code/saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-rmsprop-lr2e-05.html

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

<title>Notebook</title>

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


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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Executed:</strong> Sat Feb  8 14:56:43 2020<br><strong>Duration:</strong> 706 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-rmsprop-lr2e-05.ipynb">Base Experiment.ipynb</a></p>
<hr>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># NOTEBOOK parameters</span>
<span class="c1"># see nbrun docs on github</span>

<span class="n">IMG_SHAPE</span> <span class="o">=</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</span><span class="p">)</span>
<span class="n">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Lite Test&#39;</span> <span class="c1"># &#39;Inception-ResNet V2 Model&#39; #</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-SGD-lr0.001&#39;</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Cell inserted during automated execution.</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Inception-ResNet V2 Model&#39;</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">15</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-rmsprop-lr2e-05&#39;</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>curl -L -o noahs_utils.py https://gist.github.com/bantucaravan/1956003e25c056c550a088542b41dc91/raw/noahs_utility_funcs.py
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                 Dload  Upload   Total   Spent    Left  Speed
  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0
100 12726  100 12726    0     0  32425      0 --:--:-- --:--:-- --:--:-- 32425
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">datetime</span> <span class="k">as</span> <span class="nn">dt</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">importlib</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>

<span class="c1">#import tensorflow as tf</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.models</span> <span class="kn">import</span> <span class="n">Sequential</span><span class="p">,</span> <span class="n">load_model</span>
<span class="c1">#from tensorflow.keras.preprocessing.image import ImageDataGenerator</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.callbacks</span> <span class="kn">import</span> <span class="n">ModelCheckpoint</span><span class="c1">#, TensorBoard</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">Conv2D</span><span class="p">,</span> <span class="n">MaxPooling2D</span><span class="p">,</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">Dense</span>

<span class="kn">from</span> <span class="nn">noahs_utils</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">build_data_gens</span>
<span class="kn">import</span> <span class="nn">build_models</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="kc">False</span><span class="p">:</span>
    <span class="kn">import</span> <span class="nn">noahs_utils</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">noahs_utils</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="kc">False</span><span class="p">:</span>
    <span class="kn">import</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span>
    <span class="kn">from</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span> <span class="kn">import</span> <span class="o">*</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">GIST_git_clone</span><span class="o">.</span><span class="n">noahs_utility_funcs</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Data</strong> from <a href="https://www.kaggle.com/asdasdasasdas/garbage-classification">https://www.kaggle.com/asdasdasasdas/garbage-classification</a></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Get number of images in each class folder</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">img_dir</span> <span class="o">=</span> <span class="s1">&#39;/Users/noahchasekmacfoy/Desktop/local projects/Trash-life/data/Garbage Classification Dataset/IMAGES&#39;</span>
<span class="n">tot_len</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">_dir</span> <span class="ow">in</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">img_dir</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">i</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">)]:</span>
    <span class="n">_len</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">img_dir</span><span class="p">,</span> <span class="n">_dir</span><span class="p">)))</span>
    <span class="n">tot_len</span> <span class="o">+=</span> <span class="n">_len</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">_dir</span><span class="p">,</span> <span class="s1">&#39;: &#39;</span><span class="p">,</span> <span class="n">_len</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">tot_len</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>paper :  594
metal :  410
cardboard :  403
trash :  137
glass :  501
plastic :  482
2527
</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>Listed test/val/train split from txt files</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#file = &#39;../data/Garbage Classification Dataset/one-indexed-files-notrash_test.txt&#39;</span>
<span class="n">files</span> <span class="o">=</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;../data/Garbage Classification Dataset/*_*.txt&#39;</span><span class="p">)</span>
<span class="n">files</span> <span class="o">=</span> <span class="p">{</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;.*_(\w*).txt&#39;</span><span class="p">,</span><span class="n">f</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">files</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>Create df listing train/val/test split</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">files</span><span class="o">.</span><span class="n">values</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">keys</span><span class="o">=</span><span class="n">files</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;split&#39;</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">,</span> <span class="s1">&#39;1-indexed-label&#39;</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">))</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;img&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">extract</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;([a-z]+)\d+.jpg&#39;</span><span class="p">)</span>
<span class="n">df</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[9]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>split</th>
      <th>img</th>
      <th>1-indexed-label</th>
      <th>label</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>test</td>
      <td>paper70.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>1</th>
      <td>test</td>
      <td>paper380.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>2</th>
      <td>test</td>
      <td>cardboard31.jpg</td>
      <td>3</td>
      <td>cardboard</td>
    </tr>
    <tr>
      <th>3</th>
      <td>test</td>
      <td>glass12.jpg</td>
      <td>1</td>
      <td>glass</td>
    </tr>
    <tr>
      <th>4</th>
      <td>test</td>
      <td>paper169.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2522</th>
      <td>train</td>
      <td>cardboard6.jpg</td>
      <td>3</td>
      <td>cardboard</td>
    </tr>
    <tr>
      <th>2523</th>
      <td>train</td>
      <td>glass283.jpg</td>
      <td>1</td>
      <td>glass</td>
    </tr>
    <tr>
      <th>2524</th>
      <td>train</td>
      <td>metal335.jpg</td>
      <td>5</td>
      <td>metal</td>
    </tr>
    <tr>
      <th>2525</th>
      <td>train</td>
      <td>plastic133.jpg</td>
      <td>4</td>
      <td>plastic</td>
    </tr>
    <tr>
      <th>2526</th>
      <td>train</td>
      <td>paper442.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
  </tbody>
</table>
<p>2527 rows × 4 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;total listed images:&#39;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;test/val/train split:&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;split&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">/</span><span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>total listed images: 2527 

