PDH - Final Report.html

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

<title>PDH - Final Report</title>

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


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (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">
<h3 id="Import-Libraries">Import Libraries<a class="anchor-link" href="#Import-Libraries">&#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;[1]:</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">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">dtale</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">math</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Read-Data">Read Data<a class="anchor-link" href="#Read-Data">&#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;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">city_dict</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_json</span><span class="p">(</span><span class="s2">&quot;city_dict.json&quot;</span><span class="p">,</span><span class="n">typ</span><span class="o">=</span><span class="s1">&#39;series&#39;</span><span class="p">)</span>
<span class="n">city_codes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;code&#39;</span><span class="p">:</span><span class="n">city_dict</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="s1">&#39;city&#39;</span><span class="p">:</span><span class="n">city_dict</span><span class="o">.</span><span class="n">values</span><span class="p">})</span>
<span class="n">discount_features</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;discount_features.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">foot_fall</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;foot_fall.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">sample_submission</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;sample_submission.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;test_data.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;train_data.csv&quot;</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="mi">0</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Understand-Data">Understand Data<a class="anchor-link" href="#Understand-Data">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="What's-the-shape-?">What's the shape ?<a class="anchor-link" href="#What's-the-shape-?">&#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;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dfs</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">&quot;train_data&quot;</span> <span class="p">:</span> <span class="n">train_data</span><span class="p">,</span>
    <span class="s2">&quot;test_data&quot;</span> <span class="p">:</span> <span class="n">test_data</span><span class="p">,</span>
    <span class="s2">&quot;city_codes&quot;</span> <span class="p">:</span> <span class="n">city_codes</span><span class="p">,</span>
    <span class="s2">&quot;discount_features&quot;</span> <span class="p">:</span> <span class="n">discount_features</span><span class="p">,</span>
    <span class="s2">&quot;foot_fall&quot;</span> <span class="p">:</span> <span class="n">foot_fall</span>
    <span class="p">}</span>

<span class="n">line</span> <span class="o">=</span> <span class="s2">&quot;▒&quot;</span><span class="o">*</span><span class="mi">20</span>

