exploration.html

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

<title>exploration</title>

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


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

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

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

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

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


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Prosper---Loan-Data">Prosper - Loan Data<a class="anchor-link" href="#Prosper---Loan-Data">&#182;</a></h1><h2 id="by-Usama-Tariq">by Usama Tariq<a class="anchor-link" href="#by-Usama-Tariq">&#182;</a></h2><h2 id="Preliminary-Wrangling">Preliminary Wrangling<a class="anchor-link" href="#Preliminary-Wrangling">&#182;</a></h2><blockquote><p><a href="https://www.google.com/url?q=https://s3.amazonaws.com/udacity-hosted-downloads/ud651/prosperLoanData.csv&amp;sa=D&amp;source=editors&amp;ust=1622283415087000&amp;usg=AOvVaw0vpDb-LcekmeJjNUwDsRyP">Data set</a> has information on peer-to-peer loans facilitated by, a credit company, <a href="https://www.prosper.com/">Prosper</a>. The data set contains 113,937 loans with 81 variables on each loan, including loan amount, borrower rate (or interest rate), current loan status, borrower income, and many others.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages and set plots to be embedded inline</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>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sb</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="c1"># setting color scheme for plots</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># reading data from csv file to Dataframe</span>
<span class="n">loan_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="s1">&#39;prosperLoanData.csv&#39;</span><span class="p">)</span>

<span class="c1"># Displaying the structure of data</span>
<span class="nb">print</span><span class="p">(</span><span class="n">loan_data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="c1"># Displaying the top 5 rows of data</span>
<span class="n">loan_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>(113937, 81)
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ListingKey</th>
      <th>ListingNumber</th>
      <th>ListingCreationDate</th>
      <th>CreditGrade</th>
      <th>Term</th>
      <th>LoanStatus</th>
      <th>ClosedDate</th>
      <th>BorrowerAPR</th>
      <th>BorrowerRate</th>
      <th>LenderYield</th>
      <th>...</th>
      <th>LP_ServiceFees</th>
      <th>LP_CollectionFees</th>
      <th>LP_GrossPrincipalLoss</th>
      <th>LP_NetPrincipalLoss</th>
      <th>LP_NonPrincipalRecoverypayments</th>
      <th>PercentFunded</th>
      <th>Recommendations</th>
      <th>InvestmentFromFriendsCount</th>
      <th>InvestmentFromFriendsAmount</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>1021339766868145413AB3B</td>
      <td>193129</td>
      <td>2007-08-26 19:09:29.263000000</td>
      <td>C</td>
      <td>36</td>
      <td>Completed</td>
      <td>2009-08-14 00:00:00</td>
      <td>0.16516</td>
      <td>0.1580</td>
      <td>0.1380</td>
      <td>...</td>
      <td>-133.18</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>258</td>
    </tr>
    <tr>
      <td>1</td>
      <td>10273602499503308B223C1</td>
      <td>1209647</td>
      <td>2014-02-27 08:28:07.900000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Current</td>
      <td>NaN</td>
      <td>0.12016</td>
      <td>0.0920</td>
      <td>0.0820</td>
      <td>...</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>2</td>
      <td>0EE9337825851032864889A</td>
      <td>81716</td>
      <td>2007-01-05 15:00:47.090000000</td>
      <td>HR</td>
      <td>36</td>
      <td>Completed</td>
      <td>2009-12-17 00:00:00</td>
      <td>0.28269</td>
      <td>0.2750</td>
      <td>0.2400</td>
      <td>...</td>
      <td>-24.20</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>41</td>
    </tr>
    <tr>
      <td>3</td>
      <td>0EF5356002482715299901A</td>
      <td>658116</td>
      <td>2012-10-22 11:02:35.010000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Current</td>
      <td>NaN</td>
      <td>0.12528</td>
      <td>0.0974</td>
      <td>0.0874</td>
      <td>...</td>
      <td>-108.01</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>158</td>
    </tr>
    <tr>
      <td>4</td>
      <td>0F023589499656230C5E3E2</td>