test/val/train split:
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[10]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>split
test     0.170558
train    0.699644
val      0.129798
dtype: float64</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>Create symlink dirs representing Train / Val / Test</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmp_dir</span> <span class="o">=</span> <span class="s1">&#39;../data/Garbage Classification Dataset/tmp images/&#39;</span>
<span class="c1"># create dirs</span>
<span class="k">for</span> <span class="n">split</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">split</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">label</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="n">split</span><span class="p">,</span><span class="n">label</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">src</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">img_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="n">dst</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;split&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="c1">#print(&#39;src:&#39;, os.path.exists(src))</span>
        <span class="c1">#print(&#39;dst:&#39;, os.path.exists(dst))</span>
        <span class="n">os</span><span class="o">.</span><span class="n">symlink</span><span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">FileExistsError</span><span class="p">:</span>
        <span class="k">pass</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>Set up train / val data generators</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import pre-configed data_gens</span>
<span class="n">train_gen_config</span><span class="p">,</span> <span class="n">val_gen_config</span> <span class="o">=</span> <span class="n">build_data_gens</span><span class="o">.</span><span class="n">get_gen_config</span><span class="p">(</span><span class="n">DATA_GEN_CONFIG</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span> <span class="o">=</span> <span class="n">train_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;train&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">val_gen</span> <span class="o">=</span> <span class="n">val_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;val&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Found 1768 images belonging to 6 classes.
Found 328 images belonging to 6 classes.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>11</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Look at n random augmentations of the first 2 images from the first batch</span>
<span class="c1">#Issue: insure viz of each class transformed</span>
<span class="n">classes</span> <span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">train_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">n</span><span class="o">=</span><span class="mi">3</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="n">batch</span> <span class="o">=</span> <span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># returns first batch</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
    <span class="c1">#plt.show()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
    <span class="c1">#plt.show()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[16]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>56</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[17]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(32, 150, 150, 3)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span><span class="p">[</span><span class="mi">55</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[18]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(8, 150, 150, 3)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Build-model">Build model<a class="anchor-link" href="#Build-model">&#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>Baseline<br>
Baseline + Dropout<br>
Baseline + Data Augmentation<br>
Baseline + Dropout + Data Augmentation</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ts</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">_%Hh%Mm%Ss&#39;</span><span class="p">)</span>
<span class="n">ts</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[19]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&#39;2020-02-08_14h56m52s&#39;</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Callbacks</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch</span><span class="si">{epoch:02d}</span><span class="s1">_</span><span class="si">{val_loss:.2f}</span><span class="s1">_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">best_model</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_loss&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">save_best_only</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">callback_list</span><span class="o">=</span><span class="p">[</span><span class="n">best_model</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import model</span>

<span class="c1"># get model achitecture</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">build_models</span><span class="o">.</span><span class="n">get_model</span><span class="p">(</span><span class="n">desc</span><span class="o">=</span><span class="n">MODEL</span><span class="p">,</span> <span class="n">IMG_SHAPE</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span> <span class="n">OPT</span><span class="o">=</span><span class="n">OPT</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>2e-05
IMG_SHAPE: (150, 150)
OPT: opt-rmsprop-lr2e-05
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Model: &#34;sequential&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
inception_resnet_v2 (Model)  (None, 1536)              54336736  
_________________________________________________________________
dense (Dense)                (None, 256)               393472    
_________________________________________________________________
dense_1 (Dense)              (None, 6)                 1542      
=================================================================
Total params: 54,731,750
Trainable params: 395,014
Non-trainable params: 54,336,736
_________________________________________________________________
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Starting to fit model...&#39;</span><span class="p">)</span>
<span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_gen</span><span class="p">,</span>
           <span class="n">validation_data</span><span class="o">=</span><span class="n">val_gen</span><span class="p">,</span>
           <span class="n">steps_per_epoch</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">),</span>
           <span class="n">validation_steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">),</span>
           <span class="n">epochs</span><span class="o">=</span><span class="n">EPOCH</span><span class="p">,</span>
           <span class="n">callbacks</span><span class="o">=</span><span class="n">callback_list</span><span class="p">,</span>
           <span class="n">verbose</span><span class="o">=.</span><span class="mi">5</span>
          <span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Starting to fit model...
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
Train for 56 steps, validate for 11 steps
Epoch 1/15