<span class="k">for</span> <span class="n">name</span><span class="p">,</span><span class="n">df</span> <span class="ow">in</span> <span class="n">dfs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="s1"> </span><span class="si">{1}</span><span class="s1">.shape </span><span class="si">{2}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="n">name</span><span class="p">,</span><span class="n">line</span><span class="p">))</span>
    <span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</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>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ train_data.shape ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>(22624345, 6)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ test_data.shape ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>(773535, 6)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ city_codes.shape ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>(10, 2)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ discount_features.shape ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>(17277949, 4)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ foot_fall.shape ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>(10, 1268)</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="What-are-the-features-?">What are the features ?<a class="anchor-link" href="#What-are-the-features-?">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">name</span><span class="p">,</span><span class="n">df</span> <span class="ow">in</span> <span class="n">dfs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="s1"> </span><span class="si">{1}</span><span class="s1">.head(3) </span><span class="si">{2}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="n">name</span><span class="p">,</span><span class="n">line</span><span class="p">))</span>
    <span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</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>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ train_data.head(3) ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<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>year</th>
      <th>month</th>
      <th>day</th>
      <th>city</th>
      <th>medicine</th>
      <th>sales</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2015</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>24.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2015</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>2</td>
      <td>144.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2015</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>3</td>
      <td>84.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ test_data.head(3) ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<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>id</th>
      <th>year</th>
      <th>month</th>
      <th>day</th>
      <th>city</th>
      <th>medicine</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>2018</td>
      <td>7</td>
      <td>1</td>
      <td>1</td>
      <td>1292</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>2018</td>
      <td>7</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>2018</td>
      <td>7</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ city_codes.head(3) ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<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>code</th>
      <th>city</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4</td>
      <td>Mumbai</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5</td>
      <td>Delhi</td>
    </tr>
    <tr>
      <th>2</th>
      <td>7</td>
      <td>Bangalore</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ discount_features.head(3) ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<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>date</th>
      <th>city</th>
      <th>medicine</th>
      <th>discounted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2016-04-01</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2016-04-01</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2016-04-01</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ foot_fall.head(3) ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<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>city</th>
      <th>2015-01-02</th>
      <th>2015-01-03</th>
      <th>2015-01-04</th>
      <th>2015-01-05</th>
      <th>2015-01-06</th>
      <th>2015-01-07</th>
      <th>2015-01-08</th>
      <th>2015-01-09</th>
      <th>2015-01-10</th>
      <th>...</th>
      <th>2018-06-21</th>
      <th>2018-06-22</th>
      <th>2018-06-23</th>
      <th>2018-06-24</th>
      <th>2018-06-25</th>
      <th>2018-06-26</th>
      <th>2018-06-27</th>
      <th>2018-06-28</th>
      <th>2018-06-29</th>
      <th>2018-06-30</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Ahmedabad</td>
      <td>9384.0</td>
      <td>6808.0</td>
      <td>8064.0</td>
      <td>10248.0</td>
      <td>11180.0</td>
      <td>6876.0</td>
      <td>6436.0</td>
      <td>7104.0</td>
      <td>5924.0</td>
      <td>...</td>
      <td>9624.0</td>
      <td>10476.0</td>
      <td>9584.0</td>
      <td>11940.0</td>
      <td>13040.0</td>
      <td>12144.0</td>
      <td>10164.0</td>
      <td>9784.0</td>
      <td>10472.0</td>
      <td>10040.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Bangalore</td>
      <td>16644.0</td>
      <td>14640.0</td>
      <td>15660.0</td>
      <td>19056.0</td>
      <td>19740.0</td>
      <td>14280.0</td>
      <td>12740.0</td>
      <td>13480.0</td>
      <td>11928.0</td>
      <td>...</td>
      <td>12412.0</td>
      <td>13392.0</td>
      <td>11948.0</td>
      <td>13860.0</td>
      <td>16384.0</td>
      <td>16192.0</td>
      <td>12388.0</td>
      <td>12124.0</td>
      <td>13412.0</td>
      <td>12172.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Chennai</td>
      <td>19544.0</td>
      <td>13752.0</td>
      <td>13736.0</td>
      <td>19740.0</td>
      <td>21604.0</td>
      <td>12820.0</td>
      <td>12244.0</td>
      <td>11956.0</td>
      <td>10508.0</td>
      <td>...</td>
      <td>10420.0</td>
      <td>11044.0</td>
      <td>10320.0</td>
      <td>11988.0</td>
      <td>15248.0</td>
      <td>15188.0</td>
      <td>10596.0</td>
      <td>9716.0</td>
      <td>10776.0</td>
      <td>10336.0</td>
    </tr>
  </tbody>
</table>
<p>3 rows × 1268 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="What-are-the-data-types-?">What are the data types ?<a class="anchor-link" href="#What-are-the-data-types-?">&#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;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">name</span><span class="p">,</span><span class="n">df</span> <span class="ow">in</span> <span class="n">dfs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{0}</span><span class="s1"> </span><span class="si">{1}</span><span class="s1">.dtypes </span><span class="si">{2}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">line</span><span class="p">,</span><span class="n">name</span><span class="p">,</span><span class="n">line</span><span class="p">))</span>
    <span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">dtypes</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>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ train_data.dtypes ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>year          int64
month         int64
day           int64
city          int64
medicine      int64
sales       float64
dtype: object</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ test_data.dtypes ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>id          int64
year        int64
month       int64
day         int64
city        int64
medicine    int64
dtype: object</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ city_codes.dtypes ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>code     int64
city    object
dtype: object</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ discount_features.dtypes ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>date          object
city           int64
medicine       int64
discounted     int64
dtype: object</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒ foot_fall.dtypes ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>city           object
2015-01-02    float64
2015-01-03    float64
2015-01-04    float64
2015-01-05    float64
               ...   
2018-06-26    float64
2018-06-27    float64
2018-06-28    float64
2018-06-29    float64
2018-06-30    float64
Length: 1268, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Data-type-conversion">Data type conversion<a class="anchor-link" href="#Data-type-conversion">&#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;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_data</span><span class="o">.</span><span class="n">columns</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[6]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Index([&#39;id&#39;, &#39;year&#39;, &#39;month&#39;, &#39;day&#39;, &#39;city&#39;, &#39;medicine&#39;], dtype=&#39;object&#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;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="s1">&#39;medicine&#39;</span><span class="p">]:</span>
    <span class="n">train_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
    <span class="n">test_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="s1">&#39;medicine&#39;</span><span class="p">]:</span>
    <span class="n">discount_features</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">discount_features</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>