      <td>909464</td>
      <td>2013-09-14 18:38:39.097000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Current</td>
      <td>NaN</td>
      <td>0.24614</td>
      <td>0.2085</td>
      <td>0.1985</td>
      <td>...</td>
      <td>-60.27</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>20</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 81 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the critical info like index dtype and columns, non-null values and memory usage.</span>
<span class="n">loan_data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 81 columns):
ListingKey                             113937 non-null object
ListingNumber                          113937 non-null int64
ListingCreationDate                    113937 non-null object
CreditGrade                            28953 non-null object
Term                                   113937 non-null int64
LoanStatus                             113937 non-null object
ClosedDate                             55089 non-null object
BorrowerAPR                            113912 non-null float64
BorrowerRate                           113937 non-null float64
LenderYield                            113937 non-null float64
EstimatedEffectiveYield                84853 non-null float64
EstimatedLoss                          84853 non-null float64
EstimatedReturn                        84853 non-null float64
ProsperRating (numeric)                84853 non-null float64
ProsperRating (Alpha)                  84853 non-null object
ProsperScore                           84853 non-null float64
ListingCategory (numeric)              113937 non-null int64
BorrowerState                          108422 non-null object
Occupation                             110349 non-null object
EmploymentStatus                       111682 non-null object
EmploymentStatusDuration               106312 non-null float64
IsBorrowerHomeowner                    113937 non-null bool
CurrentlyInGroup                       113937 non-null bool
GroupKey                               13341 non-null object
DateCreditPulled                       113937 non-null object
CreditScoreRangeLower                  113346 non-null float64
CreditScoreRangeUpper                  113346 non-null float64
FirstRecordedCreditLine                113240 non-null object
CurrentCreditLines                     106333 non-null float64
OpenCreditLines                        106333 non-null float64
TotalCreditLinespast7years             113240 non-null float64
OpenRevolvingAccounts                  113937 non-null int64
OpenRevolvingMonthlyPayment            113937 non-null float64
InquiriesLast6Months                   113240 non-null float64
TotalInquiries                         112778 non-null float64
CurrentDelinquencies                   113240 non-null float64
AmountDelinquent                       106315 non-null float64
DelinquenciesLast7Years                112947 non-null float64
PublicRecordsLast10Years               113240 non-null float64
PublicRecordsLast12Months              106333 non-null float64
RevolvingCreditBalance                 106333 non-null float64
BankcardUtilization                    106333 non-null float64
AvailableBankcardCredit                106393 non-null float64
TotalTrades                            106393 non-null float64
TradesNeverDelinquent (percentage)     106393 non-null float64
TradesOpenedLast6Months                106393 non-null float64
DebtToIncomeRatio                      105383 non-null float64
IncomeRange                            113937 non-null object
IncomeVerifiable                       113937 non-null bool
StatedMonthlyIncome                    113937 non-null float64
LoanKey                                113937 non-null object
TotalProsperLoans                      22085 non-null float64
TotalProsperPaymentsBilled             22085 non-null float64
OnTimeProsperPayments                  22085 non-null float64
ProsperPaymentsLessThanOneMonthLate    22085 non-null float64
ProsperPaymentsOneMonthPlusLate        22085 non-null float64
ProsperPrincipalBorrowed               22085 non-null float64
ProsperPrincipalOutstanding            22085 non-null float64
ScorexChangeAtTimeOfListing            18928 non-null float64
LoanCurrentDaysDelinquent              113937 non-null int64
LoanFirstDefaultedCycleNumber          16952 non-null float64
LoanMonthsSinceOrigination             113937 non-null int64