Epoch 00001: val_loss improved from inf to 1.85974, saving model to ../saved models/model_epoch01_1.86_2020-02-08_14h56m52s.h5
Epoch 2/15

Epoch 00002: val_loss improved from 1.85974 to 1.65718, saving model to ../saved models/model_epoch02_1.66_2020-02-08_14h56m52s.h5
Epoch 3/15

Epoch 00003: val_loss improved from 1.65718 to 1.52620, saving model to ../saved models/model_epoch03_1.53_2020-02-08_14h56m52s.h5
Epoch 4/15

Epoch 00004: val_loss improved from 1.52620 to 1.49356, saving model to ../saved models/model_epoch04_1.49_2020-02-08_14h56m52s.h5
Epoch 5/15

Epoch 00005: val_loss improved from 1.49356 to 1.36874, saving model to ../saved models/model_epoch05_1.37_2020-02-08_14h56m52s.h5
Epoch 6/15

Epoch 00006: val_loss improved from 1.36874 to 1.31996, saving model to ../saved models/model_epoch06_1.32_2020-02-08_14h56m52s.h5
Epoch 7/15

Epoch 00007: val_loss improved from 1.31996 to 1.30970, saving model to ../saved models/model_epoch07_1.31_2020-02-08_14h56m52s.h5
Epoch 8/15

Epoch 00008: val_loss did not improve from 1.30970
Epoch 9/15

Epoch 00009: val_loss improved from 1.30970 to 1.27618, saving model to ../saved models/model_epoch09_1.28_2020-02-08_14h56m52s.h5
Epoch 10/15

Epoch 00010: val_loss did not improve from 1.27618
Epoch 11/15

Epoch 00011: val_loss improved from 1.27618 to 1.26646, saving model to ../saved models/model_epoch11_1.27_2020-02-08_14h56m52s.h5
Epoch 12/15

Epoch 00012: val_loss did not improve from 1.26646
Epoch 13/15

Epoch 00013: val_loss did not improve from 1.26646
Epoch 14/15

Epoch 00014: val_loss did not improve from 1.26646
Epoch 15/15

Epoch 00015: val_loss did not improve from 1.26646
CPU times: user 1h 10min 57s, sys: 4min 3s, total: 1h 15min
Wall time: 11min 2s
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imgpath</span> <span class="o">=</span> <span class="s1">&#39;../figs/Train Test </span><span class="si">%s</span><span class="s1"> </span><span class="si">%s</span><span class="s1">.png&#39;</span> <span class="o">%</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">ts</span><span class="p">)</span>
<span class="n">plot_tf_training</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="n">imgpath</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#ts = &#39;2020-02-07_00h05m06s&#39;</span>
<span class="c1">#sorted(glob.glob(&#39;../saved models/model_*_2020-02-06_23:35:05.h5&#39;))[-1]</span>
<span class="n">get_loss</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_(\d\.\d</span><span class="si">{2}</span><span class="s1">)_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">pat</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch*_*_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">pat</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">get_loss</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>../saved models/model_epoch11_1.27_2020-02-08_14h56m52s.h5
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># write something to delete albut best?? (always latest?) model path</span>
<span class="c1"># glob for best model path around epoch????</span>
<span class="n">bestmodel</span> <span class="o">=</span> <span class="n">load_model</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ytrue</span> <span class="o">=</span> <span class="n">val_gen</span><span class="o">.</span><span class="n">classes</span><span class="p">[</span><span class="n">val_gen</span><span class="o">.</span><span class="n">index_array</span><span class="p">]</span>
<span class="n">proba_preds</span> <span class="o">=</span> <span class="n">bestmodel</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">val_gen</span><span class="p">,</span> <span class="n">steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">))</span>
<span class="n">preds</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">proba_preds</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">out</span> <span class="o">=</span> <span class="n">metrics_report</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">classnames</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">out</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
</pre>
</div>
</div>