<span class="n">discount_features</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">discount_features</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;datetime64&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;code&#39;</span><span class="p">,</span> <span class="s1">&#39;city&#39;</span><span class="p">]:</span>
    <span class="n">city_codes</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">city_codes</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">foot_fall</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">foot_fall</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Check-NA-and-Null-Values">Check NA and Null Values<a class="anchor-link" href="#Check-NA-and-Null-Values">&#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;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">name</span><span class="p">,</span><span class="n">df</span> <span class="ow">in</span> <span class="n">dfs</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
    <span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>    
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>year        0
month       0
day         0
city        0
medicine    0
sales       0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>year        0
month       0
day         0
city        0
medicine    0
sales       0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>id          0
year        0
month       0
day         0
city        0
medicine    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>id          0
year        0
month       0
day         0
city        0
medicine    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>code    0
city    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>code    0
city    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>date          0
city          0
medicine      0
discounted    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>date          0
city          0
medicine      0
discounted    0
dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>city          0
2015-01-02    0
2015-01-03    0
2015-01-04    0
2015-01-05    0
             ..
2018-06-26    0
2018-06-27    0
2018-06-28    0
2018-06-29    0
2018-06-30    0
Length: 1268, dtype: int64</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>city          0
2015-01-02    0
2015-01-03    0
2015-01-04    0
2015-01-05    0
             ..
2018-06-26    0
2018-06-27    0
2018-06-28    0
2018-06-29    0
2018-06-30    0
Length: 1268, dtype: int64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Feature-Engineering">Feature Engineering<a class="anchor-link" href="#Feature-Engineering">&#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;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">train_data</span><span class="p">[[</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">]])</span>
<span class="n">test_data</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">test_data</span><span class="p">[[</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">]])</span>
<span class="n">test_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">train_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Univariate-Analysis">Univariate Analysis<a class="anchor-link" href="#Univariate-Analysis">&#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;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span><span class="o">.</span><span class="n">describe</span><span class="p">(</span><span class="n">include</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">number</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[13]:</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>sales</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2.262434e+07</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>5.166032e+01</td>
    </tr>
    <tr>
      <th>std</th>
      <td>1.100297e+02</td>
    </tr>
    <tr>
      <th>min</th>
      <td>-9.948000e+03</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1.200000e+01</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>2.800000e+01</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>5.600000e+01</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.299200e+04</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;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;city&#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 output_prompt">Out[14]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x15a56c1d288&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;medicine&#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 output_prompt">Out[15]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x15a00230f08&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div 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="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;sales&#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 output_prompt">Out[16]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x15a002c7708&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div 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">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;sales&#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 output_prompt">Out[17]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x15a00325c88&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div 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="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#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">
<ul>
<li>Possible pressence of outlier values in sales values</li>
</ul>

