Progm8.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Untitled7</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;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 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 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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

    </style>


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

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></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">sklearn</span> <span class="k">import</span> <span class="n">datasets</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">sklearn.metrics</span> <span class="k">as</span> <span class="nn">sm</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="o">%</span><span class="k">matplotlib</span> inline 
 
</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;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import some data to play with  </span>
<span class="n">iris</span><span class="o">=</span><span class="n">datasets</span><span class="o">.</span><span class="n">load_iris</span><span class="p">()</span> <span class="c1"># Store the inputs as a Pandas Dataframe and set the column names</span>
<span class="n">X</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">iris</span><span class="o">.</span><span class="n">data</span><span class="p">)</span> <span class="c1">#print(X) </span>
<span class="n">X</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Sepal_Length&#39;</span><span class="p">,</span><span class="s1">&#39;Sepal_Width&#39;</span><span class="p">,</span><span class="s1">&#39;Petal_Length&#39;</span><span class="p">,</span><span class="s1">&#39;Petal_Width&#39;</span><span class="p">]</span> <span class="c1">#print(X.columns)#print(&quot;X:&quot;,x)#print(&quot;Y:&quot;,y)     </span>
<span class="n">y</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">iris</span><span class="o">.</span><span class="n">target</span><span class="p">)</span> 
<span class="n">y</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Targets&#39;</span><span class="p">]</span> 

 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[51]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">7</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[51]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">colormap</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="s1">&#39;red&#39;</span><span class="p">,</span><span class="s1">&#39;lime&#39;</span><span class="p">,</span><span class="s1">&#39;black&#39;</span><span class="p">])</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot Sepal </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Sepal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Sepal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">y</span><span class="o">.</span><span class="n">Targets</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;Sepal&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">y</span><span class="o">.</span><span class="n">Targets</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;Petal&#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[53]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;Petal&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[54]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># K Means Cluster</span>
<span class="n">model</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">3</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</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[54]:</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=300,
