index.html

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

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

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.6 (http://getbootstrap.com)
 * Copyright 2011-2015 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: thin dotted;
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: thin dotted;
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: thin dotted;
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 20ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>


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

div#notebook {
  overflow: visible;
  border-top: none;
}

@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

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

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

<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Internship-Report">Internship Report<a class="anchor-link" href="#Internship-Report">&#182;</a></h1>
</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="Kevin-Zhang,-Summer-2016">Kevin Zhang, Summer 2016<a class="anchor-link" href="#Kevin-Zhang,-Summer-2016">&#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">
<h3 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#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>I spent this summer working as the single intern in the small GIT (geospatial information technology) department in the Fort Washington office of Michael Baker International (Baker). Baker is a consulting company that provides a wide range of technical solutions to an equally wide range of clients. I had mentioned to my manager Bud before the summer that I'd be interested in doing work relating to machine learning, and he said he had an ML project already in the works. So after the interview process I accepted his offer and looked forward to possibly working with and learning from machine learning experts. I arrived on the first day and the work environment was not really what I had expected. The GIT department was comprised of Bud and his full time software developer Idrissa. Bud also employed an offshore team in India, whose technical lead, Sijo, I would communicate with frequently. In our first meeting, Bud, Idrissa, and Sijo described to me their traffic modeling project with the New Jersey Department of Transportation, and it became apparent that none of them had much technical experience with machine learning.</p>
<p>The project was described to me as this: several dozen traffic stations are embedded underneath the New Jersey turnpike system. Each of these stations captures data on every vehicle that passes over it, including speed, vehicle classification, and a timestamp. Traffic volumes are a statistic of interest to traffic engineers and infrastructure planners, there's value in forecasting this based on the data we have.</p>
<p>Bud prefaced that project's direction was to be as a marketing tool to open the door for future contracts involving machine learning, as it would expose the NJDOT to the capabilities of ML. This meant that whatever work we'd do  must have some sort of tangible deliverable, and my manager thought an iOS application for visualization of the model output would be a good option.</p>
<p>When I arrived, Sijo and his team had already put together a website to visualize the location of the traffic stations, and an AWS machine learning model. AWS has a machine learning tool that allows you to take a datatable stored in S3, specify columns for features and the target, and enter in some model parameters before it constructs a regression or classification model. It's basically a black box that takes some data and produces a trained model, but I noticed this abstraction had led Sijo's team to neglect preprocessing and feature selection.</p>
<p>I asked Bud why he insisted on using AWS ML. After seeing the model put together by the AWS black box, I was sure that a more transparently constructed model in Python would be better in the end, because of its ability to be finely tuned. And he replied that the terms, cloud technologies and AWS, are buzzwords that would resonate with decision makers at government agencies, and mentioning AWS would lead to a better first impression during the project demo. He said that officials at the NJDOT would only be generally, not technically, familiar with current technologies, so he predicted they would prefer hearing the usage of AWS ML over scikit-learn because of the familiarity of the term, AWS. But he still encouraged me to construct my own model, which is what I ended up doing, but this business decision to incorporate AWS was one of many business insights that Bud would give me over the summer. We often had long conversations where he described his projects as a GIT consultant, with emphasis put on the hype cycle. Our discussions enlightened me to the higher level business decisions that are crucial to becoming a successful technology consultant, which definitely wasn't typical of a software engineering internship and turned out to be one of the more valuable things I gained from my time at Baker.</p>
<p>So initially, I was intent on learning the basics of the AWS ecosystem. Bud offered early on to cover the fee of a AWS certification test if I wanted to pursue it. I ended up spending much of the first week watching video lectures covering an overview of the major services offered by AWS, which sort of set the tone for the rest of the internship. I didn't know anything about AWS or iOS entering the internship, and Bud didn't set any deadlines for me, so a lot of my time spent on the job was purely educational, which greatly benefitted me. Without the pressures of criteria to fill, or deadlines to meet, I was able to approach coding and learning about ML in a more relaxed manner that resulted in an enhancement of my appreciation and interest in computer science.</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>Initially, the overall aim of the project was to create an accurate regression model using machine learning to predict hourly traffic volumes through a given traffic station. However, the dataset we received only spanned from July 2013 to December 2015, which I originally perceived as too little data to make any extrapolation of future hourly volumes with a regression model inaccurate. I confirmed this later after preprocessing and seeing the mean stay roughly constant through the whole dataset. Therefore, I decided to instead steer the project towards constructing a regression model that would take the aggregate volumes across the available timespan and produce a function of several time parameters; the function representative of the hourly volumes at a particular traffic station in South Brunswick Township.</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>Some of what follows next is part of the report I gave to Bud and Idrissa as a part of my final presentation where I outlined my machine learning approach. I felt it was important to expose them to some of the technicalities in model construction and preprocessing of numerical data. I explained to them in detail the basic of regression, and considerations to take when dealing with overfitting and underfitting.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Feature-Selection">Feature Selection<a class="anchor-link" href="#Feature-Selection">&#182;</a></h3><hr>