</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="Bivariate-Analysis">Bivariate Analysis<a class="anchor-link" href="#Bivariate-Analysis">&#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;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tdmc1</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[(</span><span class="n">train_data</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;2018-01-30&#39;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="s2">&quot;sales&quot;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">400</span><span class="p">)]</span>
<span class="n">tdmc1</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[39]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(25401, 4)</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;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">pairplot</span><span class="p">(</span><span class="n">tdmc1</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;city&quot;</span><span class="p">,</span><span class="n">height</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 output_prompt">Out[40]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.PairGrid at 0x15a282e7b48&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div 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="n">dttd</span> <span class="o">=</span> <span class="n">dtale</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">train_data</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;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dttd</span><span class="o">.</span><span class="n">open_browser</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">
<h4 id="For-medicine-100-and-city-1">For medicine 100 and city 1<a class="anchor-link" href="#For-medicine-100-and-city-1">&#182;</a></h4>
</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><img src="./dtale/dt1.png" alt=""></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><img src="./dtale/dt2.png" alt=""></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">
<h4 id="For-medicine-100-and-city-2">For medicine 100 and city 2<a class="anchor-link" href="#For-medicine-100-and-city-2">&#182;</a></h4>
</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><img src="./dtale/dt3.png" alt=""></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">
<h4 id="For-medicine-200-and-city-1">For medicine 200 and city 1<a class="anchor-link" href="#For-medicine-200-and-city-1">&#182;</a></h4>
</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><img src="./dtale/dt4.png" alt=""></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><img src="./dtale/dt5.png" alt=""></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">
<h4 id="For-medicine-200-and-city-2">For medicine 200 and city 2<a class="anchor-link" href="#For-medicine-200-and-city-2">&#182;</a></h4>
</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><img src="./dtale/dt6.png" alt=""></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#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">
<ul>
<li>We notice that we have time series data of sales for each medicine and for each city</li>
<li>Different medicine and cities have different levels of tends and randomness in the sales values</li>
<li>We could treat each case a different forecasting model or</li>
<li>We need to find out if there are any trend in cities or in the medicine over time</li>
<li>We could aggregate or group sales values by cities or medicine whichever is appropriate on further analysis</li>
</ul>

</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">
<h1 id="Solution-1">Solution 1<a class="anchor-link" href="#Solution-1">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read data</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;test_data.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;train_data.csv&quot;</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="mi">0</span><span class="p">)</span>

<span class="c1"># Get train data for july month for all the years</span>
<span class="n">train_jul</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">7</span><span class="p">]</span>

<span class="c1"># Predict sales by taking mean of sales of previous years for a given city, medicine and day</span>
<span class="k">def</span> <span class="nf">predictor</span><span class="p">(</span><span class="n">city</span><span class="p">,</span><span class="n">medicine</span><span class="p">,</span><span class="n">day</span><span class="p">):</span>
    <span class="n">b</span> <span class="o">=</span> <span class="n">train_jul</span><span class="p">[(</span><span class="n">train_jul</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">city</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">train_jul</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">medicine</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">train_jul</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">day</span><span class="p">)]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="k">return</span> <span class="p">(</span><span class="mi">0</span> <span class="k">if</span> <span class="n">math</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">b</span><span class="p">)</span> <span class="k">else</span> <span class="nb">round</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>

<span class="n">pred_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Prepare list of {&#39;id&#39;:id,&#39;sales&#39;:sales} values to convert into dataframe</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">test_data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="n">pred_list</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s2">&quot;id&quot;</span><span class="p">:</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="s2">&quot;sales&quot;</span><span class="p">:</span><span class="n">predictor</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">])})</span>

<span class="c1"># Convert list to dataframe</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">pred_list</span><span class="p">)</span>

<span class="c1"># save to file</span>
<span class="n">predictions</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;sales_predictions_a_1.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Model-Explaination-in-non-technical-terms">Model Explaination in non-technical terms<a class="anchor-link" href="#Model-Explaination-in-non-technical-terms">&#182;</a></h2><ul>
<li>Get the sales values of all the years for a give date, medicine and city for the month of august</li>
<li>Take the mean of those values as prediction for the current year</li>
</ul>
<h2 id="Final-Recomendation">Final Recomendation<a class="anchor-link" href="#Final-Recomendation">&#182;</a></h2><ul>
<li>The average of the sales of previous years for a given day, month is a good estimator of sales for current year.</li>
</ul>

</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">
<h1 id="Solution-2">Solution 2<a class="anchor-link" href="#Solution-2">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read data</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;test_data.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;train_data.csv&quot;</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="mi">0</span><span class="p">)</span>

