Cleaning_and_ML.html

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

<title>Data Cleaning and ML (1)</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">
<h1 id="(A)-Data-Cleaning">(A) Data Cleaning<a class="anchor-link" href="#(A)-Data-Cleaning">&#182;</a></h1><h3 id="Objective:-To-simplify-data-for-processing">Objective: To simplify data for processing<a class="anchor-link" href="#Objective:-To-simplify-data-for-processing">&#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">
<h2 id="1)-Importing-necessary-libraries-for-data-manipulation">1) Importing necessary libraries for data manipulation<a class="anchor-link" href="#1)-Importing-necessary-libraries-for-data-manipulation">&#182;</a></h2><ul>
<li>Libraries imported: </li>
</ul>
<ol>
<li><code>pandas</code></li>
<li><code>numpy</code></li>
<li><code>sklearn.model_selection</code></li>
<li><code>sklearn</code></li>
<li><code>preprocessing</code></li>
<li><code>sklearn.cluster</code></li>
<li><code>matplotlib.pyplot</code></li>
<li><code>scipy</code></li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#importing packages</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">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">StandardScaler</span>
<span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</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">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">stats</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Importing files from local file directory</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</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">google.colab</span> <span class="k">import</span> <span class="n">files</span>
<span class="n">uploaded</span> <span class="o">=</span> <span class="n">files</span><span class="o">.</span><span class="n">upload</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_html rendered_html output_subarea ">

     <input type="file" id="files-9c137832-3e59-4e2a-a2fd-aedc173c910b" name="files[]" multiple disabled />
     <output id="result-9c137832-3e59-4e2a-a2fd-aedc173c910b">
      Upload widget is only available when the cell has been executed in the
      current browser session. Please rerun this cell to enable.
      </output>
      <script src="/nbextensions/google.colab/files.js"></script> 
</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="2)-Reading-dataframe-from-dataset">2) Reading dataframe from dataset<a class="anchor-link" href="#2)-Reading-dataframe-from-dataset">&#182;</a></h2><ul>
<li><code>.head</code> method was used to print the first 5 rows of the dataframe</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#reading from base dataset</span>
<span class="n">audioset</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="s1">&#39;audioset_g.csv&#39;</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">audioset</span><span class="o">.</span><span class="n">head</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_text output_error">
<pre>
<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">FileNotFoundError</span>                         Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-2-60f874d310d0&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>audioset <span class="ansi-blue-fg">=</span> pd<span class="ansi-blue-fg">.</span>read_csv<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#39;audioset_g.csv&#39;</span><span class="ansi-blue-fg">,</span> sep<span class="ansi-blue-fg">=</span><span class="ansi-blue-fg">&#39;,&#39;</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">      2</span> audioset<span class="ansi-blue-fg">.</span>head<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span>

<span class="ansi-green-fg">/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py</span> in <span class="ansi-cyan-fg">parser_f</span><span class="ansi-blue-fg">(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)</span>
<span class="ansi-green-intense-fg ansi-bold">    683</span>         )
<span class="ansi-green-intense-fg ansi-bold">    684</span> 
<span class="ansi-green-fg">--&gt; 685</span><span class="ansi-red-fg">         </span><span class="ansi-green-fg">return</span> _read<span class="ansi-blue-fg">(</span>filepath_or_buffer<span class="ansi-blue-fg">,</span> kwds<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">    686</span> 
<span class="ansi-green-intense-fg ansi-bold">    687</span>     parser_f<span class="ansi-blue-fg">.</span>__name__ <span class="ansi-blue-fg">=</span> name

<span class="ansi-green-fg">/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py</span> in <span class="ansi-cyan-fg">_read</span><span class="ansi-blue-fg">(filepath_or_buffer, kwds)</span>
<span class="ansi-green-intense-fg ansi-bold">    455</span> 
<span class="ansi-green-intense-fg ansi-bold">    456</span>     <span class="ansi-red-fg"># Create the parser.</span>
<span class="ansi-green-fg">--&gt; 457</span><span class="ansi-red-fg">     </span>parser <span class="ansi-blue-fg">=</span> TextFileReader<span class="ansi-blue-fg">(</span>fp_or_buf<span class="ansi-blue-fg">,</span> <span class="ansi-blue-fg">**</span>kwds<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">    458</span> 
<span class="ansi-green-intense-fg ansi-bold">    459</span>     <span class="ansi-green-fg">if</span> chunksize <span class="ansi-green-fg">or</span> iterator<span class="ansi-blue-fg">:</span>

<span class="ansi-green-fg">/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py</span> in <span class="ansi-cyan-fg">__init__</span><span class="ansi-blue-fg">(self, f, engine, **kwds)</span>
<span class="ansi-green-intense-fg ansi-bold">    893</span>             self<span class="ansi-blue-fg">.</span>options<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;has_index_names&#34;</span><span class="ansi-blue-fg">]</span> <span class="ansi-blue-fg">=</span> kwds<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;has_index_names&#34;</span><span class="ansi-blue-fg">]</span>
<span class="ansi-green-intense-fg ansi-bold">    894</span> 
<span class="ansi-green-fg">--&gt; 895</span><span class="ansi-red-fg">         </span>self<span class="ansi-blue-fg">.</span>_make_engine<span class="ansi-blue-fg">(</span>self<span class="ansi-blue-fg">.</span>engine<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">    896</span> 
<span class="ansi-green-intense-fg ansi-bold">    897</span>     <span class="ansi-green-fg">def</span> close<span class="ansi-blue-fg">(</span>self<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">:</span>

<span class="ansi-green-fg">/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py</span> in <span class="ansi-cyan-fg">_make_engine</span><span class="ansi-blue-fg">(self, engine)</span>
<span class="ansi-green-intense-fg ansi-bold">   1133</span>     <span class="ansi-green-fg">def</span> _make_engine<span class="ansi-blue-fg">(</span>self<span class="ansi-blue-fg">,</span> engine<span class="ansi-blue-fg">=</span><span class="ansi-blue-fg">&#34;c&#34;</span><span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">:</span>
<span class="ansi-green-intense-fg ansi-bold">   1134</span>         <span class="ansi-green-fg">if</span> engine <span class="ansi-blue-fg">==</span> <span class="ansi-blue-fg">&#34;c&#34;</span><span class="ansi-blue-fg">:</span>
<span class="ansi-green-fg">-&gt; 1135</span><span class="ansi-red-fg">             </span>self<span class="ansi-blue-fg">.</span>_engine <span class="ansi-blue-fg">=</span> CParserWrapper<span class="ansi-blue-fg">(</span>self<span class="ansi-blue-fg">.</span>f<span class="ansi-blue-fg">,</span> <span class="ansi-blue-fg">**</span>self<span class="ansi-blue-fg">.</span>options<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">   1136</span>         <span class="ansi-green-fg">else</span><span class="ansi-blue-fg">:</span>
<span class="ansi-green-intense-fg ansi-bold">   1137</span>             <span class="ansi-green-fg">if</span> engine <span class="ansi-blue-fg">==</span> <span class="ansi-blue-fg">&#34;python&#34;</span><span class="ansi-blue-fg">:</span>

<span class="ansi-green-fg">/usr/local/lib/python3.6/dist-packages/pandas/io/parsers.py</span> in <span class="ansi-cyan-fg">__init__</span><span class="ansi-blue-fg">(self, src, **kwds)</span>
<span class="ansi-green-intense-fg ansi-bold">   1915</span>         kwds<span class="ansi-blue-fg">[</span><span class="ansi-blue-fg">&#34;usecols&#34;</span><span class="ansi-blue-fg">]</span> <span class="ansi-blue-fg">=</span> self<span class="ansi-blue-fg">.</span>usecols
<span class="ansi-green-intense-fg ansi-bold">   1916</span> 
<span class="ansi-green-fg">-&gt; 1917</span><span class="ansi-red-fg">         </span>self<span class="ansi-blue-fg">.</span>_reader <span class="ansi-blue-fg">=</span> parsers<span class="ansi-blue-fg">.</span>TextReader<span class="ansi-blue-fg">(</span>src<span class="ansi-blue-fg">,</span> <span class="ansi-blue-fg">**</span>kwds<span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">   1918</span>         self<span class="ansi-blue-fg">.</span>unnamed_cols <span class="ansi-blue-fg">=</span> self<span class="ansi-blue-fg">.</span>_reader<span class="ansi-blue-fg">.</span>unnamed_cols
<span class="ansi-green-intense-fg ansi-bold">   1919</span> 

<span class="ansi-green-fg">pandas/_libs/parsers.pyx</span> in <span class="ansi-cyan-fg">pandas._libs.parsers.TextReader.__cinit__</span><span class="ansi-blue-fg">()</span>

<span class="ansi-green-fg">pandas/_libs/parsers.pyx</span> in <span class="ansi-cyan-fg">pandas._libs.parsers.TextReader._setup_parser_source</span><span class="ansi-blue-fg">()</span>

