MLE_ND_P0_V0.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>MLE_ND_P0_V0</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">
    
    </style>


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

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

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

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

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

<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">&#182;</a></h1><h2 id="Introduction-and-Foundations">Introduction and Foundations<a class="anchor-link" href="#Introduction-and-Foundations">&#182;</a></h2><h1>&#x1F4D1; &nbsp; P0: Titanic Survival Exploration</h1>
<p>In 1912, the ship RMS Titanic struck an iceberg on its maiden voyage and sank, resulting in the deaths of most of its passengers and crew. In this introductory project, we will explore a subset of the RMS Titanic passenger manifest to determine which features best predict whether someone survived or did not survive.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Getting-Started">Getting Started<a class="anchor-link" href="#Getting-Started">&#182;</a></h2><h3 id="Resources">Resources<a class="anchor-link" href="#Resources">&#182;</a></h3><p><a href="https://www.udacity.com/course/intro-to-data-science--ud359">Intro to Data Science. Udacity</a></p>
<p><a href="http://www.scipy-lectures.org/packages/statistics/index.html">Statistics in Python. Scipy Lecture Notes</a></p>
<p><a href="http://www.r2d3.us/visual-intro-to-machine-learning-part-1/">A Visual Introduction to Machine Learning</a></p>
<p><a href="http://scikit-learn.org/stable/modules/classes.html#module-sklearn.metrics">The scikit-learn metrics</a></p>
<h3 id="Code--Tools">Code  Tools<a class="anchor-link" href="#Code--Tools">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">html</span>
&lt;style&gt;
@import url(&#39;https://fonts.googleapis.com/css?family=Orbitron|Roboto&#39;);
body {background-color: oldlace;} 
a {color: darksalmon; font-family: &#39;Roboto&#39;;} 
h1 {color: #ff603b; font-family: &#39;Orbitron&#39;; text-shadow: 4px 4px 4px #ccc;} 
h2, h3 {color: slategray; font-family: &#39;Orbitron&#39;; text-shadow: 4px 4px 4px #ccc;}
h4 {color: #ff603b; font-family: &#39;Roboto&#39;;}
span {text-shadow: 4px 4px 4px #ccc;}
div.output_prompt, div.output_area pre {color: slategray;}
div.input_prompt, div.output_subarea {color: darksalmon;}      
div.output_stderr pre {background-color: oldlace;}  
div.output_stderr {background-color: slategrey;}                        
&lt;/style&gt;
&lt;script&gt;
code_show = true; 
function code_display() {
    if (code_show) {
        $(&#39;div.input&#39;).each(function(id) {
            if (id == 0 || $(this).html().indexOf(&#39;hide_code&#39;) &gt; -1) {$(this).hide();}
        });
        $(&#39;div.output_prompt&#39;).css(&#39;opacity&#39;, 0);
    } else {
        $(&#39;div.input&#39;).each(function(id) {$(this).show();});
        $(&#39;div.output_prompt&#39;).css(&#39;opacity&#39;, 1);
    };
    code_show = !code_show;
} 
$(document).ready(code_display);
&lt;/script&gt;
&lt;form action=&quot;javascript: code_display()&quot;&gt;
&lt;input style=&quot;color: #ff603b; background: oldlace; opacity: 0.8;&quot; \ 
type=&quot;submit&quot; value=&quot;Click to display or hide code cells&quot;&gt;
&lt;/form&gt;                       
</pre></div>

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

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


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


<div class="output_html rendered_html output_subarea ">
<style>
@import url('https://fonts.googleapis.com/css?family=Orbitron|Roboto');
body {background-color: oldlace;} 
a {color: darksalmon; font-family: 'Roboto';} 
h1 {color: #ff603b; font-family: 'Orbitron'; text-shadow: 4px 4px 4px #ccc;} 
h2, h3 {color: slategray; font-family: 'Orbitron'; text-shadow: 4px 4px 4px #ccc;}
h4 {color: #ff603b; font-family: 'Roboto';}
span {text-shadow: 4px 4px 4px #ccc;}
div.output_prompt, div.output_area pre {color: slategray;}
div.input_prompt, div.output_subarea {color: darksalmon;}      
div.output_stderr pre {background-color: oldlace;}  
div.output_stderr {background-color: slategrey;}                        
</style>
<script>
code_show = true; 
function code_display() {
    if (code_show) {
        $('div.input').each(function(id) {
            if (id == 0 || $(this).html().indexOf('hide_code') > -1) {$(this).hide();}
        });
        $('div.output_prompt').css('opacity', 0);
    } else {
        $('div.input').each(function(id) {$(this).show();});
        $('div.output_prompt').css('opacity', 1);
    };
    code_show = !code_show;
} 
$(document).ready(code_display);
</script>
<form action="javascript: code_display()">
<input style="color: #ff603b; background: oldlace; opacity: 0.8;" \ 
type="submit" value="Click to display or hide code cells">
</form>                       
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span> <span class="n">category</span> <span class="o">=</span> <span class="ne">UserWarning</span><span class="p">,</span> <span class="n">module</span> <span class="o">=</span> <span class="s2">&quot;matplotlib&quot;</span><span class="p">)</span>