<span class="c1"># get train data for year 2018</span>
<span class="n">train_2018</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2018</span><span class="p">]</span>
<span class="c1"># get train data for last four months, i.e, month = 3,4,5,6 of 2018 </span>
<span class="n">train_2018_3456</span> <span class="o">=</span> <span class="n">train_2018</span><span class="p">[(</span><span class="n">train_2018</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">3</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">train_2018</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">4</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">train_2018</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">train_2018</span><span class="p">[</span><span class="s1">&#39;month&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">6</span><span class="p">)]</span>

<span class="c1"># Predict sales by taking mean of sales of last 4 moths of 2018 for a given city, medicine and day</span>
<span class="k">def</span> <span class="nf">predictor</span><span class="p">(</span><span class="n">city</span><span class="p">,</span><span class="n">medicine</span><span class="p">,</span><span class="n">day</span><span class="p">):</span>
    <span class="n">b</span> <span class="o">=</span> <span class="n">train_2018_3456</span><span class="p">[(</span><span class="n">train_2018_3456</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">city</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">train_2018_3456</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">medicine</span><span class="p">)</span><span class="o">&amp;</span><span class="p">(</span><span class="n">train_2018_3456</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">day</span><span class="p">)]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="k">return</span> <span class="p">(</span><span class="mi">0</span> <span class="k">if</span> <span class="n">math</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">b</span><span class="p">)</span> <span class="k">else</span> <span class="nb">round</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>

<span class="n">pred_list</span> <span class="o">=</span> <span class="p">[]</span>
<span class="c1"># Prepare list of {&#39;id&#39;:id,&#39;sales&#39;:sales} values to convert into dataframe</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">test_data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="n">pred_list</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s2">&quot;id&quot;</span><span class="p">:</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span><span class="s2">&quot;sales&quot;</span><span class="p">:</span><span class="n">predictor</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">])})</span>

<span class="c1"># Convert list to dataframe</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">pred_list</span><span class="p">)</span>

<span class="c1"># save to file</span>
<span class="n">predictions</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;sales_predictions_a_3_1.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Model-Explaination-in-non-technical-terms">Model Explaination in non-technical terms<a class="anchor-link" href="#Model-Explaination-in-non-technical-terms">&#182;</a></h2><ul>
<li>Get the sales values of last 4 months of 2018 for a give day, medicine and city.</li>
<li>Take the mean of those values as prediction for the current month.</li>
</ul>
<h2 id="Final-Recomendation">Final Recomendation<a class="anchor-link" href="#Final-Recomendation">&#182;</a></h2><ul>
<li>The average of the sales of previous months for a given day, medicine and city of current year is a good estimator of sales for current month.</li>
</ul>

</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">
<h1 id="Solution-3-(Best-Score:-62.32)">Solution 3 (Best Score: 62.32)<a class="anchor-link" href="#Solution-3-(Best-Score:-62.32)">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Read the predictions of Solution 1 &amp; 2</span>
<span class="n">sales_1</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;sales_predictions_a_1.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">sales_2</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;sales_predictions_a_3_1.csv&quot;</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="mi">0</span><span class="p">)</span>

<span class="c1"># Rename sales of each to sales_1 and sales_2 to perform join on &#39;id&#39;</span>
<span class="n">sales_1</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;sales&quot;</span><span class="p">:</span> <span class="s2">&quot;sales_1&quot;</span><span class="p">})</span>
<span class="n">sales_2</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;sales&quot;</span><span class="p">:</span> <span class="s2">&quot;sales_2&quot;</span><span class="p">})</span>

<span class="c1"># merge the data</span>
<span class="n">sales_merged</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="n">sales_1</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="n">sales_2</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span>