    n_clusters=3, n_init=10, n_jobs=1, 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 code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[55]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># This is what KMeans thought </span>
<span class="n">model</span><span class="o">.</span><span class="n">labels_</span> 
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[55]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 2, 1, 2, 2, 2,
       2, 2, 2, 1, 1, 2, 2, 2, 2, 1, 2, 1, 2, 1, 2, 2, 1, 1, 2, 2, 2, 2,
       2, 1, 2, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 1])</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[56]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># View the results # Set the size of the plot </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">14</span><span class="p">,</span><span class="mi">7</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[56]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a colormap </span>
<span class="n">colormap</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="s1">&#39;red&#39;</span><span class="p">,</span><span class="s1">&#39;lime&#39;</span><span class="p">,</span><span class="s1">&#39;black&#39;</span><span class="p">])</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the Original Classifications </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">y</span><span class="o">.</span><span class="n">Targets</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;Real Classification&#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[58]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;Real Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[59]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the Models Classifications </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">model</span><span class="o">.</span><span class="n">labels_</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;K Mean Classification&#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[59]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;K Mean Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The fix, we convert all the 1s to 0s and 0s to 1s. </span>
<span class="n">predY</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">choose</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">labels_</span><span class="p">,[</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">int64</span><span class="p">)</span> 
<span class="nb">print</span><span class="p">(</span><span class="n">predY</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>[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 2 2 1 2 2 2 2
 2 2 1 1 2 2 2 2 1 2 1 2 1 2 2 1 1 2 2 2 2 2 1 2 2 2 2 1 2 2 2 1 2 2 2 1 2
 2 1]
</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;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Re-plot # View the results # Set the size of the plot </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">14</span><span class="p">,</span><span class="mi">7</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[61]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_text output_subarea ">
<pre>&lt;Figure size 1008x504 with 0 Axes&gt;</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;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a colormap </span>