<span class="ansi-red-fg">FileNotFoundError</span>: [Errno 2] File b&#39;audioset_g.csv&#39; does not exist: b&#39;audioset_g.csv&#39;</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="3)-Function-to-replace-complex-genre-labels-with-simple-ones-genre_simp">3) Function to replace complex genre labels with simple ones <code>genre_simp</code><a class="anchor-link" href="#3)-Function-to-replace-complex-genre-labels-with-simple-ones-genre_simp">&#182;</a></h2><ul>
<li>A function was written <code>genre_simp</code> that simplified the numerous genre labels by assigning the genres into 4 main categories</li>
<li>The following 4 categories were chosen:</li>
</ul>
<ol>
<li><em>hip hop</em></li>
<li><em>classic</em></li>
<li><em>metal</em></li>
<li><em>country</em></li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">genre_simp</span><span class="p">(</span><span class="n">genre</span><span class="p">):</span>
    <span class="k">if</span> <span class="s1">&#39;hip hop&#39;</span> <span class="ow">in</span> <span class="n">genre</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;hip hop&#39;</span>
    <span class="k">elif</span> <span class="s1">&#39;metal&#39;</span> <span class="ow">in</span> <span class="n">genre</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;classical&#39;</span>
    <span class="k">elif</span> <span class="s1">&#39;classical&#39;</span> <span class="ow">in</span> <span class="n">genre</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;metal&#39;</span>
    <span class="k">elif</span> <span class="s1">&#39;country&#39;</span> <span class="ow">in</span> <span class="n">genre</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;country&#39;</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;None&#39;</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="4)-Applying-genre-simplifier-function-genre_simp-to-genres">4) Applying genre simplifier function <code>genre_simp</code> to genres<a class="anchor-link" href="#4)-Applying-genre-simplifier-function-genre_simp-to-genres">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#applying the genre simplifier function to the genres</span>
<span class="n">genre_list_simp</span> <span class="o">=</span> <span class="n">audioset</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">genre_simp</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="5)-Combining-output-genres-to-the-main-dataframe-genre">5) Combining output genres to the main dataframe <code>genre</code><a class="anchor-link" href="#5)-Combining-output-genres-to-the-main-dataframe-genre">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">audioset</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">genre_list_simp</span>
<span class="n">audiosetg</span> <span class="o">=</span> <span class="n">audioset</span><span class="p">[</span><span class="n">audioset</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;hip hop&#39;</span><span class="p">,</span> <span class="s1">&#39;country&#39;</span><span class="p">,</span> <span class="s1">&#39;metal&#39;</span><span class="p">,</span> <span class="s1">&#39;classical&#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">
<h2 id="6)-Subsetting-the-dataframe-into-the-4-main-genre-categories">6) Subsetting the dataframe into the 4 main genre categories<a class="anchor-link" href="#6)-Subsetting-the-dataframe-into-the-4-main-genre-categories">&#182;</a></h2><ul>
<li>Metal songs - <code>metal_set</code></li>
<li>Classical songs - <code>classical_set</code></li>
<li>Hip hop songs - <code>hiphop_set</code></li>
<li>Country songs - <code>country_set</code></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#segregate into genres, so we can sample a similar number of songs</span>
<span class="n">metal_set</span> <span class="o">=</span> <span class="n">audiosetg</span><span class="p">[</span><span class="n">audiosetg</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;metal&#39;</span><span class="p">]</span>
<span class="n">classical_set</span> <span class="o">=</span> <span class="n">audiosetg</span><span class="p">[</span><span class="n">audiosetg</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;classical&#39;</span><span class="p">]</span>
<span class="n">hiphop_set</span> <span class="o">=</span> <span class="n">audiosetg</span><span class="p">[</span><span class="n">audiosetg</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;hip hop&#39;</span><span class="p">]</span>
<span class="n">country_set</span> <span class="o">=</span> <span class="n">audiosetg</span><span class="p">[</span><span class="n">audiosetg</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;country&#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">
<h2 id="7)-Assigning-a-maximum-limit-of-2000-samples">7) Assigning a maximum limit of 2000 samples<a class="anchor-link" href="#7)-Assigning-a-maximum-limit-of-2000-samples">&#182;</a></h2><ul>
<li>Random sampling of each genre, using the <code>.sample</code> method</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#sample an equal number of each genre</span>
<span class="n">metal_set</span> <span class="o">=</span> <span class="n">metal_set</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">2000</span><span class="p">)</span>
<span class="n">classical_set</span> <span class="o">=</span> <span class="n">classical_set</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">2000</span><span class="p">)</span>
<span class="n">hiphop_set</span> <span class="o">=</span> <span class="n">hiphop_set</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">2000</span><span class="p">)</span>
<span class="n">country_set</span> <span class="o">=</span> <span class="n">country_set</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">2000</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">
<h1 id="(B)-Feature-Selection">(B) Feature Selection<a class="anchor-link" href="#(B)-Feature-Selection">&#182;</a></h1><h3 id="Objective:-Select-features-that-best-distinguish-between-these-genres">Objective: Select features that best distinguish between these genres<a class="anchor-link" href="#Objective:-Select-features-that-best-distinguish-between-these-genres">&#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">
<h2 id="1)-Creating-a-function-genre_boxplot-that-plots-a-boxplot">1) Creating a function <code>genre_boxplot</code> that plots a boxplot<a class="anchor-link" href="#1)-Creating-a-function-genre_boxplot-that-plots-a-boxplot">&#182;</a></h2><ul>
<li>To visualize each metric's ability to separate by genre </li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#function to print a boxplot of each metric&#39;s ability to separate by genre</span>
<span class="k">def</span> <span class="nf">genre_boxplot</span><span class="p">(</span><span class="n">metric</span><span class="p">):</span>
    <span class="n">metal_plot</span> <span class="o">=</span> <span class="n">metal_set</span><span class="p">[</span><span class="n">metric</span><span class="p">]</span>
    <span class="n">classical_plot</span> <span class="o">=</span> <span class="n">classical_set</span><span class="p">[</span><span class="n">metric</span><span class="p">]</span>
    <span class="n">hiphop_plot</span> <span class="o">=</span> <span class="n">hiphop_set</span><span class="p">[</span><span class="n">metric</span><span class="p">]</span>
    <span class="n">country_plot</span> <span class="o">=</span> <span class="n">country_set</span><span class="p">[</span><span class="n">metric</span><span class="p">]</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">boxplot</span><span class="p">([</span><span class="n">metal_plot</span><span class="p">,</span> <span class="n">classical_plot</span><span class="p">,</span> <span class="n">hiphop_plot</span><span class="p">,</span> <span class="n">country_plot</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