<span class="c1"># take the mean of &#39;sales_1&#39; and &#39;sales_2&#39; and assign it to a new column &#39;sales&#39;</span>
<span class="n">sales_merged</span><span class="p">[</span><span class="s1">&#39;sales&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sales_merged</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># drop &#39;sales_x&#39; and &#39;sales_y&#39; columns</span>
<span class="n">sales_merged</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;sales_x&#39;</span><span class="p">,</span> <span class="s1">&#39;sales_y&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># save to file</span>
<span class="n">sales_merged</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;sales_predictions_a_3_2.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Model-Explaination-in-non-technical-terms">Model Explaination in non-technical terms<a class="anchor-link" href="#Model-Explaination-in-non-technical-terms">&#182;</a></h2><ul>
<li>Get the sales values of last 4 months of 2018 for a give day, medicine and city.Take the mean of those values.</li>
<li>Get the sales values of all the years for a give date, medicine and city for the month of august. Take the mean of those values.</li>
<li>Now take the mean of above two results as the prediction for a given day, medicine and city.</li>
</ul>
<h2 id="Final-Recomendation">Final Recomendation<a class="anchor-link" href="#Final-Recomendation">&#182;</a></h2><ul>
<li>The average of averages of sales of previous months and sales of previous years for a given day, medicine and city is a good estimator of sales.</li>
</ul>

</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">
<h1 id="Other-attempt-(Inefficient)">Other attempt (Inefficient)<a class="anchor-link" href="#Other-attempt-(Inefficient)">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">fbprophet</span> <span class="kn">import</span> <span class="n">Prophet</span>

<span class="c1"># read data</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;test_data.csv&quot;</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="mi">0</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;train_data.csv&quot;</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="mi">0</span><span class="p">)</span>

<span class="c1"># create city_medicine column by combining city and medicine columns</span>
<span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;-&#39;</span> <span class="o">+</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> 
<span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;-&#39;</span> <span class="o">+</span> <span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;medicine&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> 

<span class="n">train_data_cat_cols</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span>
<span class="c1"># convert &#39;city_medicine&#39; to category</span>
<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">train_data_cat_cols</span><span class="p">:</span>
    <span class="n">train_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
    <span class="n">test_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">test_data</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>

<span class="c1"># convert &#39;year&#39;,&#39;month&#39;,&#39;day&#39; to &#39;date&#39;</span>
<span class="n">train_data</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">train_data</span><span class="p">[[</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">]])</span>
<span class="n">test_data</span><span class="p">[</span><span class="s2">&quot;date&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">test_data</span><span class="p">[[</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">]])</span>
<span class="c1"># drop &#39;year&#39;,&#39;month&#39;,&#39;day&#39;</span>
<span class="n">test_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">train_data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;day&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># Building the model </span>
<span class="c1">#- we build 33890 Time series model using `fbprophet` corresponding to each city and medicine</span>
<span class="c1">#- we extract data for the models with the help of unique values of city_medicine column</span>
<span class="c1">#- we store the model in a dictionary where key corresponds to a value of city_medicine and value is the time series model</span>

<span class="n">train_1</span> <span class="o">=</span> <span class="n">train_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="n">train_2</span> <span class="o">=</span> <span class="n">train_1</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="s1">&#39;medicine&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># get 33890 unique values of city_medicine</span>
<span class="n">city_medicine_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">train_2</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>

<span class="c1"># create a dictionary store 33890 time series models</span>
<span class="n">ts_models</span> <span class="o">=</span> <span class="p">{}</span>

<span class="k">for</span> <span class="n">city_medicine_value</span> <span class="ow">in</span> <span class="n">city_medicine_values</span> <span class="p">:</span>
    <span class="c1"># get rows with given city_medicine</span>
    <span class="c1"># then drop city_medicine column</span>
    <span class="c1"># remane date to ds and sales to y to make it ready for Prophet</span>
    <span class="n">train_3</span> <span class="o">=</span> <span class="n">train_2</span><span class="p">[</span><span class="n">train_2</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">city_medicine_value</span><span class="p">]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;date&#39;</span><span class="p">:</span> <span class="s1">&#39;ds&#39;</span><span class="p">,</span><span class="s1">&#39;sales&#39;</span><span class="p">:</span><span class="s1">&#39;y&#39;</span><span class="p">})</span>
    <span class="c1"># build model</span>
    <span class="n">m</span> <span class="o">=</span> <span class="n">Prophet</span><span class="p">()</span>
    <span class="n">m</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_3</span><span class="p">)</span>
    <span class="c1"># save it in dictionary ts_models</span>
    <span class="n">ts_models</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">city_medicine_value</span> <span class="p">:</span> <span class="n">m</span><span class="p">})</span>