LoanNumber                             113937 non-null int64
LoanOriginalAmount                     113937 non-null int64
LoanOriginationDate                    113937 non-null object
LoanOriginationQuarter                 113937 non-null object
MemberKey                              113937 non-null object
MonthlyLoanPayment                     113937 non-null float64
LP_CustomerPayments                    113937 non-null float64
LP_CustomerPrincipalPayments           113937 non-null float64
LP_InterestandFees                     113937 non-null float64
LP_ServiceFees                         113937 non-null float64
LP_CollectionFees                      113937 non-null float64
LP_GrossPrincipalLoss                  113937 non-null float64
LP_NetPrincipalLoss                    113937 non-null float64
LP_NonPrincipalRecoverypayments        113937 non-null float64
PercentFunded                          113937 non-null float64
Recommendations                        113937 non-null int64
InvestmentFromFriendsCount             113937 non-null int64
InvestmentFromFriendsAmount            113937 non-null float64
Investors                              113937 non-null int64
dtypes: bool(3), float64(50), int64(11), object(17)
memory usage: 68.1+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the random 5 rows of data</span>
<span class="n">loan_data</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ListingKey</th>
      <th>ListingNumber</th>
      <th>ListingCreationDate</th>
      <th>CreditGrade</th>
      <th>Term</th>
      <th>LoanStatus</th>
      <th>ClosedDate</th>
      <th>BorrowerAPR</th>
      <th>BorrowerRate</th>
      <th>LenderYield</th>
      <th>...</th>
      <th>LP_ServiceFees</th>
      <th>LP_CollectionFees</th>
      <th>LP_GrossPrincipalLoss</th>
      <th>LP_NetPrincipalLoss</th>
      <th>LP_NonPrincipalRecoverypayments</th>
      <th>PercentFunded</th>
      <th>Recommendations</th>
      <th>InvestmentFromFriendsCount</th>
      <th>InvestmentFromFriendsAmount</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>11022</td>
      <td>614A35268785853072AB0D0</td>
      <td>528344</td>
      <td>2011-09-20 09:29:37.437000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Completed</td>
      <td>2013-01-29 00:00:00</td>
      <td>0.30532</td>
      <td>0.2699</td>
      <td>0.2599</td>
      <td>...</td>
      <td>-22.66</td>
      <td>0.0</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>24</td>
    </tr>
    <tr>
      <td>70814</td>
      <td>3CE23422825163965C2A85F</td>
      <td>344839</td>
      <td>2008-06-04 22:10:10.907000000</td>
      <td>C</td>
      <td>36</td>
      <td>Defaulted</td>
      <td>2009-02-17 00:00:00</td>
      <td>0.28320</td>
      <td>0.2600</td>
      <td>0.2500</td>
      <td>...</td>
      <td>-33.87</td>
      <td>-2889.0</td>
      <td>10586.98</td>
      <td>8866.16</td>
      <td>7909.18</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>221</td>
    </tr>
    <tr>
      <td>109911</td>
      <td>75363515911415457EF242B</td>
      <td>507114</td>
      <td>2011-05-16 18:39:44.273000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Completed</td>
      <td>2012-12-04 00:00:00</td>
      <td>0.29510</td>
      <td>0.2599</td>
      <td>0.2499</td>
      <td>...</td>
      <td>-44.17</td>
      <td>0.0</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>103</td>
    </tr>
    <tr>
      <td>51408</td>
      <td>F9CB35321522486139EC3AE</td>
      <td>540261</td>
      <td>2011-11-21 14:55:44.447000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Current</td>
      <td>NaN</td>
      <td>0.13545</td>
      <td>0.1074</td>
      <td>0.0974</td>
      <td>...</td>
      <td>-30.11</td>
      <td>0.0</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>34</td>
    </tr>
    <tr>
      <td>88229</td>
      <td>5E08359453467732552D01B</td>
      <td>1002377</td>
      <td>2013-11-07 14:32:36.503000000</td>
      <td>NaN</td>
      <td>36</td>
      <td>Current</td>
      <td>NaN</td>
      <td>0.22875</td>
      <td>0.1915</td>
      <td>0.1815</td>
      <td>...</td>
      <td>-41.68</td>
      <td>0.0</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.0</td>
      <td>0</td>
      <td>0</td>
      <td>0.0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 81 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the statistical summary of numerical columns</span>