</div>
<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="Sample-output-below">Sample output below<a class="anchor-link" href="#Sample-output-below">&#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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#genres</span>
<span class="c1"># genre_boxplot(&#39;acousticness&#39;)</span>
<span class="n">genre_boxplot</span><span class="p">(</span><span class="s1">&#39;danceability&#39;</span><span class="p">)</span>
<span class="c1"># genre_boxplot(&#39;duration_ms&#39;)</span>
<span class="c1"># genre_boxplot(&#39;energy&#39;)</span>
<span class="c1"># genre_boxplot(&#39;instrumentalness&#39;)</span>
<span class="c1"># genre_boxplot(&#39;key&#39;)</span>
<span class="c1"># genre_boxplot(&#39;liveness&#39;)</span>
<span class="c1"># genre_boxplot(&#39;loudness&#39;)</span>
<span class="c1"># genre_boxplot(&#39;mode&#39;)</span>
<span class="c1"># genre_boxplot(&#39;speechiness&#39;)</span>
<span class="c1"># genre_boxplot(&#39;tempo&#39;)</span>
<span class="c1"># genre_boxplot(&#39;time_signature&#39;)</span>
<span class="c1"># genre_boxplot(&#39;valence&#39;)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="2)-Assumption-of-normality-test">2) Assumption of normality test<a class="anchor-link" href="#2)-Assumption-of-normality-test">&#182;</a></h2><ul>
<li>Used the <code>stats.shapiro</code> function to test for assumptions of normal distributions in each song metric</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#test for assumption of normality</span>
<span class="k">def</span> <span class="nf">norm_test</span><span class="p">(</span><span class="n">genreset</span><span class="p">):</span> 
    <span class="n">results</span> <span class="o">=</span> <span class="p">[</span><span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;acousticness&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;danceability&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;duration_ms&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;energy&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;instrumentalness&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;key&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;liveness&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;loudness&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;mode&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;speechiness&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;tempo&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;time_signature&#39;</span><span class="p">]),</span>
    <span class="n">stats</span><span class="o">.</span><span class="n">shapiro</span><span class="p">(</span><span class="n">genreset</span><span class="p">[</span><span class="s1">&#39;valence&#39;</span><span class="p">])]</span>
    <span class="k">return</span> <span class="n">results</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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">norm_test</span><span class="p">(</span><span class="n">metal_set</span><span class="p">)</span>
<span class="c1"># norm_test(classical_set)</span>
<span class="c1"># norm_test(hiphop_set)</span>
<span class="c1"># norm_test(country_set)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[0]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(0.3923158049583435, 0.0),
 (0.9923722147941589, 1.0574458642054196e-08),
 (0.8098025321960449, 1.5974802493302915e-43),
 (0.7620030045509338, 0.0),
 (0.6244382262229919, 0.0),
 (0.9323983192443848, 3.484283219046354e-29),
 (0.8069074153900146, 9.388699710976274e-44),
 (0.7939306497573853, 9.80908925027372e-45),
 (0.6314602494239807, 0.0),
 (0.6489204168319702, 0.0),
 (0.9902902841567993, 2.546425292848653e-10),
 (0.3728489875793457, 0.0),
 (0.957698404788971, 1.1416593813306599e-23)]</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="3)-Test-for-significance-difference-between-genres">3) Test for significance difference between genres<a class="anchor-link" href="#3)-Test-for-significance-difference-between-genres">&#182;</a></h2><ul>
<li>Kolmogorov-Smirnoff test was chosen to test for significant difference</li>
<li>The <code>stats.ks_2samp</code> function was used</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#function to conduct Kolmogorov-Smirnoff test to test significant difference between genres</span>
<span class="k">def</span> <span class="nf">ks_test</span><span class="p">(</span><span class="n">genre1</span><span class="p">,</span><span class="n">genre2</span><span class="p">):</span>
    <span class="n">results</span><span class="o">=</span><span class="p">[</span><span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;acousticness&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;acousticness&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;danceability&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;danceability&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;duration_ms&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;duration_ms&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;energy&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;energy&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;instrumentalness&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;instrumentalness&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;key&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;key&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;liveness&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;liveness&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;loudness&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;loudness&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;mode&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;mode&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;speechiness&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;speechiness&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;tempo&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;tempo&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;time_signature&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;time_signature&#39;</span><span class="p">]),</span>
             <span class="n">stats</span><span class="o">.</span><span class="n">ks_2samp</span><span class="p">(</span><span class="n">genre1</span><span class="p">[</span><span class="s1">&#39;valence&#39;</span><span class="p">],</span><span class="n">genre2</span><span class="p">[</span><span class="s1">&#39;valence&#39;</span><span class="p">])]</span>
    <span class="k">return</span> <span class="n">results</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="Results-output-shown-below">Results output shown below<a class="anchor-link" href="#Results-output-shown-below">&#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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ks_test(metal_set, classical_set)</span>
<span class="c1"># ks_test(metal_set, hiphop_set)</span>
<span class="n">ks_test</span><span class="p">(</span><span class="n">metal_set</span><span class="p">,</span> <span class="n">country_set</span><span class="p">)</span> <span class="c1">#time signature cannot differentiate these</span>
<span class="c1"># ks_test(classical_set, hiphop_set)</span>
<span class="c1"># ks_test(classical_set, country_set) #key cannot differentiate these</span>
<span class="c1"># ks_test(hiphop_set, country_set) #liveness, time_signature cannot differentiate</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[0]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[Ks_2sampResult(statistic=0.6225, pvalue=0.0),
 Ks_2sampResult(statistic=0.4165, pvalue=9.465459787348435e-156),
 Ks_2sampResult(statistic=0.303, pvalue=2.0431381097305446e-81),
 Ks_2sampResult(statistic=0.5105, pvalue=9.439888327081325e-238),
 Ks_2sampResult(statistic=0.418, pvalue=6.585335580486585e-157),
 Ks_2sampResult(statistic=0.031, pvalue=0.291764846534962),
 Ks_2sampResult(statistic=0.1585, pvalue=2.473712143607979e-22),
 Ks_2sampResult(statistic=0.208, pvalue=2.859113726449194e-38),
 Ks_2sampResult(statistic=0.24, pvalue=6.186865514780683e-51),
 Ks_2sampResult(statistic=0.378, pvalue=1.2258066656516508e-127),
 Ks_2sampResult(statistic=0.0825, pvalue=2.4207757651980217e-06),
 Ks_2sampResult(statistic=0.029, pvalue=0.36968362182350656),
 Ks_2sampResult(statistic=0.337, pvalue=5.3073925167016404e-101)]</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="Conclusion:-All-of-the-metrics-except-liveness,-time-signature-and-key-can-be-used-to-differentiate-between-the-4-genres.-Also-exclude-duration-and-mode-due-to-irrelevance.">Conclusion: All of the metrics except liveness, time signature and key can be used to differentiate between the 4 genres. Also exclude duration and mode due to irrelevance.<a class="anchor-link" href="#Conclusion:-All-of-the-metrics-except-liveness,-time-signature-and-key-can-be-used-to-differentiate-between-the-4-genres.-Also-exclude-duration-and-mode-due-to-irrelevance.">&#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">
<h1 id="(C)-K-Means-Clustering">(C) K-Means Clustering<a class="anchor-link" href="#(C)-K-Means-Clustering">&#182;</a></h1><h3 id="Objective:-Observe-clustering-between-genres">Objective: Observe clustering between genres<a class="anchor-link" href="#Objective:-Observe-clustering-between-genres">&#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">
<h2 id="1)-Combining-4-genre-categories-into-1-dataframe">1) Combining 4 genre categories into 1 dataframe<a class="anchor-link" href="#1)-Combining-4-genre-categories-into-1-dataframe">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#putting them into 1 dataframe</span>
<span class="n">music_set</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">metal_set</span><span class="p">,</span> <span class="n">classical_set</span><span class="p">,</span> <span class="n">hiphop_set</span><span class="p">,</span> <span class="n">country_set</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="2)-Shuffle-and-randomize-dataframe">2) Shuffle and randomize dataframe<a class="anchor-link" href="#2)-Shuffle-and-randomize-dataframe">&#182;</a></h2><ul>
<li>using the <code>music_set.sample</code> function</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#shuffle dataframe</span>
<span class="n">music_set</span> <span class="o">=</span> <span class="n">music_set</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">frac</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing 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="3)-Separating-data-and-labels">3) Separating data and labels<a class="anchor-link" href="#3)-Separating-data-and-labels">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#isolating data and labels</span>
<span class="n">labelcol</span> <span class="o">=</span> <span class="n">music_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span>
<span class="n">datacol</span> <span class="o">=</span> <span class="n">music_set</span><span class="p">[[</span><span class="s1">&#39;acousticness&#39;</span><span class="p">,</span> <span class="s1">&#39;danceability&#39;</span><span class="p">,</span> <span class="s1">&#39;energy&#39;</span><span class="p">,</span> <span class="s1">&#39;instrumentalness&#39;</span><span class="p">,</span> <span class="s1">&#39;loudness&#39;</span><span class="p">,</span>
                     <span class="s1">&#39;speechiness&#39;</span><span class="p">,</span> <span class="s1">&#39;tempo&#39;</span><span class="p">,</span> <span class="s1">&#39;valence&#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">
<h2 id="4)-Preparing-dataset-for-machine-learning-(KNN)">4) Preparing dataset for machine learning (KNN)<a class="anchor-link" href="#4)-Preparing-dataset-for-machine-learning-(KNN)">&#182;</a></h2><ul>
<li>80% of data used for training the model</li>
<li>20% of data used for testing the model</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#splitting dataset into train and test</span>
<span class="n">datacol</span><span class="p">,</span> <span class="n">data_test</span><span class="p">,</span> <span class="n">labelcol</span><span class="p">,</span> <span class="n">label_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">datacol</span><span class="p">,</span> <span class="n">labelcol</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</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="5)-Processing-data">5) Processing data<a class="anchor-link" href="#5)-Processing-data">&#182;</a></h2><ul>
<li>Scaling the data</li>
<li>Fitting training data using <code>stdscale.fit</code> function</li>
<li>Transforming both training and test datasets</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#scaling the data</span>
<span class="n">stdscale</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>

<span class="c1">#fit on training data</span>
<span class="n">stdscale</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">datacol</span><span class="p">)</span>