</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>First I needed to determine which features, or columns to use in the training of the regression model. In other words, the end result of our machine learning model is a function $$f(z_0,z_1,z_2,...z_n) = volume_{hourly}$$
that accurately produces an hourly traffic volume given arguments $z_0...z_n$, and we need to choose which arguments $z$ train our model.</p>
<p>Among the columns present in the database, the only attribute that would be useful to predicting the hourly volume of traffic would be the timestamp of each car. However, the database contains individual records of vehicles, and since I wanted the hourly volume, I queried the database of vehicles that passed through the traffic station, grouping the cars into hourly bins, and chopped the timestamp into two pieces, the date and the time.</p>
<p>From the date I extracted several features, starting with the date itself, and more general features such as the day of week, week of the year, month, and season. From the time, we can glean the hour, whether the sun is up, and also whether its rush hour. My initial intuition for choosing from this pool was selecting the date, the hour, and the day of the week. The date, or day of the year, is the most specific denomination of the date section of the timestamp, and I felt that the day of the week was important to distinguish between weekdays and weekends, which would surely factor into traffic volumes. The hour of the day was a given inclusion. I did keep a mental note that these discrete features were as specific as the timestamp could produce, so if overfitting became an issue, then I would consider replacing the date with something more general, like week of the year. So to recap, the features I selected were the date, the hour, and day of the week.</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>Next I gave the type of variables some consideration. Hour of the day, date, and week day are all categorical variables. Regression models work with numerical variables, so this mismatch needed addressing. One solution I explored was one-hot encoding, which takes a categorical feature and creates a binary feature vector where each feature corresponds with one category. For example, day of the week is represented by a number $[0-6]$ (Sunday is 0), but after one-hot encoding, Sunday is $[1,0,0,0,0,0,0]$ and Monday is $[0,1,0,0,0,0,0]$.</p>
<p>However, the hour, day of the week, and date all possess an ordering of their discrete values. One-hot encoding is mainly for representing categorical features that have no inherent ordering, like red, white, and blue. Though it does make sense for Monday to be mapped to 1, Tuesday to 2, and so on. I explored both ways of representing my categorical features, and found that the model performed better with numerical encoding, over the one-hot encoding.</p>
<p>Early on, I compared the hour, day of week, date combination with other feature combinations on the AWS machine learning tool, and all the others performed worse, or had larger errors on average. Once I had figured out a good combination of features to represent the traffic volume function, I was done optimizing the AWS machine learning model, which would be incorporated alongside my Python regression model in an iOS visualization app.</p>

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

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The next step was preprocessing the data. Here is a plot of the original traffic volume data over time (07/02/2013 - 12/31/2015) each vertical line represents an hour's traffic volume:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[76]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>