<span class="n">loan_data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ListingNumber</th>
      <th>Term</th>
      <th>BorrowerAPR</th>
      <th>BorrowerRate</th>
      <th>LenderYield</th>
      <th>EstimatedEffectiveYield</th>
      <th>EstimatedLoss</th>
      <th>EstimatedReturn</th>
      <th>ProsperRating (numeric)</th>
      <th>ProsperScore</th>
      <th>...</th>
      <th>LP_ServiceFees</th>
      <th>LP_CollectionFees</th>
      <th>LP_GrossPrincipalLoss</th>
      <th>LP_NetPrincipalLoss</th>
      <th>LP_NonPrincipalRecoverypayments</th>
      <th>PercentFunded</th>
      <th>Recommendations</th>
      <th>InvestmentFromFriendsCount</th>
      <th>InvestmentFromFriendsAmount</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>count</td>
      <td>1.139370e+05</td>
      <td>113937.000000</td>
      <td>113912.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>84853.000000</td>
      <td>...</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
    </tr>
    <tr>
      <td>mean</td>
      <td>6.278857e+05</td>
      <td>40.830248</td>
      <td>0.218828</td>
      <td>0.192764</td>
      <td>0.182701</td>
      <td>0.168661</td>
      <td>0.080306</td>
      <td>0.096068</td>
      <td>4.072243</td>
      <td>5.950067</td>
      <td>...</td>
      <td>-54.725641</td>
      <td>-14.242698</td>
      <td>700.446342</td>
      <td>681.420499</td>
      <td>25.142686</td>
      <td>0.998584</td>
      <td>0.048027</td>
      <td>0.023460</td>
      <td>16.550751</td>
      <td>80.475228</td>
    </tr>
    <tr>
      <td>std</td>
      <td>3.280762e+05</td>
      <td>10.436212</td>
      <td>0.080364</td>
      <td>0.074818</td>
      <td>0.074516</td>
      <td>0.068467</td>
      <td>0.046764</td>
      <td>0.030403</td>
      <td>1.673227</td>
      <td>2.376501</td>
      <td>...</td>
      <td>60.675425</td>
      <td>109.232758</td>
      <td>2388.513831</td>
      <td>2357.167068</td>
      <td>275.657937</td>
      <td>0.017919</td>
      <td>0.332353</td>
      <td>0.232412</td>
      <td>294.545422</td>
      <td>103.239020</td>
    </tr>
    <tr>
      <td>min</td>
      <td>4.000000e+00</td>
      <td>12.000000</td>
      <td>0.006530</td>
      <td>0.000000</td>
      <td>-0.010000</td>
      <td>-0.182700</td>
      <td>0.004900</td>
      <td>-0.182700</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>...</td>
      <td>-664.870000</td>
      <td>-9274.750000</td>
      <td>-94.200000</td>
      <td>-954.550000</td>
      <td>0.000000</td>
      <td>0.700000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <td>25%</td>
      <td>4.009190e+05</td>
      <td>36.000000</td>
      <td>0.156290</td>
      <td>0.134000</td>
      <td>0.124200</td>
      <td>0.115670</td>
      <td>0.042400</td>
      <td>0.074080</td>
      <td>3.000000</td>
      <td>4.000000</td>
      <td>...</td>
      <td>-73.180000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>2.000000</td>
    </tr>
    <tr>
      <td>50%</td>
      <td>6.005540e+05</td>
      <td>36.000000</td>
      <td>0.209760</td>
      <td>0.184000</td>
      <td>0.173000</td>
      <td>0.161500</td>
      <td>0.072400</td>
      <td>0.091700</td>
      <td>4.000000</td>
      <td>6.000000</td>
      <td>...</td>
      <td>-34.440000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>44.000000</td>
    </tr>
    <tr>
      <td>75%</td>
      <td>8.926340e+05</td>
      <td>36.000000</td>
      <td>0.283810</td>
      <td>0.250000</td>
      <td>0.240000</td>
      <td>0.224300</td>
      <td>0.112000</td>
      <td>0.116600</td>
      <td>5.000000</td>
      <td>8.000000</td>
      <td>...</td>
      <td>-13.920000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>115.000000</td>
    </tr>
    <tr>
      <td>max</td>
      <td>1.255725e+06</td>
      <td>60.000000</td>
      <td>0.512290</td>
      <td>0.497500</td>
      <td>0.492500</td>
      <td>0.319900</td>
      <td>0.366000</td>
      <td>0.283700</td>
      <td>7.000000</td>
      <td>11.000000</td>
      <td>...</td>
      <td>32.060000</td>
      <td>0.000000</td>
      <td>25000.000000</td>
      <td>25000.000000</td>
      <td>21117.900000</td>
      <td>1.012500</td>
      <td>39.000000</td>
      <td>33.000000</td>
      <td>25000.000000</td>
      <td>1189.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 61 columns</p>