<span class="c1">#transform both training and test</span>
<span class="n">dataset</span> <span class="o">=</span> <span class="n">stdscale</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">datacol</span><span class="p">)</span>
<span class="n">data_test</span> <span class="o">=</span> <span class="n">stdscale</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">data_test</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="6)-Transforms-dataset-into-an-array-using-np.array">6) Transforms dataset into an array using <code>np.array</code><a class="anchor-link" href="#6)-Transforms-dataset-into-an-array-using-np.array">&#182;</a></h2><ul>
<li>for input before running Kmeans algorithm</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#transform into array for input</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">dataset</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</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="7)-Performing-Kmeans-Clustering">7) Performing Kmeans Clustering<a class="anchor-link" href="#7)-Performing-Kmeans-Clustering">&#182;</a></h2><ul>
<li>Training the model using Kmeans clustering machine learning algorithm <code>KMeans</code> function</li>
<li>Fitting the model into the training data</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#performing Kmeans</span>
<span class="kn">import</span> <span class="nn">random</span>
<span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">kmeans</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">600</span><span class="p">,</span> <span class="n">algorithm</span> <span class="o">=</span> <span class="s1">&#39;auto&#39;</span><span class="p">)</span>
<span class="n">kmeans</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[0]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>KMeans(algorithm=&#39;auto&#39;, copy_x=True, init=&#39;k-means++&#39;, max_iter=600,
       n_clusters=4, n_init=10, n_jobs=None, precompute_distances=&#39;auto&#39;,
       random_state=None, tol=0.0001, verbose=0)</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="8)-Creating-the-prediction-cluster">8) Creating the prediction cluster<a class="anchor-link" href="#8)-Creating-the-prediction-cluster">&#182;</a></h2><ul>
<li>created using a <code>for</code> loop</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#creating the prediction cluster</span>
<span class="n">cluster</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)):</span>
    <span class="n">predictor</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">))</span>
    <span class="n">predictor</span> <span class="o">=</span> <span class="n">predictor</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">predictor</span><span class="p">))</span>
    <span class="n">prediction</span> <span class="o">=</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">predictor</span><span class="p">)</span>
    <span class="n">cluster</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prediction</span><span class="p">[</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="9)-Adding-clustering-results-to-the-main-dataframe">9) Adding clustering results to the main dataframe<a class="anchor-link" href="#9)-Adding-clustering-results-to-the-main-dataframe">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comparison_set</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">labelcol</span><span class="p">)</span>
<span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cluster</span>
<span class="n">comparison_set</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[0]:</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>genre</th>
      <th>cluster</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>687</th>
      <td>classical</td>
      <td>2</td>
    </tr>
    <tr>
      <th>101692</th>
      <td>hip hop</td>
      <td>3</td>
    </tr>
    <tr>
      <th>119561</th>
      <td>hip hop</td>
      <td>3</td>
    </tr>
    <tr>
      <th>87043</th>
      <td>metal</td>
      <td>1</td>
    </tr>
    <tr>
      <th>65441</th>
      <td>classical</td>
      <td>2</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>59776</th>
      <td>hip hop</td>
      <td>0</td>
    </tr>
    <tr>
      <th>106738</th>
      <td>hip hop</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1212</th>
      <td>hip hop</td>
      <td>0</td>
    </tr>
    <tr>
      <th>104298</th>
      <td>classical</td>
      <td>2</td>
    </tr>
    <tr>
      <th>127868</th>
      <td>country</td>
      <td>3</td>
    </tr>
  </tbody>
</table>
<p>6400 rows × 2 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">
<p>Saving the clusters with dataframe to csv files as <code>audio_clustered.csv</code></p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comparison_set</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;audio_clustered.csv&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Command to download the <code>audio_clustered</code> datafram</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">files</span><span class="o">.</span><span class="n">download</span><span class="p">(</span><span class="s1">&#39;audio_clustered.csv&#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">
<h2 id="10)-Testing-to-determine-where-genres-are-placed">10) Testing to determine where genres are placed<a class="anchor-link" href="#10)-Testing-to-determine-where-genres-are-placed">&#182;</a></h2><ul>
<li>Determines which genres are placed into which clusters</li>
<li>Sample output printed below</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#seeing which genres are placed into which clusters</span>
<span class="nb">print</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;classical&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;metal&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;hip hop&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;country&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>2
1
3
3
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="11)-Reassigning-genres-using-a-for-loop">11) Reassigning genres using a <code>for</code> loop<a class="anchor-link" href="#11)-Reassigning-genres-using-a-for-loop">&#182;</a></h2><ul>
<li>into the clusters generated from the K means algorithm</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#reassigning the genres to those clusters</span>
<span class="n">label_cluster</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">genre</span> <span class="ow">in</span> <span class="n">labelcol</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">genre</span> <span class="o">==</span> <span class="s1">&#39;classical&#39;</span><span class="p">:</span>
        <span class="n">label_cluster</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;classical&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">genre</span> <span class="o">==</span> <span class="s1">&#39;metal&#39;</span><span class="p">:</span>
        <span class="n">label_cluster</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;metal&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">genre</span> <span class="o">==</span> <span class="s1">&#39;hip hop&#39;</span><span class="p">:</span>
        <span class="n">label_cluster</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;hip hop&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</span><span class="mi">0</span><span class="p">])</span>
    <span class="k">elif</span> <span class="n">genre</span> <span class="o">==</span> <span class="s1">&#39;country&#39;</span><span class="p">:</span>
        <span class="n">label_cluster</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">comparison_set</span><span class="p">[</span><span class="n">comparison_set</span><span class="p">[</span><span class="s1">&#39;genre&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;country&#39;</span><span class="p">][</span><span class="s1">&#39;cluster&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mode</span><span class="p">()[</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="12)-Prints-the-result-of-the-K-means-clustering">12) Prints the result of the K means clustering<a class="anchor-link" href="#12)-Prints-the-result-of-the-K-means-clustering">&#182;</a></h2><ul>
<li>Prints number of songs correctly clustered</li>
<li>Sample prediction accuracy shown below was 0.67734375</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">correct</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)):</span>
    <span class="n">predictor</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">))</span>
    <span class="n">predictor</span> <span class="o">=</span> <span class="n">predictor</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">predictor</span><span class="p">))</span>
    <span class="n">prediction</span> <span class="o">=</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">predictor</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">prediction</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_cluster</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span>
        <span class="n">correct</span> <span class="o">+=</span> <span class="mi">1</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;The proportion of songs correctly clustered is:&quot;</span><span class="p">,</span> <span class="n">correct</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>The proportion of songs correctly clustered is: 0.67734375
</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">
<h1 id="(D)-K-Nearest-Neighbors-(KNN)-Predictor">(D) K-Nearest Neighbors (KNN) Predictor<a class="anchor-link" href="#(D)-K-Nearest-Neighbors-(KNN)-Predictor">&#182;</a></h1><h3 id="Objective:-To-use-use-selected-metrics-to-predict-the-genre-of-a-song">Objective: To use use selected metrics to predict the genre of a song<a class="anchor-link" href="#Objective:-To-use-use-selected-metrics-to-predict-the-genre-of-a-song">&#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">
<h2 id="1)-Importing-of-necessary-packages/libraries-for-KNN">1) Importing of necessary packages/libraries for KNN<a class="anchor-link" href="#1)-Importing-of-necessary-packages/libraries-for-KNN">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Importing packages</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="k">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">metrics</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</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="2)-Create-a-K-Nearest-Neighbors-classifier">2) Create a K-Nearest Neighbors classifier<a class="anchor-link" href="#2)-Create-a-K-Nearest-Neighbors-classifier">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Create KNN Classifier</span>
<span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
<span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">8</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="3)-Train-model-using-the-training-datasets">3) Train model using the training datasets<a class="anchor-link" href="#3)-Train-model-using-the-training-datasets">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Train the model using the training sets</span>
<span class="n">knn_model</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_data</span><span class="p">,</span> <span class="n">labelcol</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="4)-Conduct-prediction-accuracy-of-the-model">4) Conduct prediction accuracy of the model<a class="anchor-link" href="#4)-Conduct-prediction-accuracy-of-the-model">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Predict the response for test dataset</span>
<span class="n">knn_pred</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_test</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="5)-Prints-the-KNN-prediction-accuracy">5) Prints the KNN prediction accuracy<a class="anchor-link" href="#5)-Prints-the-KNN-prediction-accuracy">&#182;</a></h2><ul>
<li>Sample output below shows a prediction accuracy of genre predictions is 0.769375</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#predict model accuracy</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Based on our current metrics, the accuracy of genre prediction is:&quot;</span><span class="p">,</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">label_test</span><span class="p">,</span> <span class="n">knn_pred</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>Based on our current metrics, the accuracy of genre prediction is: 0.769375
</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="for-loop-that-iterates-through-the-possible-values-of-k"><code>for</code> loop that iterates through the possible values of k<a class="anchor-link" href="#for-loop-that-iterates-through-the-possible-values-of-k">&#182;</a></h3><ul>
<li>searches for the value of k with the highest prediction accuracy</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># try K=1 through K=25 and record testing accuracy</span>
<span class="n">k_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">30</span><span class="p">)</span>

<span class="c1"># We can create Python dictionary using [] or dict()</span>
<span class="n">scores</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># We use a loop through the range 1 to 26</span>
<span class="c1"># We append the scores in the dictionary</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">k_range</span><span class="p">:</span>
    <span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
    <span class="n">knn</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_data</span><span class="p">,</span> <span class="n">labelcol</span><span class="p">)</span>
    <span class="n">knn_pred</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_test</span><span class="p">)</span>
    <span class="n">scores</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">label_test</span><span class="p">,</span> <span class="n">knn_pred</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Prediction scores of varying k values:&quot;</span><span class="p">,</span> <span class="n">scores</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Based on the testing for maximum accuracy of genre prediction, the highest score is:&quot;</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">scores</span><span class="p">),</span> <span class="s2">&quot;when k = 12&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Prediction scores of varying k values: [0.718125, 0.694375, 0.759375, 0.751875, 0.76875, 0.765, 0.766875, 0.77, 0.773125, 0.774375, 0.775, 0.778125, 0.781875, 0.7775, 0.778125, 0.77625, 0.775625, 0.776875, 0.7775, 0.774375, 0.776875, 0.773125, 0.7775, 0.778125, 0.78125, 0.779375, 0.779375, 0.778125, 0.77875]
Based on the testing for maximum accuracy of genre prediction, the highest score is: 0.781875 when k = 12
</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="Storing-the-prediction-scores-into-a-dataframe-pred_score">Storing the prediction scores into a dataframe <code>pred_score</code><a class="anchor-link" href="#Storing-the-prediction-scores-into-a-dataframe-pred_score">&#182;</a></h3><ul>
<li>dataframe output is presented below</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pred_score</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">scores</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Prediction Score&#39;</span><span class="p">])</span>
<span class="n">pred_score</span> 
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[0]:</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>Prediction Score</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.718125</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.694375</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.759375</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.751875</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.768750</td>
    </tr>
    <tr>
      <th>5</th>
      <td>0.765000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>0.766875</td>
    </tr>
    <tr>
      <th>7</th>
      <td>0.770000</td>
    </tr>
    <tr>
      <th>8</th>
      <td>0.773125</td>
    </tr>
    <tr>
      <th>9</th>
      <td>0.774375</td>
    </tr>
    <tr>
      <th>10</th>
      <td>0.775000</td>
    </tr>
    <tr>
      <th>11</th>
      <td>0.778125</td>
    </tr>
    <tr>
      <th>12</th>
      <td>0.781875</td>
    </tr>
    <tr>
      <th>13</th>
      <td>0.777500</td>
    </tr>
    <tr>
      <th>14</th>
      <td>0.778125</td>
    </tr>
    <tr>
      <th>15</th>
      <td>0.776250</td>
    </tr>
    <tr>
      <th>16</th>
      <td>0.775625</td>
    </tr>
    <tr>
      <th>17</th>
      <td>0.776875</td>
    </tr>
    <tr>
      <th>18</th>
      <td>0.777500</td>
    </tr>
    <tr>
      <th>19</th>
      <td>0.774375</td>
    </tr>
    <tr>
      <th>20</th>
      <td>0.776875</td>
    </tr>
    <tr>
      <th>21</th>
      <td>0.773125</td>
    </tr>
    <tr>
      <th>22</th>
      <td>0.777500</td>
    </tr>
    <tr>
      <th>23</th>
      <td>0.778125</td>
    </tr>
    <tr>
      <th>24</th>
      <td>0.781250</td>
    </tr>
    <tr>
      <th>25</th>
      <td>0.779375</td>
    </tr>
    <tr>
      <th>26</th>
      <td>0.779375</td>
    </tr>
    <tr>
      <th>27</th>
      <td>0.778125</td>
    </tr>
    <tr>
      <th>28</th>
      <td>0.778750</td>
    </tr>
  </tbody>
</table>
</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="Evaluating-the-best-value-of-k-for-prediction-accuracy">Evaluating the best value of k for prediction accuracy<a class="anchor-link" href="#Evaluating-the-best-value-of-k-for-prediction-accuracy">&#182;</a></h3><ul>
<li>a plot of Testing Accuracy was plotted against the Value of K for KNN</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import Matplotlib (scientific plotting library)</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>

<span class="c1"># Plots the relationship between the range of K vlaues and testing accuracy</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k_range</span><span class="p">,</span> <span class="n">scores</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Value of K for KNN&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Testing Accuracy&#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[0]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0, 0.5, &#39;Testing Accuracy&#39;)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYoAAAEGCAYAAAB7DNKzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="Optimal-numbers-of-k-Testing-using-Misclassification-Error">Optimal numbers of k Testing using Misclassification Error<a class="anchor-link" href="#Optimal-numbers-of-k-Testing-using-Misclassification-Error">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># changing to misclassification error</span>
<span class="c1"># creating list of K for KNN</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_val_score</span>