<span class="n">colormap</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="s1">&#39;red&#39;</span><span class="p">,</span><span class="s1">&#39;lime&#39;</span><span class="p">,</span><span class="s1">&#39;black&#39;</span><span class="p">])</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[63]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot Orginal </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">y</span><span class="o">.</span><span class="n">Targets</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;Real Classification&#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[63]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;Real Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[64]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot Predicted with corrected values </span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">predY</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;K Mean Classification&#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[64]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;K Mean Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[65]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Accuracy </span>
<span class="n">sm</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">model</span><span class="o">.</span><span class="n">labels_</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[65]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.8933333333333333</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;[66]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confusion Matrix</span>
<span class="n">sm</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">model</span><span class="o">.</span><span class="n">labels_</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[66]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([[50,  0,  0],
       [ 0, 48,  2],
       [ 0, 14, 36]], dtype=int64)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[67]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#GMM for EM</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">preprocessing</span>  
<span class="n">scaler</span><span class="o">=</span><span class="n">preprocessing</span><span class="o">.</span><span class="n">StandardScaler</span><span class="p">()</span> 
<span class="n">scaler</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> 
<span class="n">xsa</span><span class="o">=</span><span class="n">scaler</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> 
<span class="n">xs</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">xsa</span><span class="p">,</span><span class="n">columns</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span> 
<span class="n">xs</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span> 
<span class="kn">from</span> <span class="nn">sklearn.mixture</span> <span class="k">import</span> <span class="n">GaussianMixture</span> 
<span class="n">gmm</span><span class="o">=</span><span class="n">GaussianMixture</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span> 
<span class="n">gmm</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">xs</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[67]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>GaussianMixture(covariance_type=&#39;full&#39;, init_params=&#39;kmeans&#39;, max_iter=100,
        means_init=None, n_components=3, n_init=1, precisions_init=None,
        random_state=None, reg_covar=1e-06, tol=0.001, verbose=0,
        verbose_interval=10, warm_start=False, weights_init=None)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[68]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_cluster_gmm</span><span class="o">=</span><span class="n">gmm</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">xs</span><span class="p">)</span> 