<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cardboard</th>
      <th>glass</th>
      <th>metal</th>
      <th>paper</th>
      <th>plastic</th>
      <th>trash</th>
      <th>accuracy</th>
      <th>macro avg</th>
      <th>weighted avg</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>precision</th>
      <td>0.825000</td>
      <td>0.609756</td>
      <td>0.826087</td>
      <td>0.762500</td>
      <td>0.495146</td>
      <td>0.0</td>
      <td>0.652439</td>
      <td>0.586415</td>
      <td>0.662611</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.717391</td>
      <td>0.769231</td>
      <td>0.339286</td>
      <td>0.734940</td>
      <td>0.836066</td>
      <td>0.0</td>
      <td>0.652439</td>
      <td>0.566152</td>
      <td>0.652439</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.767442</td>
      <td>0.680272</td>
      <td>0.481013</td>
      <td>0.748466</td>
      <td>0.621951</td>
      <td>0.0</td>
      <td>0.652439</td>
      <td>0.549857</td>
      <td>0.629629</td>
    </tr>
    <tr>
      <th>support</th>
      <td>46.000000</td>
      <td>65.000000</td>
      <td>56.000000</td>
      <td>83.000000</td>
      <td>61.000000</td>
      <td>17.0</td>
      <td>0.652439</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[29]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;cardboard&#39;: 0, &#39;glass&#39;: 1, &#39;metal&#39;: 2, &#39;paper&#39;: 3, &#39;plastic&#39;: 4, &#39;trash&#39;: 5}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cm</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">class_names</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Best loss by epoch (1-indexed):
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[31]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{1: 1.8597439419139514,
 2: 1.657181734388525,
 3: 1.5261977423321118,
 4: 1.493562178178267,
 15: 1.4516870704564182,
 14: 1.3969657637856223,
 13: 1.394601426341317,
 5: 1.3687384941361167,
 8: 1.3438365513628179,
 10: 1.3418373628096147,
 6: 1.3199637098745867,
 7: 1.3097012693231755,
 12: 1.29643422907049,
 9: 1.276182228868658,
 11: 1.2664552330970764}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Best accuracy by epoch (1-indexed):
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[32]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{14: 0.66463417,
 11: 0.652439,
 12: 0.652439,
 13: 0.652439,
 15: 0.64329267,
 9: 0.6128049,
 10: 0.60670733,
 7: 0.6006098,
 8: 0.597561,
 6: 0.5945122,
 5: 0.5609756,
 4: 0.51829267,
 3: 0.49390244,
 2: 0.4359756,
 1: 0.35365853}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># should keras drop out be applied after maxpool or before</span>
</pre></div>

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

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

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Write-Log">Write Log<a class="anchor-link" href="#Write-Log">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">logdict</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">dict</span><span class="p">)</span>
<span class="c1"># data prep deets</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen_config&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">vars</span><span class="p">(</span><span class="n">train_gen_config</span><span class="p">))</span>
<span class="c1"># to avoid saving the file name of everysingle image</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">list</span><span class="p">))})</span>

<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;val_data_gen_config&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">vars</span><span class="p">(</span><span class="n">val_gen_config</span><span class="p">))</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;val_data_gen&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">list</span><span class="p">))})</span>

<span class="c1"># model deets</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;model_config&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">get_config</span><span class="p">()})</span><span class="c1"># to_json() not used bc it returns string</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;opt_config&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">get_config</span><span class="p">()})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;model_history&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">})</span> 
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;fit_params&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">params</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>


<span class="c1"># model val data metrics</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;metrics_report&#39;</span><span class="p">:</span> <span class="n">out</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;confusion_matrix&#39;</span><span class="p">:</span> <span class="n">cm</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()})</span>

<span class="c1"># misc</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;run_id&#39;</span><span class="p">:</span><span class="n">ts</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;MODEL&#39;</span><span class="p">:</span><span class="n">MODEL</span><span class="p">,</span> <span class="s1">&#39;DATA_GEN_CONFIG&#39;</span><span class="p">:</span><span class="n">DATA_GEN_CONFIG</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dct</span> <span class="o">=</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="n">logdict</span><span class="p">}</span> <span class="c1">#; dct</span>
<span class="n">logpath</span> <span class="o">=</span> <span class="s1">&#39;../logs/model_log.json&#39;</span>
<span class="n">write_log_json</span><span class="p">(</span><span class="n">dct</span><span class="p">,</span> <span class="n">logpath</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">NumpyEncoder</span><span class="p">)</span>
</pre></div>

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

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

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Diagnostics</strong></p>
<p>loss/acc by epoch graph<br>
classification report<br>
visualize filters?<br>
visualize mispredicted values?<br>
plot class level acc/metrics by epoch</p>

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

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

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

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

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

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

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

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

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

 
</html>