<span class="n">dataframe</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="s2">&quot;original_data.csv&quot;</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">])</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">20</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</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;Hours since 7/2/2013&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Traffic Volume&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,iVBORw0KGgoAAAANSUhEUgAABKYAAAJeCAYAAACODw2oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>What's striking here is the traffic volumes of all of July 2013 (hour 0 - 650). We don't know what happened to the data there, but the range of values relative to the rest of the dataset obviously invalidate that month's data. Also notable is the spike in day traffic heading into and during summer 2015(hour 15000 - 18000), and the absence of such a spike during summer 2014.</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>Here is the same data as a scatter plot, this time with hourly traffic volume as a function of the day of year [0-365].</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[77]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s1">&#39;DAY_OF_YEAR&#39;</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">])</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">20</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</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">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">365</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">5000</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;Day of the Year&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Traffic Volume&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,iVBORw0KGgoAAAANSUhEUgAABJYAAAJeCAYAAADm/I+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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=
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The extreme values are more pronounced in this plot as each year is laid on top of one another. The floor of data points shows the vast majority of data points lying beneath 400, and the jutting column in the center is the aforementioned invalid data from July 2013. There are a few days with abnormally high traffic that might have been the result of an event or nearby road closure. There's no way that I can predict such events from solely the timestamp, so such anomalies should be removed.</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>A common practice in removing outliers is calculating the standard deviation across the whole dataset, and excluding any data points lie two or three standard deviations above or below the mean. This method wouldn't be a smart choice in this situation. The data from July 2013 would greatly skew the mean, and it also ignores that each hour of the day carries its own average traffic volume and standard deviation.</p>
<p>To illustrate each hour's distribution, consider the following scatterplot of the last four days in the dataset, with traffic volume plotted against the hour of the day.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[78]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">dataframe</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="mi">96</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;HR&#39;</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</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">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">25</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">300</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;Hour of the Day&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Traffic Volume&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,iVBORw0KGgoAAAANSUhEUgAAAYkAAAEPCAYAAAC3NDh4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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=
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>For South Brunswick Township, peak traffic times occur between noon and 6 PM, and understandably, less people are on the road at night.</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>To cater to each hour's traffic volume distribution, we treat them separately, determining independently their central tendency and standard deviation. As mentioned before, the arithmetic mean is not a good choice for centrality due to its sensitivity to extreme values (we have lots of extreme values). Therefore, the median is a far better statistic.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[79]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">Z_SCORE</span> <span class="o">=</span> <span class="mi">3</span>

<span class="n">dataframe</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;HR&#39;</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">for</span> <span class="n">hour</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">24</span><span class="p">):</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">dataframe</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">dataframe</span><span class="o">.</span><span class="n">HR</span><span class="o">==</span><span class="n">hour</span><span class="p">]</span>
    <span class="n">d</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">]))</span>
    <span class="n">median_distance</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
    <span class="n">absolute_distance</span> <span class="o">=</span> <span class="n">d</span><span class="o">/</span><span class="n">median_distance</span> <span class="k">if</span> <span class="n">median_distance</span> <span class="k">else</span> <span class="mi">0</span>
    <span class="n">dataframe</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">dataframe</span><span class="o">.</span><span class="n">HR</span><span class="o">==</span><span class="n">hour</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">absolute_distance</span><span class="o">&lt;</span><span class="n">Z_SCORE</span><span class="p">]</span>
<span class="n">dataframe</span> <span class="o">=</span> <span class="n">dataframe</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;any&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>In the above code snippet, I sort the whole dataset by hour and treat each hour as its own dataframe. The array <code>data</code> is a pandas dataframe that contains the rows of data where the feature <code>HR == hour</code>, and <code>d</code> contains the absolute value of the difference between each row's traffic volume and the median traffic volume. From there, I determine the <code>median_distance</code> from the median traffic volume, and scale the distance vector <code>d</code> by the median distance. The second to last line removes all rows whose traffic volume is too far from the median <code>(&gt; Z_SCORE * median_distance)</code>.</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>Here is the resulting data after removing outliers:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[80]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s1">&#39;DAY_OF_YEAR&#39;</span><span class="p">])</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataframe</span><span class="p">[</span><span class="s1">&#39;TRAFFIC_COUNT&#39;</span><span class="p">])</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">20</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</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">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span><span class="mi">365</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">500</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;Day of the Year&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Traffic Volume&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,iVBORw0KGgoAAAANSUhEUgAABJAAAAJeCAYAAADr4v/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>It should be noted that the greater concentration of data points towards the right side of the figure is due to our records starting at 9/2013 and ending at 12/2015.</p>