<span class="kn">from</span> <span class="nn">IPython</span> <span class="k">import</span> <span class="n">get_ipython</span>
<span class="n">get_ipython</span><span class="p">()</span><span class="o">.</span><span class="n">run_line_magic</span><span class="p">(</span><span class="s1">&#39;matplotlib&#39;</span><span class="p">,</span> <span class="s1">&#39;inline&#39;</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">display</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</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;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1">#https://github.com/udacity/machine-learning/blob/master/projects/titanic_survival_exploration/visuals.py</span>

<span class="k">def</span> <span class="nf">filter_data</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">condition</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Remove elements that do not match the condition provided.</span>
<span class="sd">    Takes a data list as input and returns a filtered list.</span>
<span class="sd">    Conditions should be a list of strings of the following format:</span>
<span class="sd">      &#39;&lt;field&gt; &lt;op&gt; &lt;value&gt;&#39;</span>
<span class="sd">    where the following operations are valid: &gt;, &lt;, &gt;=, &lt;=, ==, !=</span>
<span class="sd">    </span>
<span class="sd">    Example: [&quot;Sex == &#39;male&#39;&quot;, &#39;Age &lt; 18&#39;]</span>
<span class="sd">    &quot;&quot;&quot;</span>

    <span class="n">field</span><span class="p">,</span> <span class="n">op</span><span class="p">,</span> <span class="n">value</span> <span class="o">=</span> <span class="n">condition</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">)</span>
    
    <span class="c1"># convert value into number or strip excess quotes if string</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">value</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">value</span><span class="p">)</span>
    <span class="k">except</span><span class="p">:</span>
        <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\&#39;\&quot;</span><span class="s2">&quot;</span><span class="p">)</span>
    
    <span class="c1"># get booleans for filtering</span>
    <span class="k">if</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;&gt;&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">value</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;&lt;&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">&lt;</span> <span class="n">value</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;&gt;=&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">value</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;&lt;=&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="n">value</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;==&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">==</span> <span class="n">value</span>
    <span class="k">elif</span> <span class="n">op</span> <span class="o">==</span> <span class="s2">&quot;!=&quot;</span><span class="p">:</span>
        <span class="n">matches</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">field</span><span class="p">]</span> <span class="o">!=</span> <span class="n">value</span>
    <span class="k">else</span><span class="p">:</span> <span class="c1"># catch invalid operation codes</span>
        <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="s2">&quot;Invalid comparison operator. Only &gt;, &lt;, &gt;=, &lt;=, ==, != allowed.&quot;</span><span class="p">)</span>
    
    <span class="c1"># filter data and outcomes</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">matches</span><span class="p">]</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">data</span>

<span class="k">def</span> <span class="nf">survival_stats</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">filters</span> <span class="o">=</span> <span class="p">[]):</span>
    <span class="sd">&quot;&quot;&quot;</span>
<span class="sd">    Print out selected statistics regarding survival, given a feature of</span>
<span class="sd">    interest and any number of filters (including no filters)</span>
<span class="sd">    &quot;&quot;&quot;</span>
    
    <span class="c1"># Check that the key exists</span>
    <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span> <span class="p">:</span>
        <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;&#39;</span><span class="si">{}</span><span class="s2">&#39; is not a feature of the Titanic data. Did you spell something wrong?&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
        <span class="k">return</span> <span class="kc">False</span>