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<blockquote><p>The data set has 81 features. For the purpose of analysis of this data set, I've chosen some of the features out of 81 features.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Name of cols assigning to variable</span>
<span class="n">target_col</span> <span class="o">=</span>  <span class="p">[</span><span class="s1">&#39;Term&#39;</span><span class="p">,</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> 
               <span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span> 
               <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="s1">&#39;DelinquenciesLast7Years&#39;</span><span class="p">,</span> 
               <span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="s1">&#39;TotalProsperLoans&#39;</span><span class="p">,</span> 
               <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="s1">&#39;LoanOriginationDate&#39;</span><span class="p">,</span> 
               <span class="s1">&#39;Recommendations&#39;</span><span class="p">,</span> <span class="s1">&#39;Investors&#39;</span><span class="p">]</span>

<span class="c1"># Creating a subset of Data with selected features for analysis</span>
<span class="n">loan_target</span> <span class="o">=</span> <span class="n">loan_data</span><span class="p">[</span><span class="n">target_col</span><span class="p">]</span>

<span class="c1"># Displaying the structure of data</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">shape</span>
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<pre>(113937, 13)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the top 5 rows of data</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Term</th>
      <th>LoanStatus</th>
      <th>BorrowerRate</th>
      <th>ProsperRating (Alpha)</th>
      <th>ListingCategory (numeric)</th>
      <th>EmploymentStatus</th>
      <th>DelinquenciesLast7Years</th>
      <th>StatedMonthlyIncome</th>
      <th>TotalProsperLoans</th>
      <th>LoanOriginalAmount</th>
      <th>LoanOriginationDate</th>
      <th>Recommendations</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>0</td>
      <td>36</td>
      <td>Completed</td>
      <td>0.1580</td>
      <td>NaN</td>
      <td>0</td>
      <td>Self-employed</td>
      <td>4.0</td>
      <td>3083.333333</td>
      <td>NaN</td>
      <td>9425</td>
      <td>2007-09-12 00:00:00</td>
      <td>0</td>
      <td>258</td>
    </tr>
    <tr>
      <td>1</td>
      <td>36</td>
      <td>Current</td>
      <td>0.0920</td>
      <td>A</td>
      <td>2</td>
      <td>Employed</td>
      <td>0.0</td>
      <td>6125.000000</td>
      <td>NaN</td>
      <td>10000</td>
      <td>2014-03-03 00:00:00</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>2</td>
      <td>36</td>
      <td>Completed</td>
      <td>0.2750</td>
      <td>NaN</td>
      <td>0</td>
      <td>Not available</td>
      <td>0.0</td>
      <td>2083.333333</td>
      <td>NaN</td>
      <td>3001</td>
      <td>2007-01-17 00:00:00</td>
      <td>0</td>
      <td>41</td>
    </tr>
    <tr>
      <td>3</td>
      <td>36</td>
      <td>Current</td>
      <td>0.0974</td>
      <td>A</td>
      <td>16</td>
      <td>Employed</td>
      <td>14.0</td>
      <td>2875.000000</td>
      <td>NaN</td>
      <td>10000</td>
      <td>2012-11-01 00:00:00</td>
      <td>0</td>
      <td>158</td>
    </tr>
    <tr>
      <td>4</td>
      <td>36</td>
      <td>Current</td>
      <td>0.2085</td>
      <td>D</td>
      <td>2</td>
      <td>Employed</td>
      <td>0.0</td>
      <td>9583.333333</td>
      <td>1.0</td>
      <td>15000</td>
      <td>2013-09-20 00:00:00</td>
      <td>0</td>
      <td>20</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the random 5 rows of data</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Term</th>
      <th>LoanStatus</th>
      <th>BorrowerRate</th>
      <th>ProsperRating (Alpha)</th>
      <th>ListingCategory (numeric)</th>
      <th>EmploymentStatus</th>
      <th>DelinquenciesLast7Years</th>
      <th>StatedMonthlyIncome</th>
      <th>TotalProsperLoans</th>
      <th>LoanOriginalAmount</th>
      <th>LoanOriginationDate</th>
      <th>Recommendations</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>22175</td>
      <td>36</td>
      <td>Current</td>
      <td>0.1153</td>
      <td>A</td>
      <td>7</td>
      <td>Employed</td>
      <td>0.0</td>
      <td>8750.000000</td>
      <td>2.0</td>
      <td>3500</td>
      <td>2013-06-19 00:00:00</td>
      <td>0</td>
      <td>57</td>
    </tr>
    <tr>
      <td>61939</td>