<span class="n">y_cluster_gmm</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">y_cluster_gmm</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;GMM Classification&#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[68]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;GMM Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[69]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Length</span><span class="p">,</span><span class="n">X</span><span class="o">.</span><span class="n">Petal_Width</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="n">colormap</span><span class="p">[</span><span class="n">predY</span><span class="p">],</span><span class="n">s</span><span class="o">=</span><span class="mi">40</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;K Mean Classification&#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[69]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5,1,&#39;K Mean Classification&#39;)</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMEAAAEICAYAAADm0pBUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXl8VNX5/99ntsyasIWwE1QEBDEsIpssggoIqHUDFCkudSl1+VZtf1rrF/Xl2qJ1aauCWhGLYosbUgVEEFEQrIhCi+BXkMi+Zp3JZJ7fH3cSJplJMpNMMjOZ887rvpLce+45z03uZ+49zznneZSIoNGkM6ZEG6DRJBotAk3ao0WgSXu0CDRpjxaBJu3RItCkPVoESYRSapRSancj1v9XpdS9Ib/fpJTap5QqVEq1Dn4/qRHa/VYpNSre9cYNEUmZDfgBGBvy+xTgCDAyQtlRgAD/rLb/jOD+jxN0DYOA94GjwGFgPTAzxObdTWSHFSgBzohzvS8DDyb6XollS9kngVJqBvAscIGIrKqh2AFgqFKqdci+GcC2xrYvEkqpIcBHwCrgFKA1cBMwPgHm5AB24NsEtJ1cJFqFMX7K/ACMBX4BHAQG1lJ2FLAb+Cvwy+A+c3Df7wl5EgA9gWUYn8z/BS4POXYB8G/gOPAj8L8hx3IxniozgF1Bm+6pxaY1wLN12Rzy+2+BHUABsAW4OOTYKRhiOhZs9/XgfgU8AewPHvsa6BP6KQ2cChQFbS8EPgoeF+CU4M8O4I/AzmA9awBH8NgiYG9w/2qgd3D/L4AywBes993Q/1vw5wzgSeCn4PYkkFHtf/broP17CD4lG/W+SvSNXQ8R/APYRx2P8ZA/6FBgXXDfBOAD4LoKEQCu4M09E7AA/YM3Ve+Qek7H6D/1DbZ9UTURvBC8ac4AvECvCPY4gXJgdAwiuAzoEGz7iuCN2z547O/APcFjdmB4cP/5wEagRVAQvULOeZngq0qI7ZaQ9kJF8CzwMdAR48NjaMjNeg3gCbmhvwqpo7KNav+3ChHcD3wOtAWygbXAAyHX7w+WsQb/X8VAy8a8r1LxdehcjD/i5mgKi8haoJVSqgdwNfBKtSITgR9E5CUR8YvIlxhCuzR4/scisllEAiLyNcbNN7JaHbNFpERENgGbMMRQnZYYN+yeqK7SaHuRiPwUbPt14DuMPgUYn7hdgQ4iUioia0L2ezCebkpEtopI1G0CKKVMGDf6rSKSLyLlIrJWRLxBu14UkYLg7/8LnKGUyoqy+iuB+0Vkv4gcAGYD00OOlwWPl4nI+xhPlB6x2B8rqSiCGzEe53OVUirKc+YDs4DRwOJqx7oCZymljlZsGP+odgBKqbOUUiuVUgeUUseC7bepVsfekJ+LAXcEG44AAaB9lDajlLpaKfVViF19Qtq+C+OTfn3Q+3INgIh8BDyD8Um+Tyn1vFIqM9o2g7TBeLrsiGCTWSn1iFJqh1LqOManfMU50dAB4xWrgp3BfRUcEhF/yO81/T3jRiqKYD8wBjgb+HOU58wHbgbeF5Hiasd+BFaJSIuQzS0iNwWPvwa8A3QWkSyMPka04qsk2O5nwCXRlFdKdcV4zZoFtBaRFsA3FW2LyF4RuV5EOgA3AH9WSp0SPPaUiAwAemN8YNwZo7kHgVLg5AjHpgEXYvTNsjBeq+DE36Suack/YXzwVNAluC9hpKIIEJGfgHOAcUqpJ6Io/38YrzD3RDj8HnCqUmq6Usoa3M5USvUKHvcAh0WkVCk1COMmqC93AT9XSt1Z4bFSSp2hlFoYoawL44Y6ECw3E+NJQPD3y5RSnYK/HgmWLQ/afpZSyorRhyjF6ItEjYgEgBeBOUqpDsFP/yFKqQyMv4cXOITRz3mo2un7gNrGGv4O/E4pla2UaoPhpHg1FvviTUqKAEBEfsQQwqVKqYejKL8mKJ7q+wuA8zDGHH7CeLV5FKPTB8YT5H6lVAHGP+yNBti8NmjzOcD3SqnDwPMY4wbVy27B8M58hnFjnQ58GlLkTGCdUqoQ40l1a1DsmRhPkCMYrxqHgD/Uw9w7MPpdX2B4zR7FuF9eCdabj+Gx+rzaefOA04KvcG9FqPdBYAOG12oz8GVwX8JQwV65RpO2pOyTQKOJF1oEmrRHi0CT9mgRaNIeS6IabtOmjeTm5iaqeU0zZ+PGjQdFJDuasgkTQW5uLhs2bEhU85pmjlJqZ92lDPTrkCbt0SLQpD1aBJq0R4tAk/ZoEWjSnoR5hzTNh0AgwNdff015eTl5eXmYzeawY4FAgBYtWrBv3z569epFixYtEmhxNaJY0tgZWAlsxViUfWsNywKPAV8Ft9/XVe+AAQNEk/p88skn0qFDB3G73eLxeKRNmzayZMkSERH5+OOPpV27duJyucRsNgsgTqdT7Ha73HHHHVJeXt5odgEbJNplu3UWMFZC9Q/+7MGI1HCahIvgvWgbFS2CZkF+fr64XC7BWMtQuTmdTvnoo48iHgst8/jjjzeabbGIoM4+gYjsEWPdbcXc+60Yi681ac4LL7yA3+8P2+/z+bjzzjspKyur8dzi4mIee+yxxjQvamLqGCulcoF+wLoIh4copTYppZYqpXrXcP4vlFIblFIbDhw4ELOxmuTiP//5D16vN2y/3+9n586d+Hy+Ws8/cOAAgUCgscyLmqhFoJRyY0RhuE1Ejlc7/CXQVUTOAJ4GIq0oQkSeF5GBIjIwOzuqaR2aJGbQoEE4nc6w/TabjdNPPx2Hw1Hr+V27dsVkSryDMioLgutV/wEsEJF/Vj8uIsdFpDD48/uANbh+VNOMmTlzJg6HI+xGzsjI4KmnnsLhcFBTQBCn08lDD1VfnpwY6hRBMKzJPGCriMypoUy7ivAnwcXoJoy1rZpmTIsWLfjss88YNmwYVqsVq9XKwIED+eSTT+jTpw9r165l6NChWCwWlFIopbBareTk5PDMM88wbVpDYhbEj2jGCYZhBEfarJT6KrjvboxQGYjIXzECVd2klPJjBHmdEuyha1KM4xynnHJa0rLOsn6/H7/fz1tvvYXNZiMQCJCZeSLEUY8ePVizZg0FBQWICHa7nYKCAlq2bJkUr0GVROtGivemXaTJxXbZLmfL2WINfvWVvrJe1tdYftasWWIymSpdnrm5uZKfn9+EFtcO8RwnaKxNiyB5OC7HJVuyxSQmIeTLLW75Xr4PK3/vvfdG9P1nZmYmwPrIxCKCJHomaRLFfOZTTDEBqrorvXh5kifDyj/++OMR6zl+/DhvvFHvsEwJQ4tAw0Y2UkRR2P4yyviCL8L2l5aW1ljXypUr42pbU6BFoKEHPXAQ7tM3Y6YnPcP2Wyw1+1Py8vLialtToEWgYSYzsURwFGaQwe3cHrZ/xowZEeux2Wxcf/31cbevsdEi0JBNNstZThe64MKFBw+tac1CFnI6p4eVf/755xk7dmyVfW63m3Xr1iWX6zNK9HoCDQCDGMQP/MC3fIsPH2dwBmbMEcuaTCaWLVvG3r17Wbp0Kd27d2f48OFNbHH8SD3ZahqFw4cPc+MNNzI0cyiDbYPJdGVis9lwu91YrVYcDgd2ux2Xy8UVV1zBjz/+SLt27Zg0aRIvvfQSmZmZuN1upk2bxuLFixk6dCgOh4MOHTrwyCOPMGfOHDp37ozdbufMM8+sdwf6p59+4qqrrsLj8ZCZmcnMmTPZv39/wy4+Wl9qvDc9TpA8lJaWSvfu3cVms9U4/z90M5vNkp2dLTt37pRu3bqJ1WqtPBY6gFaxWSyWykU1FZvD4ZAPPvggJjuPHDki7dq1E4vFUqXuLl26SGFhYZWy6HECTSy8+eab7Nmzp86pzxWUl5dTUFDALbfcwv79+6usG4g0Ndrv91NeXjVPSElJCb/+9a9jsnPevHkcO3asyhoGv9/PoUOHmD9/fkx1haJFoGHlypUUFhbGdE5paSlr166lqCh8fCFavv3225jWEyxbtoySkpKw/UVFRSxfvrzedmgRaOjYsSM2my2mc5RStG7dGqvVWu92PR5PTN6kTp06RSxvsVjo1KlThDOiQ4tAw8yZM6tEiIgGh8PB/fffX+vAWV3n33DDDTGd88tf/hK73R6232q1cuONN9bLDkB3jDUG//znP8Xlconb7RalVJVObsXvSilxuVxit9vlmWeeERGRhQsXitPplMzMTPF4PJKRkSEDBw4Uu90uHo9HPB6P5OTkVIlIYbfb5aKLLhKv1xuznXPnzhWHwyEej0cyMzPF6XTKq6++GlaOGDrGCctZNnDgQNFRqZOLindrr9eLx+Ph6NGjtG7dmkOHDuF2uykrKyMQCDBmzBhatjyx3qCwsJDly5fj9/sZO3YsLVq0YMeOHaxfv56cnBxGjhyJUoo1a9aQn59P//796dGj/vm5jx07xvLlyzGZTIwdOxaPxxNWRim1UUQGRlVhtGqJ96afBKnNjh075JprrpGTTjpJhgwZIm+++aYsWbJERo4cKd26dZNp06bJli1bGtzOW2+9JcOHD5eTTjpJZsyYIdu2bYvqPPR6Ak1jsnXrVsnMzKzi+7fZbFX89yaTSVwul6xfX/PCnLqYPXt2ldhFZrNZ3G63bNq0qc5ztQg0jcrEiRMr+wl1bWeddVa92jhw4IDY7faIdY4ZM6bO82MRgfYOaWLmo48+Mj5Bo2D9+vVhA2XRsGbNmhrdtqtXr465vtrQItDETF3xhEKxWq31mlnqdrtrFFokN2lD0CLQxMzMmTOjuhFtNhtXXHFFjbGHamPkyJERnwQZGRlMnz495vpqJdr3pnhvuk+QuhQVFcngwYMrxxScTqc4HA5xuVzicrlEKSVut1t69+4thw8frnc7a9asEY/HU6XO/v37y/Hjx+s8lxj6BHo9gSZmnE4na9euZeXKlaxdu5a2bdty+eWXY7FYWLRoEbt372bAgAGcf/75MY9EhzJs2DB2797NG2+8wd69exk0aBBjx46N+8IdPVimqRMR4b333uPll1/m8OHDWK1WvF4vdrsdr9eLxWIhEAjgdru58sorOeecc3j55ZdZvnw5nTt35pe//CX9+vWLur3y8nLeeust5s+fj1KKq666iosuuigmQenBMk3cCAQCMnXq1FpzDYRuTqdTbDZbpXvTZDKJw+GQefPmRdWe3++XCRMmVGnP5XLJpEmTYkrqgR4n0MSLFStWRC2A2jaHwyHHjh2rs73FixeL2+0OO9/tdsvbb78dtd2xiEB7hzS18vrrrzdozUAFFouFFStW1FluwYIFEdc2FBYW8tprrzXYjkhoEWhqxWw218vFWZ2KqNR1UVuntyGd7FrbbJRaNc2GqVOnRkzEESsVM0zrYvr06bjd7rD9LpeLq666qsF2REKLQFMrw4cPZ+rUqbhcrqg+yZ1OJ3a7vVI4FosFp9PJ3LlzI97c1ZkwYQLjx4/H5XJV7nO5XEyaNIlx48bV/0JqQbtINXUiIqxcuZL58+dz5MgRLBYLZWVl2Gw2fD5fpYvU5XIxZcoURowYwYIFC/joo4/o3Lkzv/jFL+jZMzycY23tffDBB5V9gCuvvJLzzjsvpteyWFykWgRpylGO8nf+znd8hxkzfvxY9lkIzA/AHuPdPBAIcOaZZ3LxxReTkZHRaLYcPHiQBQsWsHv3bgYPHszkyZMr1y4fOHCABQsWkJ+fz9ChQ5k0aVJUSzrjOk5AdMm8FfAUsB34mmDe49o27SJNHBtkg2RKpjjFKaH5CChGWI1gOeGa9Hg80rVrV9mzZ0+j2PLxxx+L2+0Wh8NR6Qrt0aOHHDp0qNI9G3qsV69ecuTIkTrrJQHJvCcAS4NiGAysq6teLYLEEJCAdJbOVW/+iq9yhA7hPn6LxSKTJ0+Ouy0+n09atmwZ1p7VapXp06dLVlZW2DGbzSbXX399nXXHIoJ4JfO+EHgl2P7nQAulVPuoHkWaJmUTmzjCkcgHvwSqJ+fF8OwsXbq01uTc9WH16tUR1xqUlZXx+uuvV3zAVsHn88V9vCBeybw7Aj+G/L6bCFnvdTLvxFNCCaaa/u0l1HhHBAKBiNnrG2RLhEBaFdTWVrzFGK9k3pG67WEyFp3MO+H0pz8S/q8xOBOoISBcv379YlpMEw1nn312xBtaKcWIESMihoVUSjFmzJi42hGXZN4Yn/ydQ37vBPzUcPM08SaDDP7Mn3HiRFV8dlVowg48DoQElTObzbjdbv7yl7/E3ZasrCwefvjhKoNxVqsVj8fDM888w4MPPhjx2Jw5EdNp15+6Og0Yn/KvAE/WUuYCqnaM19dVr+4YJ5a1slYukoukp/SUPtJHuge6S6/dvaTHr3tI9+7dpXfv3nLaaafJtddeG3WYk/qyYsUKmTBhgvTp00duvvlm+eGHHyqPLVu2TMaPHy99+vSRWbNmyc6dO6Oqk3gG31JKDQc+ATZz4mFZJZl3MJv9M8A4oBiYKSK1DgLocYLkYStb+ZRPCRBgIxspp5xZzCKPPLZs2cLatWvJzs5m/PjxMccsrcDv9/Phhx+Sn5/PwIEDY1pfUB/0egJNVJRJmVwul4tDHGIRS1V3aQBpu6CtOBwOcTqd4vF4pFWrVrJhw4aY29m6dau0a9dOPB6POJ1OcTqdMmbMGCkuLm6EqzJAryfQRMNj8lj4gFnoVyHCqKp++tatW4vP54u6jUAgILm5uWFxiux2u9x2222Ndm2xiEBPoEtjnuEZiimuuYADmFV1l8/n48MPP4y6jfXr13Pw4MEwn39paSlz586NwdrGQ4sgjTnK0doLmIB2VXcFAgEOHToUdRsHDx6scY1AUVFRTEk6GgstgjRmGMNqL1CC4fMLoby8nGHD6jgvhEGDBuH1eiMeO+OMM5Ii5WviLdAkjEd4BBeuE+MFoQQwplD89cQup9PJ5Zdfzsknnxx1G9nZ2cyaNavK+oCKup544on6GR5vou08xHvTHePkYJNskgvkAvGIR2xiq+wUnyqnysJvFsr48eMlKytLunXrJk8++aT4/f6Y2wgEAjJ37lzp3r27ZGVlyejRo2Xt2rWNcDUnQCfp0NRECSU8yIMUUcRwhrOTnZzLufSlL+WUs4EN+PAxiEFkEHkNwbJly/j6668ZPHgwPp+Ptm3b0rt3bwC2bdvG7t276dOnD23btsXv9/PFF18QCAQYNGhQlRxnfr+f9evXIyJhxxqKHifQROR2ub1Gd2h7aS/Zki0e8UimZIpHPLJQFlY5f8uWLeLxeKq4OpVSYrfbpVevXtKvXz9xOBySlZUlGRkZMmHCBGnVqlVlaqUWLVpUhk1ZunRplWMtW7aUd999N27Xih4n0FRnlayqUQA1fTnFKRtlY2UdkeIBxbo5nU754IMPxOl0Rjz23//+Ny7XG4sIdMc4TbiB2DJFApRSyhMYndelS5fGnOs4Ej6fj9/85jcRZ4+WlZXx7LPPNriNWNEiSBP2sjfmcwIE2MEOADZv3hwXO/x+P/n5+TWKYPv27XFpJxa0CNKE0zk95nNs2BjKUADOO++8uNhht9vJy8uLuDbB4XAwdOjQuLQTC1oEacKrvBrzORlkcCu3ApCXl1fr+IDJZIo48BUaJkUphd1u5+mnn8bpdFYpX3Es1gTf8UCLIE3oQheWsAQb4VOhTZi4jMu4gAuwYMGMmWEM41M+pXPIWqlvvvmGIUOGhJ3vcDi4/vrrue2223C73ZjNZjp16sScOXMYO3YsFosFs9nMyJEj+fzzz+nRowfr1q1j9OjRlcdGjRrF559/Tps2bRr17xAJPU7QTDnIQXz4aE/7sBHhYxzDh4+WtOQoR8kqz2JP/h6ysrJwZjkJEKhxjACM9/qjR4/SqlUrvF4vNputMk5oIBCgtLQUh8NR+RSoWCYZaS1CbccaQizjBPpJ0MzYznaGMISOdORkTuYUTmEVq6qUySKLbLKxYOFfr/6Lju070qtXL3Jycrhk8iUUHa49CrXFYqFNmzaYTCYcDkeVQLkmkwmn01nlNchms9V4k9d2rMmI1pca702PE8SfAimQbMkWk5jC/P1bJDy7/JIlS8L89VarVfr16yeBQCABVxA/0OME6clCFlJMMYFqISO8eHmcx8PK33vvvRQXV11PUFZWxrZt2/jss88a1dZkQougGbGJTRQR/ipTTjlf8VXY/u+++67GurZs2RJX25IZLYJmRC964SQ8l4AJE73pHbY/Nzc3Yj1KKbp37x5v85IWLYJmxJVcGdGrY8fOHdwRtv++++4LS8BhsVjo1KkTI0aMaDQ7kw0tgmZEFlmsZjW96IUDBy5c5JDDG7zBGZwRVv6SSy7hsccew+Px4PF4sNvtDB06lJUrV8YlRVOqoMcJminf8z1evPSgR82xR4N4vV62bdtG69at6dChQxNZ2LjocYI05hCH+Dk/pw996EtfJjCB13iNQQzCgoUWtOBO7qSU0spzMjIyyDk9h7s63IUDBzZsXMAFbCf6yWzl5eU8/PDDtG3bFrPZzGmnncZ7773XGJcYf6L1pcZ70+ME8ccrXjlFThGrWCvHCJSosHUCdrHLuXJu5XnFUiy5klslAJdJTNJSWsoeiS45xw033BA25uBwOGLKPRxP0OME6cliFrOXvZRxYpqyRIhAXUopn/Ip/+bfALzBGxzgAH5OhEMPEKCYYp7m6Trb3bt3Ly+//HLYmENJSQl33BHeIU82tAiaEWtYQyHRL3xZz3oAPuGTiOMLXrysZGWd9Xz11VfY7faIx7Zv3x73vAbxRougGdGFLtiJfDNWx4yZDnSoPC+Sa1Wh6GLEXa6V9u3b15g4o2JWaTKjRdCMuJqr6/QEVeDAwTiMvMAzmYmZ8BvVgYPbuK3Ouvr27cvJJ58cdrM7HA5uvvnmpHe3ahE0I3LI4R3eIYssPHjIJBM7dkYxigwyyCQTDx460YkVrMAazMbRmc68yZtkhnw5cPAETzCYwXW2q5Ti/fffp0ePHrhcLjIzM7Hb7UyaNIkHHnigsS+7wehxgmaIDx+rWIUXLyMYQSaZ7GUv61hHa1ozlKERnxhevKxiFT58jGQkHjwxtSsibNy4kd27d5OXl1fjtIymIJZxgrqzImuSDi9enuIpXuAFSinlYi7mHu6hLW3ZwQ760rdKtGk3bjLJpIwy2tGOW7mVXV/sYo59DkXtirApG/YsO3arHUGwY+dyLue3/JbWtI7aLqUUAwcOZODA6GJeJQ11+VCBF4H9wDc1HB8FHAO+Cm6/j8Y3q8cJ6ke5lMtIGSkOcVT69K1ilfbSXnbJrrAxgUhfZr9Z8FVNyFH9yyY26Spd5agcTfQl1wviPE7wMgR7UDXziYjkBbf76ydHTTQsZzkb2UgJJ9KfllHGYQ4zkOg+gcvN5VWS80WKx+vDx3728xzPNdDi5CeaZN6rgcNNYIsmCpaxLOJYgBcv+9kf17ZKKOFt3o5rnclIvLxDQ5RSm5RSS5VS4RPXg+hk3g2nJS0jRowAIodYbyBtaProD01NPETwJdBVRM4Angbeqqmg6GTeDeZKrozo03fh4mf8LPqKonAKunBxEzfFYF1q0mARiMhxESkM/vw+YFVKNf+PjwTRla78lb/iwIETJxlk4MDB1VzNIhaRTe0fLi5c2AN2w5VxHCMZh4R8B6