    <span class="c1"># Return the function before visualizing if &#39;Cabin&#39; or &#39;Ticket&#39;</span>
    <span class="c1"># is selected: too many unique categories to display</span>
    <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Cabin&#39;</span> <span class="ow">or</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;PassengerId&#39;</span> <span class="ow">or</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Ticket&#39;</span><span class="p">):</span>
        <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;&#39;</span><span class="si">{}</span><span class="s2">&#39; has too many unique categories to display! Try a different feature.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
        <span class="k">return</span> <span class="kc">False</span>

    <span class="c1"># Merge data and outcomes into single dataframe</span>
    <span class="n">all_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
    
    <span class="c1"># Apply filters to data</span>
    <span class="k">for</span> <span class="n">condition</span> <span class="ow">in</span> <span class="n">filters</span><span class="p">:</span>
        <span class="n">all_data</span> <span class="o">=</span> <span class="n">filter_data</span><span class="p">(</span><span class="n">all_data</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span>

    <span class="c1"># Create outcomes DataFrame</span>
    <span class="n">all_data</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[[</span><span class="n">key</span><span class="p">,</span> <span class="s1">&#39;Survived&#39;</span><span class="p">]]</span>
    
    <span class="c1"># Create plotting figure</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">18</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>

    <span class="c1"># &#39;Numerical&#39; features</span>
    <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Age&#39;</span> <span class="ow">or</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Fare&#39;</span><span class="p">):</span>
        
        <span class="c1"># Remove NaN values from Age data</span>
        <span class="n">all_data</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">])]</span>
        
        <span class="c1"># Divide the range of data into bins and count survival rates</span>
        <span class="n">min_value</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
        <span class="n">max_value</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
        <span class="n">value_range</span> <span class="o">=</span> <span class="n">max_value</span> <span class="o">-</span> <span class="n">min_value</span>

        <span class="c1"># &#39;Fares&#39; has larger range of values than &#39;Age&#39; so create more bins</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Fare&#39;</span><span class="p">):</span>
            <span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Fare&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">20</span><span class="p">)</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Age&#39;</span><span class="p">):</span>
            <span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
        
        <span class="c1"># Overlay each bin&#39;s survival rates</span>
        <span class="n">nonsurv_vals</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">][</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
        <span class="n">surv_vals</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">][</span><span class="n">key</span><span class="p">]</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">nonsurv_vals</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bins</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.6</span><span class="p">,</span>
                 <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;#FF7F50&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Did not survive&#39;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">surv_vals</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bins</span><span class="p">,</span> <span class="n">alpha</span> <span class="o">=</span> <span class="mf">0.6</span><span class="p">,</span>
                 <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;#338DD4&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Survived&#39;</span><span class="p">)</span>
    
        <span class="c1"># Add legend to plot</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">bins</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">framealpha</span> <span class="o">=</span> <span class="mf">0.8</span><span class="p">)</span>
    
    <span class="c1"># &#39;Categorical&#39; features</span>
    <span class="k">else</span><span class="p">:</span>
       
        <span class="c1"># Set the various categories</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Pclass&#39;</span><span class="p">):</span>
            <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Parch&#39;</span> <span class="ow">or</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;SibSp&#39;</span><span class="p">):</span>
            <span class="n">values</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">key</span><span class="p">])</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Embarked&#39;</span><span class="p">):</span>
            <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;C&#39;</span><span class="p">,</span> <span class="s1">&#39;Q&#39;</span><span class="p">,</span> <span class="s1">&#39;S&#39;</span><span class="p">]</span>
        <span class="k">if</span><span class="p">(</span><span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;Sex&#39;</span><span class="p">):</span>
            <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;male&#39;</span><span class="p">,</span> <span class="s1">&#39;female&#39;</span><span class="p">]</span>

        <span class="c1"># Create DataFrame containing categories and count of each</span>
        <span class="n">frame</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">index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">values</span><span class="p">)),</span> <span class="n">columns</span><span class="o">=</span><span class="p">(</span><span class="n">key</span><span class="p">,</span><span class="s1">&#39;Survived&#39;</span><span class="p">,</span><span class="s1">&#39;NSurvived&#39;</span><span class="p">))</span>
        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">values</span><span class="p">):</span>
            <span class="n">frame</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">,</span> \
                   <span class="nb">len</span><span class="p">(</span><span class="n">all_data</span><span class="p">[(</span><span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">==</span> <span class="n">value</span><span class="p">)]),</span> \
                   <span class="nb">len</span><span class="p">(</span><span class="n">all_data</span><span class="p">[(</span><span class="n">all_data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">==</span> <span class="n">value</span><span class="p">)])]</span>