      <td>36</td>
      <td>Completed</td>
      <td>0.1105</td>
      <td>NaN</td>
      <td>0</td>
      <td>Full-time</td>
      <td>0.0</td>
      <td>11500.000000</td>
      <td>NaN</td>
      <td>5000</td>
      <td>2007-05-08 00:00:00</td>
      <td>0</td>
      <td>156</td>
    </tr>
    <tr>
      <td>68369</td>
      <td>36</td>
      <td>Current</td>
      <td>0.1535</td>
      <td>C</td>
      <td>1</td>
      <td>Employed</td>
      <td>0.0</td>
      <td>15416.666667</td>
      <td>2.0</td>
      <td>8000</td>
      <td>2014-03-05 00:00:00</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <td>50681</td>
      <td>36</td>
      <td>Current</td>
      <td>0.1440</td>
      <td>B</td>
      <td>1</td>
      <td>Employed</td>
      <td>12.0</td>
      <td>5000.000000</td>
      <td>NaN</td>
      <td>5250</td>
      <td>2013-09-24 00:00:00</td>
      <td>0</td>
      <td>42</td>
    </tr>
    <tr>
      <td>104340</td>
      <td>60</td>
      <td>Current</td>
      <td>0.2394</td>
      <td>D</td>
      <td>6</td>
      <td>Employed</td>
      <td>13.0</td>
      <td>4780.000000</td>
      <td>NaN</td>
      <td>9000</td>
      <td>2014-02-21 00:00:00</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the critical info like index dtype and columns, non-null values and memory usage.</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 113937 entries, 0 to 113936
Data columns (total 13 columns):
Term                         113937 non-null int64
LoanStatus                   113937 non-null object
BorrowerRate                 113937 non-null float64
ProsperRating (Alpha)        84853 non-null object
ListingCategory (numeric)    113937 non-null int64
EmploymentStatus             111682 non-null object
DelinquenciesLast7Years      112947 non-null float64
StatedMonthlyIncome          113937 non-null float64
TotalProsperLoans            22085 non-null float64
LoanOriginalAmount           113937 non-null int64
LoanOriginationDate          113937 non-null object
Recommendations              113937 non-null int64
Investors                    113937 non-null int64
dtypes: float64(4), int64(5), object(4)
memory usage: 11.3+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the statistical summary of numerical columns</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Term</th>
      <th>BorrowerRate</th>
      <th>ListingCategory (numeric)</th>
      <th>DelinquenciesLast7Years</th>
      <th>StatedMonthlyIncome</th>
      <th>TotalProsperLoans</th>
      <th>LoanOriginalAmount</th>
      <th>Recommendations</th>
      <th>Investors</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>count</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
      <td>112947.000000</td>
      <td>1.139370e+05</td>
      <td>22085.000000</td>
      <td>113937.00000</td>
      <td>113937.000000</td>
      <td>113937.000000</td>
    </tr>
    <tr>
      <td>mean</td>
      <td>40.830248</td>
      <td>0.192764</td>
      <td>2.774209</td>
      <td>4.154984</td>
      <td>5.608026e+03</td>
      <td>1.421100</td>
      <td>8337.01385</td>
      <td>0.048027</td>
      <td>80.475228</td>
    </tr>
    <tr>
      <td>std</td>
      <td>10.436212</td>
      <td>0.074818</td>
      <td>3.996797</td>
      <td>10.160216</td>
      <td>7.478497e+03</td>
      <td>0.764042</td>
      <td>6245.80058</td>
      <td>0.332353</td>
      <td>103.239020</td>
    </tr>
    <tr>
      <td>min</td>
      <td>12.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>1000.00000</td>
      <td>0.000000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <td>25%</td>
      <td>36.000000</td>
      <td>0.134000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>3.200333e+03</td>
      <td>1.000000</td>
      <td>4000.00000</td>
      <td>0.000000</td>
      <td>2.000000</td>
    </tr>
    <tr>
      <td>50%</td>
      <td>36.000000</td>
      <td>0.184000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>4.666667e+03</td>
      <td>1.000000</td>
      <td>6500.00000</td>
      <td>0.000000</td>
      <td>44.000000</td>
    </tr>
    <tr>
      <td>75%</td>
      <td>36.000000</td>
      <td>0.250000</td>
      <td>3.000000</td>
      <td>3.000000</td>
      <td>6.825000e+03</td>
      <td>2.000000</td>
      <td>12000.00000</td>
      <td>0.000000</td>
      <td>115.000000</td>
    </tr>
    <tr>
      <td>max</td>
      <td>60.000000</td>
      <td>0.497500</td>
      <td>20.000000</td>