<span class="c1"># Predicting Sales for test data</span>
<span class="n">test_1</span> <span class="o">=</span> <span class="n">test_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">test_2</span> <span class="o">=</span> <span class="n">test_1</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="s1">&#39;medicine&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># get unique city_medicine values in test</span>
<span class="n">city_medicine_values_test</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">test_2</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>

<span class="n">preds</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">city_medicine_value</span> <span class="ow">in</span> <span class="n">city_medicine_values_test</span> <span class="p">:</span>
    <span class="c1">#- split the data using city_medicine</span>
    <span class="n">test_3</span> <span class="o">=</span> <span class="n">test_2</span><span class="p">[</span><span class="n">test_data</span><span class="p">[</span><span class="s1">&#39;city_medicine&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">city_medicine_value</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">0</span><span class="p">:</span><span class="mi">2</span><span class="p">]</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;date&#39;</span><span class="p">:</span> <span class="s1">&#39;ds&#39;</span><span class="p">})</span>
    <span class="n">m</span> <span class="o">=</span> <span class="n">ts_models</span><span class="p">[</span><span class="n">city_medicine_value</span><span class="p">]</span>
    <span class="c1">#- predict sales using appropriate time series model</span>
    <span class="n">forecast</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_3</span><span class="p">)</span>
    <span class="n">forecast</span> <span class="o">=</span> <span class="n">forecast</span><span class="p">[[</span><span class="s1">&#39;ds&#39;</span><span class="p">,</span> <span class="s1">&#39;yhat&#39;</span><span class="p">]]</span>
    <span class="c1">#- add predictions data frames to preds list</span>
    <span class="n">merged_inner</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="n">test_3</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="n">forecast</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;ds&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;ds&#39;</span><span class="p">)</span>
    <span class="n">merged_inner</span> <span class="o">=</span> <span class="n">merged_inner</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;ds&#39;</span><span class="p">:</span> <span class="s1">&#39;date&#39;</span><span class="p">,</span><span class="s1">&#39;yhat&#39;</span><span class="p">:</span><span class="s1">&#39;sales&#39;</span><span class="p">})</span>
    <span class="n">preds</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">merged_inner</span><span class="p">)</span>

<span class="c1"># concatenate dataframes in preds</span>
<span class="n">pred</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">preds</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="c1"># reset the index and round to nearest integer since sales is integer</span>
<span class="n">pred_final</span> <span class="o">=</span> <span class="n">pred</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;id&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;date&#39;</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">pred_final</span><span class="o">.</span><span class="n">sales</span> <span class="o">=</span> <span class="n">pred_final</span><span class="o">.</span><span class="n">sales</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="nb">round</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="n">x</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>


<span class="c1">## Saving to the file</span>
<span class="n">pred_final</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;sales_predictions_a_4.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Model-Explaination-in-non-technical-terms">Model Explaination in non-technical terms<a class="anchor-link" href="#Model-Explaination-in-non-technical-terms">&#182;</a></h2><ul>
<li>Treat the sales data for each combination of city and medicine as sequence at equally spaced points in time.</li>
<li>Predict the next value of the sequence based on the previous values of the sequence. </li>
<li>This is achieved by building time series models and saving it to a list.</li>
<li>For each data point in test data choose the appropriate model and use it for prediction</li>
</ul>
<h2 id="Final-Recomendation">Final Recomendation<a class="anchor-link" href="#Final-Recomendation">&#182;</a></h2><ul>
<li>This approach is not feasible as it takes too much time to build 33890 models and predict.</li>
<li>Hence it is not recomended.</li>
</ul>

</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>