        <span class="c1"># Set the width of each bar</span>
        <span class="n">bar_width</span> <span class="o">=</span> <span class="mf">0.4</span>

        <span class="c1"># Display each category&#39;s survival rates</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">frame</span><span class="p">)):</span>
            <span class="n">nonsurv_bar</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="n">bar_width</span><span class="p">,</span> <span class="n">frame</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;NSurvived&#39;</span><span class="p">],</span> <span class="n">width</span> <span class="o">=</span> <span class="n">bar_width</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;#FF7F50&#39;</span><span class="p">)</span>
            <span class="n">surv_bar</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">frame</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;Survived&#39;</span><span class="p">],</span> <span class="n">width</span> <span class="o">=</span> <span class="n">bar_width</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;#338DD4&#39;</span><span class="p">)</span>

            <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">frame</span><span class="p">)),</span> <span class="n">values</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">((</span><span class="n">nonsurv_bar</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">surv_bar</span><span class="p">[</span><span class="mi">0</span><span class="p">]),(</span><span class="s1">&#39;Did not survive&#39;</span><span class="p">,</span> <span class="s1">&#39;Survived&#39;</span><span class="p">),</span> <span class="n">framealpha</span> <span class="o">=</span> <span class="mf">0.8</span><span class="p">)</span>

    <span class="c1"># Common attributes for plot formatting</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Passengers&#39;</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;Passenger Survival Statistics With </span><span class="se">\&#39;</span><span class="si">%s</span><span class="se">\&#39;</span><span class="s1"> Feature&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

    <span class="c1"># Report number of passengers with missing values</span>
    <span class="k">if</span> <span class="nb">sum</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">])):</span>
        <span class="n">nan_outcomes</span> <span class="o">=</span> <span class="n">all_data</span><span class="p">[</span><span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">all_data</span><span class="p">[</span><span class="n">key</span><span class="p">])][</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span>
        <span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Passengers with missing &#39;</span><span class="si">{}</span><span class="s2">&#39; values: </span><span class="si">{}</span><span class="s2"> (</span><span class="si">{}</span><span class="s2"> survived, </span><span class="si">{}</span><span class="s2"> did not survive)&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> \
              <span class="n">key</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">nan_outcomes</span><span class="p">),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">nan_outcomes</span> <span class="o">==</span> <span class="mi">1</span><span class="p">),</span> <span class="nb">sum</span><span class="p">(</span><span class="n">nan_outcomes</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)))</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>To begin working with the RMS Titanic passenger data, we'll first need to import the functionality we need, and load our data into a pandas DataFrame.</p>
<p>Run the code cell below to load our data and display the first few entries (passengers) for examination using the .head() function.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Load the dataset</span>
<span class="n">in_file</span> <span class="o">=</span> <span class="s1">&#39;titanic_data.csv&#39;</span>
<span class="n">full_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">in_file</span><span class="p">)</span>

<span class="c1"># Print the first few entries of the RMS Titanic data</span>
<span class="n">display</span><span class="p">(</span><span class="n">full_data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span>
</pre></div>