<span class="n">k_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">31</span><span class="p">))</span>
<span class="c1"># creating list of cv scores</span>
<span class="n">cv_scores</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># perform 10-fold cross validation</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">k_list</span><span class="p">:</span>
    <span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="n">k</span><span class="p">)</span>
    <span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">knn</span><span class="p">,</span> <span class="n">train_data</span><span class="p">,</span> <span class="n">labelcol</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
    <span class="n">cv_scores</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">scores</span><span class="o">.</span><span class="n">mean</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="Plotting-the-Misclassification--Error-against-the-number-of-k-neighbors">Plotting the Misclassification  Error against the number of k neighbors<a class="anchor-link" href="#Plotting-the-Misclassification--Error-against-the-number-of-k-neighbors">&#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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">MSE</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span> <span class="o">-</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">scores</span><span class="p">]</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
<span class="n">labelcol</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">labelcol</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">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">15</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The optimal number of neighbors&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of Neighbors K&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Misclassification Error&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">k_list</span><span class="p">,</span> <span class="n">MSE</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>&lt;Figure size 432x288 with 0 Axes&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA4MAAAJnCAYAAAAtNYbaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="6)-Confusion-Matrix">6) Confusion Matrix<a class="anchor-link" href="#6)-Confusion-Matrix">&#182;</a></h2><ul>
<li>A confusion matrix was plotted</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;metal&#39;</span><span class="p">,</span> <span class="s1">&#39;classical&#39;</span><span class="p">,</span> <span class="s1">&#39;hiphop&#39;</span><span class="p">,</span> <span class="s1">&#39;country&#39;</span><span class="p">]</span>
<span class="n">cm</span> <span class="o">=</span> <span class="n">metrics</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">label_test</span><span class="p">,</span> <span class="n">knn_pred</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">cm</span><span class="p">)</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="n">cax</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">matshow</span><span class="p">(</span><span class="n">cm</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Confusion Matrix of the Genre Classifier&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.08</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cax</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">([</span><span class="s1">&#39;&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">labels</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">([</span><span class="s1">&#39;&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">labels</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Predicted&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;True&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[[337  49   4  12]
 [ 15 285  64  29]
 [  8  56 317  14]
 [ 15  80  23 292]]
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAATgAAAEXCAYAAAA5hViJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
AAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0
dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de1hU5do/8O8wiAooCjmDB8IoTDce
MEECRBJTDMRRPNDJN8myPMSruEvUbZqnzEopd6ls3cjbZb6WIVTYVqFEq9dD7oxqq2meA2YCNATk
MDPP7w9yfpECMzizhll8P13rupg1a577XgPdPms9az1LIYQQICKSISd7J0BEZCsscEQkWyxwRCRb
LHBEJFsscEQkWyxwRCRbLHB/Ul1djeeffx5DhgxBUlJSi9v5+OOP8fTTT1sxM/v55ptvEB0dbfV2
W/JdT506FR9++KHVc/mjzMxMPPbYYzZr/5lnnsHu3btNr9evX4+QkBCEh4ejsLAQgwcPhsFgsFn8
tsTZ3gm01CeffIL09HScP38ebm5u6Nu3L55//nkEBQXdUbv/+te/UFJSgiNHjsDZueVfz7hx4zBu
3Lg7ykUK999/P/bt2wdfX99GtwkKCsLevXutHru573rDhg24ePEi3njjDavHtqctW7aYfi4sLER6
ejq++OILeHl5AQC+/fZbe6UmOw5Z4NLT05GWloZXXnkFw4YNQ7t27XDo0CHk5eXdcYErLCxE7969
76i4yYler7fZd8Hvuv476NKli6m43Qlb/q4clnAw5eXlIjAwUOzZs6fRbWpqasTKlStFeHi4CA8P
FytXrhQ1NTVCCCEOHz4sIiIixNatW8WDDz4owsPDxa5du4QQQrz11lsiICBA/OUvfxGBgYHigw8+
EG+//baYP3++qe3Lly+LPn36iLq6OiGEEB999JGIiooSgYGBYsSIESI7O9u0/tFHHzV97vjx4yI+
Pl488MADIj4+Xhw/ftz03pNPPinWr18vEhISRGBgoEhMTBSlpaW33beb+aelpZny379/vzhw4IAY
PXq0CA4OFhs3bjRt/91334kpU6aIIUOGiPDwcPHKK6+YvovHH39c9OnTRwwaNEgEBgaKnJwcU/ub
N28WYWFh4q9//atpnRBCXLx4UQQHB4sffvhBCCFEcXGxCAkJEYcPH75tvmfPnhVPPvmkGDJkiIiJ
iRG5ubmNftd/lJ+f3+D9uLg4s76rb7/9ViQkJIghQ4aIuLi4RvMSQojCwkIxe/ZsERISIoYOHSpe
eeWV2/7uVqxYIYYPHy4GDx4sJkyYII4dO9bg+50wYYIYPHiwCA0NFatXrxZCCFFdXS3mz58vhg4d
KoYMGSLi4+PFr7/+atqHDz74QHz11VdiwIAB4v777xeBgYFiwYIFt/x9lZeXi4ULF4rw8HAxbNgw
sW7dOqHX6015JiQkiFWrVomhQ4eKdevWNbqvbZXDFbj8/HzRr18/0x/A7aSmporJkyeLkpISUVpa
KhISEsT69euFEPUFol+/fiI1NVXU1taKAwcOiIEDB4pr164JIcQtBa2pAldZWSkGDx4sfv75ZyGE
EFqtVvz0009CiIb/k1y9elUEBQWJ3bt3i7q6OvHJJ5+IoKAgUVZWJoSo/4MfOXKkOHfunLhx44Z4
8sknxeuvv37bfbuZ/4YNG0Rtba3YuXOnCAkJEcnJyeL69evip59+EgMGDBCXLl0SQgjx/fffi2+/
/VbU1dWJy5cvizFjxoj09HRTe3369BEXLly4pf21a9eKmpoacePGjQYFTgghdu7cKR555BFRVVUl
nn76abFmzZrb5lpbWysefvhhsXHjRlFTUyO+/vprERgYaPq+/vzd/tnt3m/quyouLhZDhw4VBw4c
EAaDQXz55Zdi6NCht/3HQq/Xi7i4OLFq1SpRWVkpqqurTYXrzwUuKytLlJWVibq6OrF161YRFhYm
qqurhRBCTJkyRezevVsIIURFRYX49ttvhRBC7NixQzz33HOiqqpK6PV68f3334vr16+b9uFmQf/z