      <td>99.000000</td>
      <td>1.750003e+06</td>
      <td>8.000000</td>
      <td>35000.00000</td>
      <td>39.000000</td>
      <td>1189.000000</td>
    </tr>
  </tbody>
</table>
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<blockquote><p>Column names are inconsistent and will cause erros</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Renaming the columns as Title case</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;[(,)]&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">loan_target</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;ListingCategorynumeric&#39;</span> <span class="p">:</span> <span class="s1">&#39;ListingCategoryNumeric&#39;</span><span class="p">})</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;Term&#39;, &#39;LoanStatus&#39;, &#39;BorrowerRate&#39;, &#39;ProsperRatingAlpha&#39;,
       &#39;ListingCategoryNumeric&#39;, &#39;EmploymentStatus&#39;, &#39;DelinquenciesLast7Years&#39;,
       &#39;StatedMonthlyIncome&#39;, &#39;TotalProsperLoans&#39;, &#39;LoanOriginalAmount&#39;,
       &#39;LoanOriginationDate&#39;, &#39;Recommendations&#39;, &#39;Investors&#39;],
      dtype=&#39;object&#39;)</pre>
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<blockquote><p>Convert <code>LoanOriginationDate</code> to <code>datetime</code> data type form <code>object</code></p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Changing the data type to datetime</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">LoanOriginationDate</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">loan_target</span><span class="o">.</span><span class="n">LoanOriginationDate</span><span class="p">)</span>
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<blockquote><p>Filling <code>NaN</code> by <code>0</code> in <code>TotalProsperLoans</code> columns.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># filling null/NaN values with 0 </span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">TotalProsperLoans</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">TotalProsperLoans</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
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<blockquote><p><em>Dropping the missing values</em>: As the Prosper use their own proprietary Ratings since 2009, we have a lot of missing values in <code>ProsperRatingAlpha</code> column.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Drop the missing values</span>
<span class="n">loan_target</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;ProsperRatingAlpha&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Displaying the critical info like index dtype and columns, non-null values and memory usage.</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 84853 entries, 0 to 84852
Data columns (total 14 columns):
index                      84853 non-null int64
Term                       84853 non-null int64
LoanStatus                 84853 non-null object
BorrowerRate               84853 non-null float64
ProsperRatingAlpha         84853 non-null object
ListingCategoryNumeric     84853 non-null int64
EmploymentStatus           84853 non-null object
DelinquenciesLast7Years    84853 non-null float64
StatedMonthlyIncome        84853 non-null float64
TotalProsperLoans          84853 non-null float64
LoanOriginalAmount         84853 non-null int64
LoanOriginationDate        84853 non-null datetime64[ns]
Recommendations            84853 non-null int64
Investors                  84853 non-null int64
dtypes: datetime64[ns](1), float64(4), int64(6), object(3)
memory usage: 9.1+ MB
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<h3 id="What-is-the-structure-of-your-dataset?">What is the structure of your dataset?<a class="anchor-link" href="#What-is-the-structure-of-your-dataset?">&#182;</a></h3><blockquote><p>The <a href="https://www.google.com/url?q=https://s3.amazonaws.com/udacity-hosted-downloads/ud651/prosperLoanData.csv&amp;sa=D&amp;source=editors&amp;ust=1622283415087000&amp;usg=AOvVaw0vpDb-LcekmeJjNUwDsRyP">data set</a> contains 113,937 loans with 81 features on each loan, including loan amount, borrower rate (or interest rate), current loan status, borrower income, and many others. <a href="https://docs.google.com/spreadsheets/d/1gDyi_L4UvIrLTEC6Wri5nbaMmkGmLQBk-Yx3z0XDEtI/edit#gid=0">Complete list</a> of features and thier details can be found <a href="https://docs.google.com/spreadsheets/d/1gDyi_L4UvIrLTEC6Wri5nbaMmkGmLQBk-Yx3z0XDEtI/edit#gid=0">here</a>.</p>