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

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


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


<div class="output_html rendered_html output_subarea ">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0</td>
      <td>3</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>male</td>
      <td>22.0</td>
      <td>1</td>
      <td>0</td>
      <td>A/5 21171</td>
      <td>7.2500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>female</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
      <td>PC 17599</td>
      <td>71.2833</td>
      <td>C85</td>
      <td>C</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>1</td>
      <td>3</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>female</td>
      <td>26.0</td>
      <td>0</td>
      <td>0</td>
      <td>STON/O2. 3101282</td>
      <td>7.9250</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Display the data info</span>
<span class="n">full_data</span><span class="o">.</span><span class="n">info</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>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 891 entries, 0 to 890
Data columns (total 12 columns):
PassengerId    891 non-null int64
Survived       891 non-null int64
Pclass         891 non-null int64
Name           891 non-null object
Sex            891 non-null object
Age            714 non-null float64
SibSp          891 non-null int64
Parch          891 non-null int64
Ticket         891 non-null object
Fare           891 non-null float64
Cabin          204 non-null object
Embarked       889 non-null object
dtypes: float64(2), int64(5), object(5)
memory usage: 83.6+ KB
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>From a sample of the RMS Titanic data, we can see the various features present for each passenger on the ship:</p>
<ul>
<li><strong><em>Survived</em></strong>: Outcome of survival (0 = No; 1 = Yes)</li>
<li><strong><em>Pclass</em></strong>: Socio-economic class (1 = Upper class; 2 = Middle class; 3 = Lower class)</li>
<li><strong><em>Name</em></strong>: Name of passenger</li>
<li><strong><em>Sex</em></strong>: Sex of the passenger</li>
<li><strong><em>Age</em></strong>: Age of the passenger (Some entries contain NaN)</li>
<li><strong><em>SibSp</em></strong>: Number of siblings and spouses of the passenger aboard</li>
<li><strong><em>Parch</em></strong>: Number of parents and children of the passenger aboard</li>
<li><strong><em>Ticket</em></strong>: Ticket number of the passenger</li>
<li><strong><em>Fare</em></strong>: Fare paid by the passenger</li>
<li><strong><em>Cabin</em></strong>: Cabin number of the passenger (Some entries contain NaN)</li>
<li><strong><em>Embarked</em></strong>: Port of embarkation of the passenger (C = Cherbourg; Q = Queenstown; S = Southampton)</li>
</ul>
<p>Since we're interested in the outcome of survival for each passenger or crew member, we can remove the Survived feature from this dataset and store it as its own separate variable outcomes. We will use these outcomes as our prediction targets.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Store the &#39;Survived&#39; feature in a new variable and remove it from the dataset</span>
<span class="n">outcomes</span> <span class="o">=</span> <span class="n">full_data</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">full_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;Survived&#39;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>

<span class="c1"># Show the new dataset with &#39;Survived&#39; removed</span>
<span class="n">display</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">3</span><span class="p">))</span>
</pre></div>

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

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


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


<div class="output_html rendered_html output_subarea ">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>3</td>
      <td>Braund, Mr. Owen Harris</td>
      <td>male</td>
      <td>22.0</td>
      <td>1</td>
      <td>0</td>
      <td>A/5 21171</td>
      <td>7.2500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>1</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>female</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
      <td>PC 17599</td>
      <td>71.2833</td>
      <td>C85</td>
      <td>C</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>3</td>
      <td>Heikkinen, Miss. Laina</td>
      <td>female</td>
      <td>26.0</td>
      <td>0</td>
      <td>0</td>
      <td>STON/O2. 3101282</td>
      <td>7.9250</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The very same sample of the RMS Titanic data now shows the <strong>Survived</strong> feature removed from the DataFrame.</p>
<p>Note that the passenger <code>data</code> and the <code>outcomes</code> of survival are now paired. That means for any passenger <code>data.loc[i]</code>, they have the survival <code>outcomes[i]</code>.</p>
<p>To measure the performance of our predictions, we need a metric to score our predictions against the true outcomes of survival - the function <code>accuracy_score()</code>. Since we are interested in how accurate our predictions are, we will calculate the proportion of passengers where our prediction of their survival is correct.</p>
<p><strong>Think</strong>: Out of the first five passengers, if we predict that all of them survived, what would you expect the accuracy of our predictions to be?</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="k">def</span> <span class="nf">accuracy_score</span><span class="p">(</span><span class="n">truth</span><span class="p">,</span> <span class="n">pred</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Returns accuracy score for input truth and predictions. &quot;&quot;&quot;</span>
    
    <span class="c1"># Ensure that the number of predictions matches number of outcomes</span>
    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">truth</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">pred</span><span class="p">):</span> 
        
        <span class="c1"># Calculate and return the accuracy as a percent</span>
        <span class="k">return</span> <span class="s2">&quot;Predictions have an accuracy of </span><span class="si">{:.2f}</span><span class="s2">%.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">((</span><span class="n">truth</span> <span class="o">==</span> <span class="n">pred</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
    
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="s2">&quot;Number of predictions does not match number of outcomes!&quot;</span>
    
