">=</span> <span class="n">cartctuned</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xTest</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predicttuned</span><span class="p">))</span>
<span class="n">R2CVtuned</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">cartctuned</span><span class="p">,</span><span class="n">xTest</span><span class="p">,</span><span class="n">yTest</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Cross Validaition Score: &quot;</span><span class="p">,</span><span class="n">R2CVtuned</span><span class="p">)</span>

<span class="n">errortuned</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predicttuned</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Mean Squared Error: &quot;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">errortuned</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>==============Results from Decision Tree Classifier before tuning==============
Accuracy Score:  0.8533333333333334
Cross Validaition Score:  0.8017857142857142
Mean Squared Error:  0.6531972647421809
==============Results from Decision Tree Classifier after tuning==============
Accuracy Score:  0.84
Cross Validaition Score:  0.8392857142857142
Mean Squared Error:  0.6928203230275509
</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">
<h4 id="XGBoost-Classifier">XGBoost Classifier<a class="anchor-link" href="#XGBoost-Classifier">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[74]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">xgbc</span> <span class="o">=</span> <span class="n">XGBClassifier</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xTrain</span><span class="p">,</span><span class="n">yTrain</span><span class="p">)</span>
<span class="n">predict</span> <span class="o">=</span> <span class="n">xgbc</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xTest</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;==============Results from XGB Classifier before tuning==============&quot;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predict</span><span class="p">))</span>
<span class="n">R2CV</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">xgbc</span><span class="p">,</span><span class="n">xTest</span><span class="p">,</span><span class="n">yTest</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Cross Validation Score: &quot;</span><span class="p">,</span> <span class="n">R2CV</span><span class="p">)</span>
<span class="c1"># 0.84</span>
<span class="n">error</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predict</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Root Mean Squared Error: &quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">error</span><span class="p">))</span>


<span class="n">xgbctuned</span> <span class="o">=</span> <span class="n">XGBClassifier</span><span class="p">(</span><span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">max_depth</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span> <span class="n">min_samples_split</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
                              <span class="n">n_estimators</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">subsample</span><span class="o">=</span><span class="mf">0.8</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xTrain</span><span class="p">,</span> <span class="n">yTrain</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;==============Results from XGB Classifier after tuning==============&quot;</span><span class="p">)</span>
<span class="n">predicttuned</span> <span class="o">=</span> <span class="n">xgbctuned</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xTest</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Score: &quot;</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predicttuned</span><span class="p">))</span>
<span class="n">R2CVtuned</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">xgbctuned</span><span class="p">,</span><span class="n">xTest</span><span class="p">,</span><span class="n">yTest</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Cross Validation Score: &quot;</span><span class="p">,</span> <span class="n">R2CVtuned</span><span class="p">)</span>
<span class="c1"># 0.82</span>
<span class="n">errortuned</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span><span class="n">predicttuned</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Root Mean Squared Error: &quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">errortuned</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>==============Results from XGB Classifier before tuning==============
Accuracy Score:  0.8533333333333334
Cross Validation Score:  0.8285714285714285
Root Mean Squared Error:  0.6531972647421809
==============Results from XGB Classifier after tuning==============
Accuracy Score:  0.84
Cross Validation Score:  0.8285714285714285
Root Mean Squared Error:  0.6928203230275509
</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">
<h4 id="Comparing-the-two-classifiers">Comparing the two classifiers<a class="anchor-link" href="#Comparing-the-two-classifiers">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[75]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-python"><pre><span></span><span class="n">models</span> <span class="o">=</span> <span class="p">[</span><span class="n">cartctuned</span><span class="p">,</span><span class="n">xgbc</span><span class="p">]</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;MODELS&quot;</span><span class="p">,</span><span class="s2">&quot;ACC&quot;</span><span class="p">])</span>

<span class="k">for</span> <span class="n">model</span> <span class="ow">in</span> <span class="n">models</span><span class="p">:</span>
    <span class="n">name</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">__class__</span><span class="o">.</span><span class="n">__name__</span>
    <span class="n">predict</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xTest</span><span class="p">)</span>
    <span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">yTest</span><span class="p">,</span> <span class="n">predict</span><span class="p">)</span>
    <span class="k">print</span><span class="p">(</span><span class="s2">&quot;-&quot;</span> <span class="o">*</span> <span class="mi">28</span><span class="p">)</span>
    <span class="k">print</span><span class="p">(</span><span class="n">name</span> <span class="o">+</span> <span class="s2">&quot;: &quot;</span><span class="p">)</span>
    <span class="k">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;Accuracy: {accuracy}&quot;</span><span class="p">)</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="n">name</span><span class="p">,</span><span class="n">accuracy</span><span class="o">*</span><span class="mi">100</span><span class="p">]],</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;MODELS&quot;</span><span class="p">,</span><span class="s2">&quot;ACC&quot;</span><span class="p">])</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
    
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;ACC&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;MODELS&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">r</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">&quot;b&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;ACC&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;MODEL ACCURACY COMPARISON&quot;</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_subarea output_stream output_stdout output_text">
<pre>----------------------------
DecisionTreeClassifier: 
Accuracy: 0.84
----------------------------
XGBClassifier: 
Accuracy: 0.8533333333333334
</pre>
</div>
</div>

<div class="output_area">

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


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

</div>

</div>
</div>

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

 
</html>