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

</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>After cleaning the data, I started to construct the regression model. For this, I used the <code>scikit-learn</code> package, which provides an assortment of models and tools for preprocessing and cross validation. I paid close attention to underfitting and overfitting by choosing a ridge regression model and carefully tuning its parameters.</p>
<p>A ridge regression model is similar to a simple least squares regression model (LSRL), but the ridge model includes a regularization parameter. An LSRL is constructed by minimizing the error function $$\sum_{i=1}^{n} (y_i - \hat y_i)^2 $$ while the ridge regression minimizes $$\sum_{i=1}^{n} (y_i - \hat y_{i})^2 + \lambda \sum_{j = 1}^{m} \beta_j$$<br>
where $y_i$ is the i-th observation, $\hat y_i$ is the corresponding generated i-th prediction, $n$ is the number of predictions generated, $m$ is the number of terms in the regression function, and $\beta_j$ is the coefficient that corresponds to the j-th feature, $x_j$.</p>
<p>It should be noted that $$ \hat y_i = \sum_{j=1}^{n}{x_{j} \beta_j}$$</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>The term added in the ridge regression error function limits the size of the coefficients in the regression function, with the degree of the limitation hinged on the size of $\lambda$. By imposing a limit on the coefficients, the model avoids overfitting the training data. This regularization parameter $\lambda$ is one of the parameters I tuned during cross-validation.</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>Another model parameter I fiddled with was the highest degree polynomial to use in my regression function. <code>sci-kit learn</code> actually implements this step in the preprocessing phase. It takes a training instance of the model, in our case <code>[hour, day of week, date]</code>, and creates a new feature vector that contains all permutations of products of the features up to the degree specified. For example, for degree = 2, the feature vector would be $[hour^2, DOW^2, date^2, hour*DOW, DOW*date, hour*date, hour, DOW, date]$. From there, I would feed the feature vector into the model for training. Putting the determination of the polynomial degree in the preprocessing stage separated it from the cross-validation stage, which blocked me from autonomously trying each combination of degree polynomial and regularization parameter. I ended up manually trying combinations, which was not ideal.</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>I did run into an interesting issue when increasing the degree polynomial: when I decreased the regularization and increased the degree from 8 to 9, the error produced by the model dramatically increased, so much so that the coefficient of determination, or $R^2$ value, went from ~.90 to a negative value, meaning the regression model had become completely uncorrelated with the data. I investigated further and found that I might have run into my computer's threshold to succumbing to the curse of dimensionality (the feature vector for a 9th degree polynomial was over 100 features), or I encountered the result of an ill-conditioned design matrix, where a matrix used in the optimization process of the regression model becomes non-invertible, and the model cannot find coefficients from there forward.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="The-Deliverable">The Deliverable<a class="anchor-link" href="#The-Deliverable">&#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>I ended up putting the regression model I made in a flask server and hosted the server on an AWS EC2 instance my manager had already set up for the project. The flask server acts as a simple API that responds to HTTP GET requests, and takes arguments from the URL. For example, <code>http://www.wimnow.com:5001/success/0/223/3/2</code> grabs 2 days worth of predictions from the regression model starting from the 223rd day of the year (a Wednesday (corresponding to the 3)) at midnight (the 0).</p>
<p>I also wrote an iOS application that allows the user to input a date and amount of days of predictions, request the appropriate predictions from the server, and display them in a bar chart. I also allowed the user to specify whether to display predictions from the AWS machine learning model or the Python regression model.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#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>This was my first time doing paid work related to computer science, and I'd consider it a great success. The workplace environment was relaxed and I didn't collaborate much with other developers, which are definitely aspects of software engineering that I wish I had more of, but this internship solidified my interest in machine learning and widened my perspective. I gained a solid introduction into several major fields: machine learning, iOS development, and some back-end web dev.</p>
<p>Towards the end of the internship I realized that fitting a regression model might not have been the best approach, as the dataset of hourly traffic volumes is considered to be a time series. Time series analysis has a wholly separate toolkit for modeling and forecasting, but at that point I decided to just continue with the work I was doing for the sake of persistance and progress, over producing the optimal solution to the initial project objective.</p>
<p>I had a lot of fun writing this report in iPython, which I imagine is a widely used tool in the data science community. This project involved data manipulation, cleaning, modeling, visualization, and interpretation, which are all key components of work in data science. So hopefully I will find a position that leans towards this sort of work in the future!</p>

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