<span class="c1"># Test the &#39;accuracy_score&#39; function</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="n">dtype</span> <span class="o">=</span> <span class="nb">int</span><span class="p">))</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">[:</span><span class="mi">5</span><span class="p">],</span> <span class="n">predictions</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>Predictions have an accuracy of 60.00%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Making-Predictions">Making Predictions<a class="anchor-link" href="#Making-Predictions">&#182;</a></h2><p>If we were asked to make a prediction about any passenger aboard the RMS Titanic whom we knew nothing about, then the best prediction we could make would be that they did not survive. This is because we can assume that a majority of the passengers (more than 50%) did not survive the ship sinking.</p>
<p>The <code>predictions_0()</code> function below will always predict that a passenger did not survive.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="k">def</span> <span class="nf">predictions_0</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Model with no features. Always predicts a passenger did not survive. &quot;&quot;&quot;</span>

    <span class="n">predictions</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">passenger</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
        
        <span class="c1"># Predict the survival of &#39;passenger&#39;</span>
        <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Return our predictions</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span>

<span class="c1"># Make the predictions</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">predictions_0</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-1">Question 1<a class="anchor-link" href="#Question-1">&#182;</a></h3><p><em>Using the RMS Titanic data, how accurate would a prediction be that none of the passengers survived?</em></p>
<h3 id="Answer-1">Answer 1<a class="anchor-link" href="#Answer-1">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Check accuracy</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</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>Predictions have an accuracy of 61.62%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's take a look at whether the feature <strong>Sex</strong> has any indication of survival rates among passengers using the <code>survival_stats()</code> function. This function is defined in the <code>visualizations.py</code>. Python script included with this project. The first two parameters passed to the function are the RMS Titanic data and passenger survival outcomes, respectively. The third parameter indicates which feature we want to plot survival statistics across.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="n">survival_stats</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">,</span> <span class="s1">&#39;Sex&#39;</span><span class="p">)</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCkAAAGHCAYAAACd2AheAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Examining the survival statistics, a large majority of males did not survive the ship sinking. However, a majority of females did survive the ship sinking. Let's build on our previous prediction: if a passenger was female, then we will predict that they survived. Otherwise, we will predict the passenger did not survive.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="k">def</span> <span class="nf">predictions_1</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Model with one feature: </span>
<span class="sd">            - Predict a passenger survived if they are female. &quot;&quot;&quot;</span>
    
    <span class="n">predictions</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">passenger</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
        <span class="k">if</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;female&#39;</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Return our predictions</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span>

<span class="c1"># Make the predictions </span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">predictions_1</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-2">Question 2<a class="anchor-link" href="#Question-2">&#182;</a></h3><p><em>How accurate would a prediction be that all female passengers survived and the remaining passengers did not survive</em> (<code>prediction_1()</code>)?</p>
<h3 id="Answer-2">Answer 2<a class="anchor-link" href="#Answer-2">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Check accuracy</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</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>Predictions have an accuracy of 78.68%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Using just the <strong>Sex</strong> feature for each passenger, we are able to increase the accuracy of our predictions by a significant margin.</p>
<p>Now, let's consider using an additional feature to see if we can further improve our predictions. For example, consider all of the male passengers aboard the RMS Titanic: can we find a subset of those passengers that had a higher rate of survival?</p>
<p>Let's start by looking at the Age of each male, by again using the <code>survival_stats()</code> function. This time, we'll use the fourth parameter to filter out the data so that only passengers with the <strong>Sex</strong> 'male' will be included.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="n">survival_stats</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">,</span> <span class="s1">&#39;Age&#39;</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Sex == &#39;male&#39;&quot;</span><span class="p">])</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCwAAAGHCAYAAAB78cMaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Examining the survival statistics, the majority of males younger than 10 survived the ship sinking, whereas most males age 10 or older did not survive the ship sinking. Let's continue to build on our previous prediction: if a passenger was female, then we will predict they survive. If a passenger was male and younger than 10, then we will also predict they survive. Otherwise, we will predict they do not survive.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="k">def</span> <span class="nf">predictions_2</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Model with two features: </span>
<span class="sd">            - Predict a passenger survived if they are female.</span>
<span class="sd">            - Predict a passenger survived if they are male and younger than 10. &quot;&quot;&quot;</span>
    
    <span class="n">predictions</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">passenger</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
        <span class="k">if</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;female&#39;</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
        <span class="k">elif</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;male&#39;</span> <span class="ow">and</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Return our predictions</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span>