d/vnAjdr1iyxZMkSUVlZKUpKSsTEiRPFjh07THn269dP/M///I+oq6sTN27caPS7bKscbpDh2rVr
6Nq1a5Nd8U8++QSzZ8+Gl5cXPD09MXv2bHz88cem952dnTF79my0a9cOkZGRcHV1xfnz51uUj5OT
E86cOYPq6mqoVCr4+/vfss2BAwfg6+uL8ePHw9nZGWPHjoWfnx+++OIL0zbx8fG455570KFDB4wZ
MwYnT55sNKazszNmzpyJdu3aISYmBlevXsV//dd/wd3dHf7+/rjvvvtw+vRpAED//v0RGBgIZ2dn
9OrVCwkJCTh27Fiz+5SUlAQXFxd06NDhlvenTJmCu+++G1OmTIFOp8O8efNu2853332HqqoqzJgx
Ay4uLggNDcWIESOQk5PTZPzmNPZdZWdnY/jw4YiMjISTkxPCw8PRv39/5Ofn39JGQUEBdDodXnrp
Jbi6uqJ9+/aNnt7QaDSmv7mnn34atbW1pr8XZ2dnXLp0CWVlZXBzc0NgYKBp/bVr13Dx4kUolUr0
798f7u7uFu1nSUkJ8vPzsWjRIri6usLLywvTpk1r8P2pVCpMnToVzs7Ot/1dtXUOd8DepUsXXL16
tcnzDTqdDj169DC97tGjB3Q6XYM2/vjZjh07oqqqyuJcXF1dsX79evzzn//E4sWL8cADD2DBggW4
9957m8znZk5ardb0ulu3bmbn06VLFyiVSgAw/VH/8RxO+/btUVlZCQA4f/481qxZgx9++AE3btyA
wWBAQEBAk/vVtWtXtG/fvsltpkyZgpkzZ2LFihVwcXG57TY6nQ7e3t5wcvr//47+eb9borHvqrCw
EP/6178a/MOh1+sREhJySxtFRUXo0aOHWeestm7dil27dkGn00GhUKCiogJXr14FAKxatQpvv/02
HnnkEfTq1Qtz5szBiBEjoNFoUFxcjOTkZJSXl2PcuHGYN28e2rVrZ/Z+FhYWQq/XY9iwYaZ1RqMR
3bt3N7329vY2u722yOEK3ODBg+Hi4oLc3FyMGTPmttuoVCoUFhaaelNFRUVQqVQtitexY0dUV1eb
XpeUlDR4PyIiAhEREaiurkZqaiqWLFmC999//7b5/FFRUREiIiJalJMlli1bhr/85S9488034e7u
jm3btjU7IqpQKJp8v7KyEqtXr8akSZOwYcMGjB49Gl26dLllO5VKheLiYhiNRlORKyoqQu/evc3K
vbk8/qx79+7QaDRYuXKlWdsWFRU1e2L+m2++wZYtW7Bt2zb4+/vDyckJwcHBEL9PwtO7d2+sW7cO
RqMR+/btQ1JSEo4cOQJXV1fMmTMHc+bMwZUrVzBjxgzcc889mDx5stn74+3tDRcXFxw+fLjRHC39
jtoahztE7dSpE5KSkrB8+XLk5ubixo0bqKurQ35+PtauXQsAiI2NxcaNG1FWVoaysjK88847iIuL
a1G8fv364dixYygsLMT169exefNm03slJSXIzc1FVVUVXFxc4Orq2qC3clNkZCQuXLiATz75BHq9
Hnv27MHZs2fx0EMPtSgnS1RWVsLNzQ1ubm74+eefsWPHjgbv33XXXbh8+bJFba5atQr9+/fHqlWr
8NBDD2Hp0qW33W7gwIHo0KEDtmzZgrq6Ohw5cgSff/45YmJizIrj5eWFX375BUaj0aztx40bhy++
+AKHDh2CwWBATU0Njhw5guLi4tvm1q1bN7z55puoqqpCTU0Njh8/fst2lZWVUCqV8PT0hF6vx9//
/ndUVFSY3s/OzkZZWRmcnJzQuXNnAPWH+IcPH8bp06dhMBjg7u4OZ2fn2/5tNEWlUiE8PBxr1qxB
RUUFjEYjLl26hKNHj1rUTlvmcAUOAJ5++mmkpKTg3XffRWhoKB566CFs374dDz/8MABg1qxZ6N+/
v+latICAAMyaNatFscLDwxETE4Nx48YhPj4eI0aMML1nNBqxbds2REREYOjQoTh27BiWLVt2Sxtd
u3bFpk2bkJ6ejpCQEGzZsgWbNm2Cp6dni3KyxIIFC/Dpp5/igQcewJIlS24pLnPmzEFKSgqCgoKw
Z8+eZtvLzc3FoUOHTPuZkpKC//znPw3Ocd7k4uKCTZs24eDBg3jwwQfxyiuvYO3atbccwjfmZg89
JCQEEyZMaHb77t27491338XmzZsRGhqKyMhIbN269bYFUqlUYtOmTbh48SJGjBiB4cOH47PPPrtl
u2HDhiEiIgLR0dGIiopC+/btGxwiHjp0CLGxsRg8eDBWrVqF9evXo0OHDigpKUFSUhKGDBmCmJgY
DB06FBqNxqz9/qO1a9eirq4OMTExCA4ORlJSEn799VeL22mrFEJwwksikieH7MEREZmDBY6IZIsF
johkiwWOiGSLBY6IZIsFjohkq80VuIMHDyI6OhqjRo1CWlqavdOxmoULFyI0NBRjx461dypWVVRU
hKlTpyImJgaxsbHIyMiwd0pWUVNTg0mTJmHcuHGIjY3F22+/be+U5MnON/tLSq/Xi5EjR4pLly6J
mpoaERcXJ86cOWPvtKzi6NGj4ocffhCxsbH2TsWqtFqtaWqm69evi9GjR8vid2Y0GkVFRYUQon7W
lUmTJplmIiHraVM9uIKCAvj6+sLHxwcuLi6IjY1FXl6evdOyiuDgYHh4eNg7DatTqVSmyQHc3d3h
5+d3xzfrtwYKhQJubm4A6icE0Ov1vK/UBtpUgdNqtQ1mX1Cr1bL4n6WtuHLlCk6ePIlBgwbZOxWr
MBgM0Gg0CAsLQ1hYmGz2qzVpUwWOHFdlZSWSkpKwaNEii+dVa62USiWys7ORn5+PgoIC/PTTT/ZO
SXbaVIFTq9UNZpbQarVQq9V2zIjMUVdXh6SkJMTFxWH06NH2TsfqOnfujJCQEBw6dMjeqchOmypw
AwYMwIULF3D58mXU1tYiJycHUVFR9k6LmiCEwOLFi+Hn54fExER7p2M1ZWVlKC8vB1D/+MSvv/4a
fn5+ds5KftrcbCL5+flYvXo1DAYDJk6ciJkzZ9o7JatITk7G0aNHcfXqVXh5eeGFF16waHLF1uqb
b77BE088gT59+pjmU0tOTkZkZKSdM7szp06dQkpKCgwGA4QQGDNmDObMmWPvtGSnzRU4Imo72tQh
KhG1LSxwRCRbLHBEJFsscEQkW222wO3cudPeKdgE98vxyHnf7I0FTma4X45Hzvtmb222wBGR/LWq
6+BOfPtvuDhLU3N/Lb2Gbl63Po3dFk7+eF6SOADg1rkjKstvSBbvhr5Gkjhdu3bG1avlksQCpH1i
vJT75u2twsiRI5rfsAmnf/wOBqN5ZaNdBzf4+/vfUbw74Wy3yLfh4uwEf+9OksWTKtbU0W9KEgcA
Fq2fj9XzpIt3ouScJHEy0tfhqcRkSWIBQHtnF8li/WPLa3j2mQWSxbpTBqOAf/fOZm179ldp/gFs
TKsqcETkAIQAjAZ7Z2EWFjgispxBb+8MzMICR0QWEhDCaOa29h3HZIEjIssIAEYWOCKSJQGY3YOz
LxY4IrIcBxmISJaEqF8cAAscEVlEQEAY2IMjIjmyaJDBvljgiMhyHGQgInninQxEJGfswRGRLAlh
/q1aStum0hwWOCKykDB/kIEFjogcigCE4Dk4IpIl3qpFRHLG6+CISLbYgyMiWRICMNbZOwuzsMAR
kWWEBaOoTaipqcETTzyB2tpaGAwGREdHIykpCZcvX0ZycjKuXbuGgIAArF27Fi4uLqitrcVLL72E
H3/8EV26dMH69evRq1evJmPwsYFEZDlhNG9pgouLCzIyMvDxxx8jKysLhw4dwokTJ/DGG29g2rRp
2L9/Pzp37oxdu3YBAD788EN07twZ+/fvx7Rp0/DGG280myYLHBFZ6PcenDlLExQKBdzc3AAAer0e
er0eCoUChw8fRnR0NABgwoQJyMvLAwB8/vnnmDBhAgAgOjoa//d//4fmnnpq0wJ38OBBREdHY9So
UUhLS7NlKCKSys3ZRO6wwAGAwWCARqNBWFgYwsLC4OPjg86dO8PZuf7smbe3N7RaLQBAq9Wie/fu
AABnZ2d06tQJV69ebbJ9m52DMxgMWL58OdLT06FWqzFp0iRERUXhvvvus1VIIpKEgDCYN8hQVlaG
+Ph40+uEhAQkJCSYXiuVSmRnZ6O8vByzZ8/GuXPWfc6uzQpcQUEBfH194ePjAwCIjY1FXl4eCxyR
HJh5mYinpycyMzOb3a5z584ICQnBiRMnUF5eDr1eD2dnZxQXF0OtVgMA1Go1ioqK4O3tDb1ej+vX
r6Nr165NtmuzQ1StVgtvb2/Ta7VabepqEpEDE9Y5B1dWVoby8nIAQHV1Nb7++mvce++9CAkJwd69
ewEAu3fvRlRUFAAgKioKu3fvBgDs3bsXDz74IBQKRZMxWtVlIrV6I84UX5ckVnWdQbJYi9bPlyQO
AHT3UUsa74a+RpI4vXv7ICN9nSSxADT7P441+fr2wj+2vCZZPKuwwoW+Op0OKSkpMBgMEEJgzJgx
GDFiBO677z7MmzcPqamp6NevHyZPngwAmDRpEl588UWMGjUKHh4eWL9+fbMxbFbg1Go1iouLTa+1
Wq2pq9kYF2cn+Ht3slVKDZwpvi5ZrKmj35QkDlBfTFfPky7eiRLrnjNpTEb6OjyVmCxJLABo7+wi
Wax/bHkNzz6zQLJYd84618H17dsXWVlZt6z38fExXRryR+3bt8fbb79tUQybHaIOGDAAFy5cwOXL
l1FbW4ucnBxTV5OIHJiAVa6Dk4LNenDOzs54+eWX8cwzz8BgMGDixInw9/e3VTgikowA9GZOeGln
Nj0HFxkZicjISFuGICKp3ezBOYBWNchARI7AOufgpMACR0SWYw+OiGSJD34mIvnilOVEJFeCo6hE
JGfNTFPUWrDAEZHleA6OiGTJSlOWS4EFjogsx0EGIpInARj4ZHsikiNeB0dE8sVzcEQkZzwHR0Sy
JABh5HVwRCRLPEQlIrkS4CgqEckVe3BEJFe8TISIZI032xORPDnOIarNHhtIRDIlABiFeUsTioqK
MHXqVMTExCA2NhYZGRkAgA0bNiAiIgIajQYajQb5+fmmz2zevBmjRo1CdHQ0Dh061GyqraoHd6Lg
J4Q8mCJJrM1paySLpdv+vCRxAOCcugu+3DhOsnjj5uRJEqdTu46IUg+QJBYAnKoqlCyWs5MSXh2l
eQi5s5PSOg1ZYRRVqVQiJSUFAQEBqKiowMSJExEeHg4AmDZtGqZPn95g+7NnzyInJwc5OTnQarVI
TEzE3r17oVQ2vk/swRGRZYSAMBrNWpqiUqkQEBAAAHB3d4efnx+0Wm2j2+fl5SE2NhYuLi7w8fGB
r68vCgoKmozBAkdElrPCIeofXblyBSdPnsSgQYMAANu3b0dcXBwWLlyI3377DQCg1Wrh7e1t+oxa
rW6yIAIscETUEsJo1lJWVob4+HjTsnPnzluaqqysRFJSEhYtWgR3d3c89thj2L9/P7Kzs6FSqbBm
zZoWp9mqzsERkQMQ5vfOPD09kZmZ2ej7dXV1SEpKQlxcHEaPHg0AuOuuu0zvT548Gc8/X38OW61W
o7i42PSeVquFWq1uMj57cERkOb3BvKUJQggsXrwYfn5+SExMNK3X6XSmn3Nzc+Hv7w8AiIqKQk5O
Dmpra3H58mVcuHABAwcObDIGe3BEZBlhneeiHj9+HNnZ2ejTpw80Gg0AIDk5GZ9++ilOnToFAOjZ
syeWL18OAPD398cjjzyCmJgYKJVKvPzyy02OoAIscETUElaYLikoKAinT5++ZX1kZGSjn5k5cyZm
zpxpdgwWOCKySH0HzjHuZGCBIyLLccJLIpIny65xsycWOCKyDCe8JCI54zMZiEieLLjQ195Y4IjI
chxFJSJZujkfnANggSMiy7HAEZEsCQFh4CEqEckVe3BEJFe8TISI5ImDDEQka45xCo4FjogsJASE
3jEqHAscEVnOMeqb7aYsX7hwIUJDQzF27FhbhSAiO6ifD06YtdibzQpcfHw8tmzZYqvmiciejGYu