xYceDgJm7ifM5v3AtKAhrsIlVKtQP2iYgopQZhCCv6pFaamLmaqxnHOBazmBJKGMc4etITgP3s50Ve5A7uwI+fEYyoHCzz4qUNbfiZ6WfggNlfzuY/3v+Qm5NLbo9cbMpGgAAmTExkIicTfUaalKYu9xHwd2APUAbsBq4FbgRuDB6fBXwLbAI+B4ZG45bSLtLaCUhA3pa3ZaJMlFEySp6VZ6VIimos/4P8IONlvGRKpnSQDvJH+aNsls1yrVwrA2SAdJEu4hKXtJJW0kt6yWgZLc/Jc1IiJfWy78CBAzJ79mwZPny4XHHFFfLpp5/W91IbBXR+gtTnWrlWXOKq9Ns7xSm9pbcUSEFY2W/km7BYQxVrAiLtD62zv/SPWQi7du2S7OxssdvtlYk6nE6nPPnkk/G6/AajRZDifCFfREyy7RCHPCaPhZXvLb1rvNHr+nKKU/4if4nJvqlTp4rZbA5LsmG32+XQoUPx+jM0iFhEoCfQJSHv8m6V5Y8VlFDCAhaE7d/K1nq3VUxxzBGr3333XcrLy8P2W61Wli1bVm9bEoUWQRJiwVLjlGgr8UtuV986a1sfEM/ke02FFkESchmXYYnguHPi5FquDds/iEH1bsuFi+u4LqZzpkyZEjGIbnl5edySeTQlWgRJSE96cjd348BR+URw42YwgyOKYDGLI64os2CpNcS6GzejGMUUpsRk30MPPUSXLl1wu92AEVna4XDwt7/9rXJfKqHXEyQxX/EVr/AKBRRwMRczjnE1viYVU8w93MMSltCKVsxmNnnk8RIvsZnN5JPPj/yIEyencAptacslXMJYxka9Gi0Ur9fLokWLWLFiBR07duTaa6+lW7duDb3kuBHLegItggTzLd8yn/kUUshEJnIe54XdlBvZyM/5ObvYhRMnbtxYsARnQQewYCFAgLa0pRvdsGMnEJwfXVFuAAOYxjTcpN4ndX3QybxThD/IH8Qhjsp4P25xy1gZKz7xVZZ5SB6qt/sz9MslLsmRHPk/+b/EXXATgnaRJj872MHv+B0llFTG+ymkkLWsZR7zACOk+t3cHZf2iijiAAdi7gSnA1oECeJN3qSccF97McU8z/MAvMiLcW0zQIDVrI4YYyid0SJIEF68EUUAxqougAIKGqXt0EhzGi2ChDGRiRHdmnbsTGUqQKPM5e9DH7LIinu9qYwWQYLoT3+mMAUXrsp9Dhx0pjO/4leVv1cIoqFYseLGnRZrhmNFh1xJIHOZywVcwHM8x3GOcxmXcT3XV4n38xqvMZCB3Md9FFKIOeQLjIC7JkwIghs3rWmNE2eli9SGsUZgCEO4nds5iZMSdblJix4nSGKOcIS3eIsCCnDgoJhi+tCH0YzmCEd4m7crF9WczMl8zdesYhWtaMWFXFhlTGATm1jNalrTmgu5sMoTqDmiB8uaAYtYxAxmoFCVgbRMmHDiJJNMDnMYM+bKznUnOpFPfuUAGcA7vMPZnM2lXMoyllUOrCkU7/EeI2i+ecl0BLoUJ598ZjD/LpGfAAAN/0lEQVSjSmwhMFychcGv6kTKKjOZyfyW37KMZVUi0gFMYhJ72YsDR3yNT0F0xzgJWcjCsITc9UGheJInwwQARl/iPVIknVIjo58EScghDuHF2+B6/PhrHIsop5yjHG1wG80B/SRIQs7hnLh1XIcyNGJQLkEYyci4tJHqaBEkIedwDgMYUOP7uglTlSh0FZ3d0JvdiZOLuZineRo37iozU504uYzLOJVTG+8iUggtgiTEhIkP+ZB7uZdudKMFLWhLW1rTmpGMZClL+T2/J5dc2tGO67iOT/iEKUwhhxx60IPHeIxXeIWe9GQDG7iUS2lLW3rSkz/wB17ipURfZtKgXaRxopxyPuMzCihgCENoQYt613WYw6xjHW7clFNOKaUMY1jMSTPSGe0ibWI2sIHJTKaQQhQKHz5mM5u7uCvmumYzm0d4BDNmiihCoSpHgB/l0copFZo4Eu3Cg3hvzWVRTYEUSJZkRVzE8o68E1Ndb8gbEeMNhcYIWiErGulKmhfoRTVNxz/4R0Q3ZBFFPMqjMdX1KI9G9OlXUEwxj/N4zDZqakeLoIHsZneNN24++THVFU35XeyKqU5N3WgRNJAzORMnzrD9JkxRpT8NZRCDak20YcHCMIbFbKOmdrQIGshYxnIyJ4dlj3Hg4F7ujamu2cyudS6PHTu/4Tf1slNTM1oEDcSEiVWsYjrTsWPHhIkhDOFjPuY0TouprjzyWM5yzuRMFAozZkyYUChGMpI1rEmfnAFNiB4niCMVbpxIway+5EsOcYjRjMaCBR8+VrKSHHLIIw+A4xznJ36iE51w4qx8NRKEQgr5iZ9oT3v2sY8sssghp0mvL5WIa9wh6s5jrICngO3A10D/aNxSzcVFWherZFWVPANKlPSX/qJEVXGnTpbJYhe7eMQjDnHIbXKb+MUvpVIq18g1Yhe7ZEiGIEbe4gzJkLPlbMmX/ERfYlJCDC7SOp8ESqkRQCHwioj0iXB8AvArYAJwFvAnETmrLvE1xydBdY5znJa0rNe0aCdObuZm9rOfRSwKW1sAYMZMV7qyjW0Rk/mlM7E8CeKRx/hCDIGIiHwOtFBKtY/O1ObN7/hdvdcFFFPMszzLQhZGFAAYUzUOcIAP+bAhZqY98egYdwR+DPl9d3BfGOmWx/gbvmnQ+RUL5WvDh4/v+K5B7aQ78RBBJMd2xHcsSbM8xqdzeoPON2GqDMRVEzZs9KBHg9pJd+Ihgt1A55DfOwE/xaHelOcBHqhX2HMw+gSzmMU0ptU4dmDBQg45nMu5DTEz7YmHCN4BrlYGg4FjIrInDvWmPJlksopVVUKfmDBxFmdVEUcmmVzCJdix48Zd2Sl+iId4jue4mquxY69MuGHFSgYZnM3ZrGZ1vYWmMYjGO/R3YBTQBtgH3AdGkisR+atSSgHPAOOAYmCmiNTp9kkH71Ao3/ANBznIcIZjwYIfP2tYQzbZ9KY3YESl3sMeOtIxbCpGIYXsZS/taFc5TtCGNom4lJRAxx3SpD1xdZFqNM0dLQJN2qNFoEl7tAg0aY8WgSbt0SLQpD1aBJq0R4tAk/ZoEWjSHi0CTdqjRaBJe7QINGmPFoEm7dEi0KQ9WgSatEeLQJP2aBFo0h4tAk3ao0WgSXu0CDRpjxaBJu3RItCkPVoEmrSneeQxPnoU/vY3WL8eevaE666D9jowtiY6Ul8E27fD4MFQUgLFxWC3w6OPwgcfwDCd5E5TN6n/OnTNNXD4sCEAgNJSKCqCyy+HQP1yA2jSi9QWQWEhfP45RAolefw4bN7c9DZpUo7UFkFtn/RKgd/fdLZoUpbUFkFmJpxeQyKMjAzIy2taezQpSWqLAGDePPB4wBZMa2SxgNNpeIvMOpmdpm5S3zuUlwdbtsDTT8O6ddCrF9xyi/Fdo4mC1BcBQKdOhlsUDEEsWQIrVsAll+jxAk2dRPU6pJQap5T6r1Jqu1LqtxGO/1wpdUAp9VVwuy7+ptaBCNx0EwwcCPfcA3fdBSedBC+80OSmaFKLOkWglDIDzwLjgdOAqUqp0yIUfV1E8oLb3DjbWTeLF8P8+cagmc9nfC8thVtvhR07mtwcTeoQzZNgELBdRL4XER+wECOBd3Lx7LPGIFl1ysthwYKmt0eTMkQjgmiTdV+ilPpaKfWmUqpzhOONm8z72LHI+30+Y26RRlMD0YggmmTd7wK5ItIXWA78LVJFjZrM+8ILjXlD1XG7Ydy4+LalaVZEI4I6k3WLyCER8QZ/fQEYEB/zYmDWLMjOPjFeAMZ4wcCBMHZsk5ujSR2iEcEXQHelVDellA2YgpHAuxKlVKgfcjKwNX4mRknLlvDll0ZHuFs3Y0r1Aw8Ys0lNqT8mqGk86hwnEBG/UmoW8AFgBl4UkW+VUvcDG0TkHeAWpdRkwA8cBn7eKNb+97/GpLjcXBgwwPD+3Hkn/PgjTJxoCGHCBBgyBBwOGD3aeDJs3Qrffmu4TPv1M+YVaTRBUiOZd0mJMfD18cdgtRoeH48H9u6NXN5kMl6FTCY45RRDBBXnnXqq8XSId59Ek1TEksw7NUaMb78dVq40PvlLSox9kdyhFQQCxjRrMF6R4MR533wDl14Kq1Y1nr2alCL5X5bLyozJcKWl8atv/XrjFUqjIRVEUFxsvMbEE5sN9u2Lb52alCX5RZCZCW3bxrfOsjLDe6TRkAoiUAoef9zo6MaK2RzuCXI6jcl1bnd87NOkPMkvAoCpU435P716GYtmOnaEhx8OnyatlDFqbDaDywUzZ8KLLxoeIYsFOneGOXPgvvsScx2apCQ1XKQV7N4Nn3xi3NSrVkFWFpxzjjFvqFcvY0llebmxpsBuN9yjekwgLWl+LlKfz4gt9O9/Rz5usxkCmDrVmFJdUmK4STt1gkWLoG/fprVXk1KkhgjOPbdmAYAhEp8Pnn++6v5t22DkSPjhB+OpodFEIPn7BD4frF7dsPNffTV+9miaHckvgj17GnZ+cbEx50ijqYHkF0HHjg3r3LpcOv6QplaSXwQWC0yaVL9zTSZDBFdcEV+bNM2K5BcBGB6f8eNrPm61GmMGs2cb7tOMDMNjNGwYfPaZIQSNpgaSzzskAgUFxo1bEUGutBTmzjVGe99+21gnsHChceP372+sFRg/HjZsMAJvHTlirCdo1844v2JWaWidGk2Q5BLBCy/AvfcaodZtNpgxA/71L/j++/rVN348DB0Kf/qTMaBmtxvTsn//ey0GTSXJM2I8b57xKV6RZyAeVHSoQ6/R6TQy2fzpT/FrR5N0xDJinBx9AhEjalw8BVBRb3WRFxcbg2o6DIsmSHKIoKgIDh1quvZsNiPNk0ZDsojA4TC2psLrNcYfNBqSRQRmsxE3qD5rBmIlI8OYi6SjVWuCJIcIAO6/H6ZNMzw4WVnG97y8qsG0YiEjAzp0gPPPN36uqHP0aB2bVFOF5HGRWiyGi/Shh4wQKZ07G0G0AN57z5gJ6nTC++8bA2ILFhh+/+7dYedO4+b+8kvj+3nnGTd8RYyhvXuNGaW5udClSyKvUpOMiEhCtgEDBkiN/PijyPTpIllZIm3aiNxyi8jRo8axXbtErrxSxO2u8P0Ym1Ii//M/NdepSSswAsNFdS8mz5OggoMHjehyhw6diDLx3HOwfDl8+KExQnzkSHgEChFj6aTJZKxJ1miiJHn6BBX8+c9GDuLQm9zrhV274Fe/MqZU1BaC5Y9/bHwbNc2K5BPBv/4VOdBWYaGxvtjrDT8WSoJGwDWpS/KJoGLSW3VsNiPgrkYTZ5JPBLfcEnm8wGw2JtfVNZbQoUPj2KVptiSfCEaNMm52u90IkOXxGKPJL78M06fD3XefiC1UHYtFJ+nTxEzyzCKtzr59hjfIZjOmRGdmnji2dy8sW2aEVpk3z5gMd911Rq4CjYbYZpEmrwg0mgYQ96nUUSTzzlBKvR48vk4plRubyRpN4ohXMu9rgSMicgrwBPBovA3VaBqLeCXzvpATaVvfBMYopYOAalKDeCXzriwjIn7gGNC6ekWNmsxbo6kn8UrmHU2Zxk3mrdHUk7gk8w4to5SyAFkYqVw1mqQnmlmklcm8gXyMZN7TqpV5B5gBfAZcCnwkdfheN27ceFAptTN2k+NCG+BggtpuCKlqNzS97V2jLRivZN7zgPlKqe0YT4ApUdSbsPchpdSGaH3IyUSq2g3JbXvCBssSSTL/Q2ojVe2G5LY9+eYOaTRNTLqK4Pm6iyQlqWo3JLHtafk6pNGEkq5PAo2mEi0CTdqTNiJQSnVWSq1USm1VSn2rlLo10TbFilLKrJT6t1LqvUTbEgtKqRZKqTeVUv8J/v2HJNqmUJIv5Erj4Qd+LSJfKqU8wEal1DIR2ZJow2LgVmArkFlXwSTjT8C/RORSpZQNaIJ4m9GTNk8CEdkjIl8Gfy7AuJlSJiqvUqoTcAEwN9G2xIJSKhMYgTGgioj4RCSp4uKnjQhCCS766QesS6wlMfEkcBcQSLQhMXIScAB4KfgqN1cplVRJ5NJOBEopN/AP4DYROZ5oe6JBKTUR2C8iGxNtSz2wAP2Bv4hIP6AICFudmEjSSgRKKSuGABaIyD8TbU8MDAMmK6V+wFjUdI5S6tXEmhQ1u4HdIlLx1H0TQxRJQ9qIILjSbR6wVUTmJNqeWBCR/ycinUQkF2Ny4kciclWCzYoKEdkL/KiU6hHcNQZIKmdEOnmHhgHTgc1Kqa+C++4WkfcTaFO68CtgQdAz9D0wM8H2VEFPm9CkPWnzOqTR1IQWgSbt0SLQpD1aBJq0R4tAk/ZoEWjSHi0CTdrz/wGpF0ia0EBX5AAAAABJRU5ErkJggg==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sm</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">y_cluster_gmm</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[70]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.44</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;[71]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confusion Matrix </span>
<span class="n">sm</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">y_cluster_gmm</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[71]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([[16,  0, 34],
       [ 0, 50,  0],
       [ 0, 50,  0]], dtype=int64)</pre>
</div>

</div>

</div>
</div>

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

 
</html>