<span class="c1"># Make the predictions </span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">predictions_2</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-3">Question 3<a class="anchor-link" href="#Question-3">&#182;</a></h3><p><em>How accurate would a prediction be that all female passengers and all male passengers younger than 10 survived</em> (<code>prediction_2()</code>)?</p>
<h3 id="Answer-3">Answer 3<a class="anchor-link" href="#Answer-3">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Check accuracy</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</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>Predictions have an accuracy of 79.35%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Adding the feature <strong>Age</strong> as a condition in conjunction with <strong>Sex</strong> improves the accuracy by a small margin more than with simply using the feature <strong>Sex</strong> alone. Now we can try to find a series of features and conditions to split the data on to obtain an outcome prediction accuracy of at least 80%. This may require multiple features and multiple levels of conditional statements to succeed. We can use the same feature multiple times with different conditions.</p>
<p>There are some experiments and th function <code>prediction_final()</code> as a result:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="n">survival_stats</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">,</span> <span class="s1">&#39;SibSp&#39;</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Sex == &#39;male&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;Age &lt; 15&quot;</span><span class="p">])</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCMAAAGHCAYAAACK+piXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="n">survival_stats</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">outcomes</span><span class="p">,</span> <span class="s1">&#39;Pclass&#39;</span><span class="p">,</span> <span class="p">[</span><span class="s2">&quot;Sex == &#39;male&#39;&quot;</span><span class="p">,</span> <span class="s2">&quot;Age &lt; 15&quot;</span><span class="p">])</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABCwAAAGHCAYAAAB78cMaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="k">def</span> <span class="nf">predictions_3</span><span class="p">(</span><span class="n">data</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Model with multiple features. Makes a prediction with an accuracy of at least 80%. &quot;&quot;&quot;</span>
    
    <span class="n">predictions</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">passenger</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
        <span class="k">if</span> <span class="p">(</span><span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;female&#39;</span><span class="p">):</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
                
        <span class="k">elif</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Pclass&#39;</span><span class="p">]</span> <span class="ow">in</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="ow">and</span> <span class="p">(</span><span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">16</span> <span class="ow">or</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">75</span><span class="p">):</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
            
        <span class="k">elif</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">15</span> <span class="ow">and</span> <span class="n">passenger</span><span class="p">[</span><span class="s1">&#39;SibSp&#39;</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
            
        <span class="k">else</span><span class="p">:</span>
            <span class="n">predictions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
    
    <span class="c1"># Return our predictions</span>
    <span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">predictions</span><span class="p">)</span>