dmazAhccHAwPDw9bNU9E9uJAPTiegyMiy7WC3pk5WlWBU3t3w+a0lj/k1RK+vj0li3VO3U2SOABQ
4+yGc+pgyeLNefN+SeKoeqkw581ZksQCgGpjnWSxet3dA2+8s1SyeHdMAEJv7yTM06oKnLb4Vzw3
I0WSWJvT1kgWS7f9eUniAMA5dTD8tMckizd3fp4kcea8OQt/n/+uJLEA4FRVoWSx3nhnKf46+xXJ
YlmDFZ4aKIlWVeCIyAEIOMwhqs0GGZKTk/Hoo4/i/PnzGD58OD788ENbhSIiiQmjeYu92awHt27d
Ols1TUR2JGCd4lVUVISXXnoJpaWlUCgUmDJlCp566ilcu3YN8+bNwy+//IKePXsiNTUVHh4eEEJg
1apVyM/PR4cOHbBmzRoEBAQ0GcNmPTgikikBCIPCrKUpSqUSKSkp2LNnD3bu3In3338fZ8+eRVpa
GkJDQ7Fv3z6EhoYiLS0NAHDw4EFcuHAB+/btw4oVK7Bs2bJmU2WBIyKLWeMQVaVSmXpg7u7u8PPz
g1arRV5eHsaPHw8AGD9+PHJzcwHAtF6hUCAwMBDl5eXQ6XRNxmCBIyLLCEAYFWYt5rpy5QpOnjyJ
QYMGobS0FCqVCgDQrVs3lJaWAgC0Wi28vb1Nn/H29oZWq22yXY6iEpHFzD0HV1ZWhvj4eNPrhIQE
JCQkNNimsrISSUlJWLRoEdzd3Ru8p1AooFCYXyj/jAWOiCwiAAhhXtHx9PREZmZmo+/X1dUhKSkJ
cXFxGD16NADAy8sLOp0OKpUKOp0Onp6eAAC1Wo3i4mLTZ4uLi6FWq5uMz0NUIrKMsM45OCEEFi9e
DD8/PyQmJprWR0VFISsrCwCQlZWFkSNHNlgvhMCJEyfQqVMn06FsY9iDIyILKWBsZoTUHMePH0d2
djb69OkDjUYDoP762RkzZmDu3LnYtWsXevTogdTUVABAZGQk8vPzMWrUKHTs2BGrV69uNgYLHBFZ
5vdBhjsVFBSE06dP3/a9jIyMW9YpFAosXWrZrWYscERkkfoLfe+8wEmBBY6ILCbsP9WbWVjgiMgy
VjpElQILHBFZzNzLROzN7AJXW1sLFxcXW+ZCRA5ACAUMVhhFlUKz18EVFBQ0uAjv1KlTWLFihc0T
I6LWSwiFWYu9NVvgVq5ciU2bNqFLly4AgL59++LIkSM2T4yIWi9r34tqK80eohqNRvTs2bPBOicn
3gBB1GYJGY2idu/eHQUFBVAoFDAYDHjvvffQu3dvCVIjotbIkuvg7N2Ha7YrtmzZMqSnp6OwsBBh
YWH47rvvzJpojojkSgGD0cmsxd6a7cF5eXlh/fr1UuRCRI5AToeof/vb3247HxNHUonaJgHA2ApG
SM3RbIELCwsz/VxTU4P9+/eje/fuNk2KiFq31nAJiDmaLXAxMTENXms0Gjz++OM2S4iIWj/ZHKL+
2ZUrV1BSUmKLXGAUAjX6Opu0bc9YI2d9JkkcAHhxXR88myxdvM/3L5Ykzs81nfDJ3hcliQUAdwU/
K1ksvdGIq9UVksW6U5bM6GtvzRa44OBg0zk4o9EIDw8PzJ8/3+aJEVErJRStYoTUHE0WOCEEsrOz
TfOeOzk53dEDIIjI8YnfF0fQZBlWKBSYMWMGlEollEolixsRAagfRTVnsbdm+5l9+/bFf/7zHyly
ISIH4Sg32zd6iKrX6+Hs7IyTJ09i0qRJ8PHxgaurK4QQUCgU2L17t5R5ElErIQDc+VCFNBotcJMn
T8bu3buxceNGKfMhIgcg7H6XqXkaLXDi9wtd7r77bsmSIaLWTwDQt4LDT3M0WuDKysqQnp7e6Af/
+KBWImpLFI7fgzMajaisrJQyFyJyEA5/Dq5bt26YM2eOlLkQkYOwVg9u4cKFOHDgALy8vPDpp58C
ADZs2IAPPvgAnp6eAOqfdh8ZGQkA2Lx5M3bt2gUnJyf87W9/Q0RERJPtN3sOjojoj6w5ihofH48n
n3wSCxYsaLB+2rRpmD59eoN1Z8+eRU5ODnJycqDVapGYmIi9e/dCqVQ22n6j18Ft27btzjInItky
QGHW0pzg4GB4eHiYFTMvLw+xsbFwcXGBj48PfH19UVBQ0ORnGu3B3XzIDBHRHwkA5j5PpqysDPHx
8abXCQkJSEhIaPZz27dvR1ZWFvr374+UlBR4eHhAq9Vi0KBBpm3UajW0Wm2T7fDBz0RkMaOZ5+A8
PT2RmZlpUduPPfYYZs2aBYVCgbfeegtr1qzBq6++2pI0m79Vi4joz4SZS0vcddddUCqVcHJywuTJ
k/H9998DqO+xFRcXm7bTarWmiUAawwJHRBa5OchgztISOp3O9HNubi78/f0BAFFRUcjJyUFtbS0u
X76MCxcuYODAgU22xUNUIrKY0UozCyUnJ+Po0aO4evUqhg8fjhdeeAFHjx7FqVOnAAA9e/bE8uXL
AQD+/v545JFHEBMTA6VSiZdffrnJEVSABY6ILCQAGKzU1rp1625ZN3ny5Ea3nzlzJmbOnGl2+yxw
RGQxc0dR7Y0FjogsIqAwexTV3ljgiMhijnKfEwscEVmszR+iFhUV4aWXXkJpaSkUCgWmTJmCp556
ylbhiEgispjR904plUqkpKQgICAAFRUVmDhxIsLDw3HffffZKiQRSUEBGBykB2ezC31VKhUCAgIA
AO7u7vDz82v2vjEiav1sfaGvNUlyDu7KlSs4efJkgxtlichxtYbiZQ6bF7jKykokJSVh0aJFcHd3
b3Lb7t1V+OfWN2ydEgCgd+9eksVyc24vSRwAUPuo8eK6/5Ys3s81nSSJUyOUksUCgM3/eE2yWL6+
PSWNZw0O8kgG2xa4uro6JCUlIS4uDqNHj252+6IiHZ6e/ldbpmTyz61vSBYryEu6844vrvtvvJ78
lmTxPt+/WJI4P9d0wr3tr0sSCwBCnl3Q/EZWsvkfr+E5ieJZo5BykAH1MwIvXrwYfn5+fEANkcxY
61YtW7PZIMPx48eRnZ2Nw4cPQ6PRQKPRID8/31bhiEgiNye8NGexN5v14IKCgnD69GlbNU9EdtTm
D1GJSL5Y4IhIlu5ktl6psTryLDUAAAoaSURBVMARkcVaw/k1c7DAEZFFrDnhpa2xwBGRhQSMDnKQ
ygJHRBbjIAMRyRIHGYhI1tiDIyJZEgD0Csfow7HAEZHFHKO88cn2RGQha054uXDhQoSGhmLs2LGm
ddeuXUNiYiJGjx6NxMRE/Pbbb/VxhcDKlSsxatQoxMXF4ccff2y2fRY4IrKY8fdLRZpbmhMfH48t
W7Y0WJeWlobQ0FDs27cPoaGhSEtLAwAcPHgQFy5cwL59+7BixQosW7as2fZZ4IjIYsLMpTnBwcHw
8PBosC4vLw/jx48HAIwfPx65ubkN1isUCgQGBqK8vBw6na7J9lngiMgitn4mQ2lpKVQqFQCgW7du
KC0tBQBotVp4e3ubtvP29m72OS8cZCAiixnMHGYoKytDfHy86XVCQgISEhLMjqNQKKBQtPzGVxY4
IrKIJVOWe3p6IjMz06L2vby8oNPpoFKpoNPp4OnpCQBQq9UoLi42bVdcXAy1Wt1kWzxEJSKLCTP/
a4moqChkZWUBALKysjBy5MgG64UQOHHiBDp16mQ6lG0Me3BEZDFr3cmQnJyMo0eP4urVqxg+fDhe
eOEFzJgxA3PnzsWuXbvQo0cPpKamAgAiIyORn5+PUaNGoWPHjli9enWz7bPAEZFFhBVnE1m3bt1t
12dkZNyyTqFQYOnSpRa1zwJHRBZzlDsZWOCIyCICgN5BShwLHBFZrKUDCFJrVQXOSaFAe+d2sot1
dzuP5jeyEheFUtJ4d4fNkSTOWxtXYMTMJZLEAoBfM5Mli3Wui1qyeOe6NH1Zhbk4XRIRyRZ7cEQk
S5Zc6GtvLHBEZDGDYA+OiGTImtfB2RoLHBFZjOfgiEi2eA6OiGSpfpCBPTgikikeohKRLAlwFJWI
ZIujqEQkYxxkICJZqn9iFntwRCRTPEQlItkSHGQgIjkSMP+xgfbGAkdEFuIoKhHJGA9RiUiWeKsW
EckaLxMhIlkSgrdqEZFsWW+QISoqCm5ubnBycoJSqURmZiauXbuGefPm4ZdffkHPnj2RmpoKD4+W
PUjJySpZElGbYvy9yDW3mCMjIwPZ2dnIzMwEAKSlpSE0NBT79u1DaGgo0tLSWpwnCxwRWUSgfhTV
nKUl8vLyMH78eADA+PHjkZub2+JcbXaIWlNTgyeeeAK1tbUwGAyIjo5GUlKSrcIRkYSsOYo6ffp0
KBQKJCQkICEhAaWlpVCpVACAbt26obS0tMVt26zAubi4ICMjA25ubqirq8Pjjz+O4cOHIzAw0FYh
iUgi5o6ilpWVIT4+3vT6ZhG7aceOHVCr1SgtLUViYiL8/PwafF6hUEChULQ4T5sVOIVCATc3NwCA
Xq+HXq+/o0SJqHUQEDAI8yZM8vT0NJ1bux21Wg0A8PLywqhRo1BQUAAvLy/odDqoVCrodDp4enq2
OFebnoMzGAzQaDQICwtDWFgYBg0aZMtwRCQRa5yDq6qqQkVFhennr776Cv7+/oiKikJWVhYAICsr
CyNHjmxxnja9TESpVCI7Oxvl5eWYPXs2fvrpJ/Tp06fR7dXe3bA5bY0tUzLx9e0pWSwP546SxAEA
r153Yera6ZLF0xiqJYlzt29PvLVxhSSxAOBcF5VksWqUHXGuy0DJ4lmDNc7BlZaWYvbs2QDqO0Nj
x47F8OHDMWDAAMydOxe7du1Cjx49kJqa2uIYklwH17lzZ4SEhODQoUNNFjht8a94bkaKFClhc9oa
yWLF3iXdH+/UtdPx3ktbJYv3+bVTksR5a+MK/PfMJZLEAoCLO2dLFutcl4Hwu1YgWaw7Za0JL318
fPDxxx/fsr5r167IyMi44/YBGx6ilpWVoby8HABQXV2Nr7/++pYTiETkiASMwrzF3mzWg9PpdEhJ
SYHBYIAQAmPGjMGIESNsFY6IJNTm70Xt27ev6UQhEclH/b2ojvHYGd6LSkQWaw2Hn+ZggSMii4jf
/3MELHBEZDH24IhIttiDIyJZqr9Vy2DvNMzCAkdEFuNDZ4hItvjQGSKSJSHYgyMi2Wodt2GZgwWO
iCzGUVQikiUB3qpFRDLGc3BEJFM8B0dEMsVRVCKSNV4HR0SyxR4cEcmSJY8NtDcWOCKyGAcZiEi2
eIhKRLJkrccGSoEFjogsw8tEiEi+HOdCX4VoRaX4xIkTaN++vSSxysrK4OnpKUksKXG/HI+U+1ZT
U4PAwMA7auPMmTPQ6/Vmbevs7Ax/f/87incnWlWBk1J8fDwyMzPtnYbVcb8cj5z3zd6c7J0AEZGt
sMARkWy12QKXkJBg7xRs4nb71a9fP2g0GowdOxZJSUm4ceNGi9s/cuQInnvuOQBAXl4e0tLSGt22
vLwc27dvtzjGhg0bsHXr1gbr5Pr7AuS9b/bGAiczt9uvDh06IDs7G59++inatWuH//3f/23wvhAC
RqPlt96MHDkSM2bMaPT98vJy7Nixw+J2b0euvy9A3vtmb7xMpI0JCgrC6dOnceXKFUyfPh2DBg3C
jz/+iLS0NJw/fx4bNmxAbW0tfHx88Oqrr8LNzQ0HDx7E6tWr0bFjRwwZMsTUVmZmJn744Qe8/PLL
KCkpwdKlS3H58mUAwLJly/Dee+/h0qVL0Gg0CAsLw4IFC7BlyxZ89tlnqK2txahRo5CUlAQA2Lhx
I7KysuDp6Ynu3bsjICDALt8PyQsLXBui1+tx8OBBREREAAAuXryI1157DYGBgSgrK8PGjRuRnp4O
V1dXpKWlIT09Hc8++yyWLFmCjIwM+Pr6Yu7cubdte+XKlQgODsY777wDg8GAqqoqzJ8/H2fOnEF2
djYA4Msvv8TFixexa9cuCCEwc+ZMHDt2DB07dsSePXuQlZUFg8GACRMmsMCRVbDAtQHV1dXQaDQA