<span class="c1"># Make the predictions </span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">predictions_3</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-4">Question 4<a class="anchor-link" href="#Question-4">&#182;</a></h3><p><em>Describe the steps you took to implement the final prediction model so that it got an accuracy of at least 80%. What features did you look at? Were certain features more informative than others? Which conditions did you use to split the survival outcomes into the data? How accurate are your predictions?</em></p>
<h3 id="Answer-4">Answer 4<a class="anchor-link" href="#Answer-4">&#182;</a></h3><p>The final set of features <strong>Sex, Age, SibSp</strong> and <strong>Pclass</strong> are the most informative on my opinion.</p>
<p>As we noted the percentage of survivors of passengers is much higher among women than among men, and it was used in our predictions.</p>
<p>Next, I proceed from the assumption that because of humanitarian reasons people rescue children and elders at first. Unfortunately, this was only valid for the passengers of the first and second classes in this dataset.</p>
<p>And the latest clarification, which overcomes the border of 80% in prediction accuracy: if a family has more than three children, absolutely all the family may not be survived in catastrophic situations and in an atmosphere of panic.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="c1"># Check accuracy</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</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>Predictions have an accuracy of 80.92%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Scikit-learn-Metrics">Scikit-learn Metrics<a class="anchor-link" href="#Scikit-learn-Metrics">&#182;</a></h3><p>There is a set of metrics in the <strong>scikit-learn</strong> package for evaluation the quality of the prediction.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hide_code</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">recall_score</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">precision_score</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Predictions have an accuracy of </span><span class="si">{:.2f}</span><span class="s2">%.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Predictions have an recall score equal to </span><span class="si">{:.2f}</span><span class="s2">%.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">recall_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">))</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;Predictions have an precision score equal to </span><span class="si">{:.2f}</span><span class="s2">%.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">precision_score</span><span class="p">(</span><span class="n">outcomes</span><span class="p">,</span><span class="n">predictions</span><span class="p">)</span><span class="o">*</span><span class="mi">100</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>Predictions have an accuracy of 80.92%.
Predictions have an recall score equal to 74.27%.
Predictions have an precision score equal to 75.60%.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The evaluation terminology:</p>
<h4 id="$accuracy-=-\dfrac{-number-\-of-\-people-\-that-\-are-\-correctly\-predicted-\-as-\-survived-\-or-\-non-survived-}{-number-\-of-\-all-\-people-\-in-\-the-\-dataset-}$">$accuracy = \dfrac{ number \ of \ people \ that \ are \ correctly\ predicted \ as \ survived \ or \ non-survived }{ number \ of \ all \ people \ in \ the \ dataset }$<a class="anchor-link" href="#$accuracy-=-\dfrac{-number-\-of-\-people-\-that-\-are-\-correctly\-predicted-\-as-\-survived-\-or-\-non-survived-}{-number-\-of-\-all-\-people-\-in-\-the-\-dataset-}$">&#182;</a></h4><h4 id="$recall-=-\dfrac{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-\-and-\-they-\-are-\-actually-\-survived-}-{-number-\-of-\-people-\-are-\-actually-\-survived-}$">$recall = \dfrac{ number \ of \ people \ that \ are \ predicted \ as \ survived \ and \ they \ are \ actually \ survived } { number \ of \ people \ are \ actually \ survived }$<a class="anchor-link" href="#$recall-=-\dfrac{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-\-and-\-they-\-are-\-actually-\-survived-}-{-number-\-of-\-people-\-are-\-actually-\-survived-}$">&#182;</a></h4><h4 id="$precision-=--\dfrac{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-\-and-\-they-\-are-\-actually-\-survived-}-{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-}$">$precision =  \dfrac{ number \ of \ people \ that \ are \ predicted \ as \ survived \ and \ they \ are \ actually \ survived } { number \ of \ people \ that \ are \ predicted \ as \ survived }$<a class="anchor-link" href="#$precision-=--\dfrac{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-\-and-\-they-\-are-\-actually-\-survived-}-{-number-\-of-\-people-\-that-\-are-\-predicted-\-as-\-survived-}$">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>It's easy to see that we could be enough confident in this prediction. I think this model can be improved and it's possible to find a way for that.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-5">Question 5<a class="anchor-link" href="#Question-5">&#182;</a></h3><p><em>Think of a real-world scenario where supervised learning could be applied. What would be the outcome variable that you are trying to predict? Name two features about the data used in this scenario that might be helpful for making the predictions.</em></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Answer-5">Answer 5<a class="anchor-link" href="#Answer-5">&#182;</a></h3><p>There are several natural ideas for applying the supervised learning.</p>
<p>I. For every catastrophic situation, find out the exact sequence of steps and technical facilities which maximally decrease the damage. On the basis of the identified trends, it is possible to develop and check in practice clear guidelines to save lives and restore economic activities (for example, during and after the floods). Applying the scientific methods, in this case, means thousands of lives and quick recovering the economics. The useful features can evaluate disasters (areas, time period), damage (lost human lives, economic indicators) and recovery process (speed, effectiveness). As a target, we can use the <code>damage_in_general</code> measured in any financial units.</p>
<p>II. The same techniques could be useful in the process of creating self-learning facilities of virtual reality in order to bring the process of their development to the real counterparts, predict it and make corrections in time. Here the set of concrete features is very individual and depends on the object. For example, it can be growth, flowering, etc. for the plant and its imitation. In this case, the outcomes can be number indicators which evaluate how well development of virtual objects is correlated to the real processes.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>In this project, we use a manual implementation of a simple machine learning model, the <strong>decision tree</strong> which splits a set of data into smaller and smaller groups (called nodes), by one feature at a time. Our predictions become more accurate if each of the resulting subsets is more homogeneous (contain similar labels) than before.</p>
<p>A decision tree is just one of many models that come from <strong>supervised learning</strong>, i.e. learning a model from labeled training data to make predictions about unseen or future data in a set of samples the desired outputs are already known.</p>
<p>Overvaluation of meaning and application of machine learning is unlikely to succeed. And the particular supervised method has a special importance because of the possibility of a permanent correlation of the predictions with the result of real actions.</p>

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

 
</html>