6ntwkyZNgk6nQ48ePUzXRH333Xc4e/YsHnvsMQBAXV0dAgMDce7cOfTq1Qu9e/cGAIwbNw4ffPDB
LTEOHz6MtWvXAgCUSiU6deqE3377rcE2X331Fb766iuMHz8eAFBVVYULFy6gsrISDz/8MDp27AgA
iIqKsv6XQG0SC1wbcPMc3J+5urqafhZCIDw8HOvWrWuwzcmTJ62WhxACM2bMwKOPPtpg/bZt26wW
g+iP2uwgAzUUGBiIf//737h48SKA+t7V+fPn4efnh19++QWXLl0CAOTk5Nz286GhoXj//fcBAAaD
AdevX4ebmxsqKytN2wwbNgwfffSRaZ1Wq0VpaSmCg4ORm5uL6upqVFRU4IsvvrDlrlIbwh4cAQA8
PT3x6quvIjk5GbW1tQCAuXPn4p577sHy5csxY8YM0yDDH4vWTYsXL8aSJUvw0UcfwcnJCcuWLcPg
wYPxwAMPYOzYsYiIiMCCBQvw888/m3pwrq6ueP311xEQEICYmBhoNBp4enpiwIABku47yVebvVWL
iOSPh6hEJFsscEQkWyxwRCRbLHBEJFsscEQkWyxwRCRbLHBEJFsscEQkW/8PImtB81orEVsAAAAA
SUVORK5CYII=
"
>
</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="7)-Defining-functions-to-determine-precision-and-recall">7) Defining functions to determine precision and recall<a class="anchor-link" href="#7)-Defining-functions-to-determine-precision-and-recall">&#182;</a></h2><ul>
<li><code>precision</code></li>
<li><code>recall</code></li>
<li><code>precision_macro_average</code></li>
<li><code>recall_macro_average</code></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">precision</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">confusion_matrix</span><span class="p">):</span>
    <span class="n">col</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">[:,</span> <span class="n">label</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">confusion_matrix</span><span class="p">[</span><span class="n">label</span><span class="p">,</span> <span class="n">label</span><span class="p">]</span> <span class="o">/</span> <span class="n">col</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    
<span class="k">def</span> <span class="nf">recall</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">confusion_matrix</span><span class="p">):</span>
    <span class="n">row</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">[</span><span class="n">label</span><span class="p">,</span> <span class="p">:]</span>
    <span class="k">return</span> <span class="n">confusion_matrix</span><span class="p">[</span><span class="n">label</span><span class="p">,</span> <span class="n">label</span><span class="p">]</span> <span class="o">/</span> <span class="n">row</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">precision_macro_average</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">):</span>
    <span class="n">rows</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="o">.</span><span class="n">shape</span>
    <span class="n">sum_of_precisions</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">rows</span><span class="p">):</span>
        <span class="n">sum_of_precisions</span> <span class="o">+=</span> <span class="n">precision</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">confusion_matrix</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">sum_of_precisions</span> <span class="o">/</span> <span class="n">rows</span>
<span class="k">def</span> <span class="nf">recall_macro_average</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">):</span>
    <span class="n">rows</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="o">.</span><span class="n">shape</span>
    <span class="n">sum_of_recalls</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">columns</span><span class="p">):</span>
        <span class="n">sum_of_recalls</span> <span class="o">+=</span> <span class="n">recall</span><span class="p">(</span><span class="n">label</span><span class="p">,</span> <span class="n">confusion_matrix</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">sum_of_recalls</span> <span class="o">/</span> <span class="n">columns</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="8)-Printing-the-precision-and-recall-values-for-each-label">8) Printing the precision and recall values for each label<a class="anchor-link" href="#8)-Printing-the-precision-and-recall-values-for-each-label">&#182;</a></h2><p>Sample output shown below</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;label precision recall&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;</span><span class="si">{label:5d}</span><span class="s2"> {precision(label, cm):9.3f} {recall(label, cm):6.3f}&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>label precision recall
    0     0.895  0.840
    1     0.591  0.731
    2     0.808  0.763
    3     0.831  0.739
</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="9)-Printing-the-total-precision-and-recall">9) Printing the total precision and recall<a class="anchor-link" href="#9)-Printing-the-total-precision-and-recall">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;precision total:&quot;</span><span class="p">,</span> <span class="n">precision_macro_average</span><span class="p">(</span><span class="n">cm</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;recall total:&quot;</span><span class="p">,</span> <span class="n">recall_macro_average</span><span class="p">(</span><span class="n">cm</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>precision total: 0.7812067773202016
recall total: 0.7682392198641741
</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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">accuracy</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">):</span>
    <span class="n">diagonal_sum</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="o">.</span><span class="n">trace</span><span class="p">()</span>
    <span class="n">sum_of_all_elements</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
    <span class="k">return</span> <span class="n">diagonal_sum</span> <span class="o">/</span> <span class="n">sum_of_all_elements</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;[0]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy</span><span class="p">(</span><span class="n">cm</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[0]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.76875</pre>
</div>

</div>

</div>
</div>

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

 
</html>