<blockquote><p>But some of the features I selected for alanysis are listed below with their descriptions taken from <a href="https://docs.google.com/spreadsheets/d/1gDyi_L4UvIrLTEC6Wri5nbaMmkGmLQBk-Yx3z0XDEtI/edit#gid=0">here</a>.</p>
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<ul>
<li><strong>Term</strong>: The length of the loan expressed in months.</li>
<li><strong>LoanStatus</strong>: The current status of the loan: Cancelled,  Chargedoff, Completed, Current, Defaulted, FinalPaymentInProgress, PastDue. The PastDue status will be accompanied by a delinquency bucket.</li>
<li><strong>BorrowerRate</strong>: The Borrower's interest rate for this loan.</li>
<li><strong>ProsperRatingAlpha</strong>: The Prosper Rating assigned at the time the listing was created between AA - HR.  Applicable for loans originated after July 2009.</li>
<li><strong>ListingCategoryNumeric</strong>: The category of the listing that the borrower selected when posting their listing: <ul>
<li><em>0</em> - Not Available</li>
<li><em>1</em> - Debt Consolidation</li>
<li><em>2</em> - Home Improvement</li>
<li><em>3</em> - Business</li>
<li><em>4</em> - Personal Loan</li>
<li><em>5</em> - Student Use</li>
<li><em>6</em> - Auto</li>
<li><em>7</em> - Other</li>
<li><em>8</em> - Baby&amp;Adoption</li>
<li><em>9</em> - Boat</li>
<li><em>10</em> - Cosmetic Procedure</li>
<li><em>11</em> - Engagement Ring</li>
<li><em>12</em> - Green Loans</li>
<li><em>13</em> - Household Expenses</li>
<li><em>14</em> - Large Purchases</li>
<li><em>15</em> - Medical/Dental</li>
<li><em>16</em> - Motorcycle</li>
<li><em>17</em> - RV</li>
<li><em>18</em> - Taxes</li>
<li><em>19</em> - Vacation</li>
<li><em>20</em> - Wedding Loans</li>
</ul>
</li>
<li><strong>EmploymentStatus</strong>: The employment status of the borrower at the time they posted the listing.</li>
<li><strong>DelinquenciesLast7Years</strong>: Number of delinquencies in the past 7 years at the time the credit profile was pulled.</li>
<li><strong>StatedMonthlyIncome</strong>: The monthly income the borrower stated at the time the listing was created.</li>
<li><strong>TotalProsperLoans</strong>: Number of Prosper loans the borrower at the time they created this listing. This value will be null if the borrower had no prior loans.</li>
<li><strong>LoanOriginalAmount</strong>: The origination amount of the loan.</li>
<li><strong>LoanOriginationDate</strong>: The date the loan was originated.</li>
<li><strong>Recommendations</strong>: Number of recommendations the borrower had at the time the listing was created.</li>
<li><strong>Investors</strong>: The number of investors that funded the loan.</li>
</ul>
<h3 id="What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">What is/are the main feature(s) of interest in your dataset?<a class="anchor-link" href="#What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">&#182;</a></h3><blockquote><p>I'm curious to know what are major factors connected with prosper credit rating.<br>
And what features can be used to predict default on credit.</p>
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<h3 id="What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">What features in the dataset do you think will help support your investigation into your feature(s) of interest?<a class="anchor-link" href="#What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">&#182;</a></h3><blockquote><p>Borrowers Prosper rating will've the highest impact on chances of default, the amount of loan will play vital role and may be credit category too. Prosper rating will rely on employment status and monthly income.</p>
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<h2 id="Univariate-Exploration">Univariate Exploration<a class="anchor-link" href="#Univariate-Exploration">&#182;</a></h2><blockquote><p>In this section, investigate distributions of individual variables. If
you see unusual points or outliers, take a deeper look to clean things up
and prepare yourself to look at relationships between variables.</p>
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<h5 id="Employment-Status">Employment Status<a class="anchor-link" href="#Employment-Status">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">EmploymentStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Employment Status&#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;Employment Status of Loan Borrowers&#39;</span><span class="p">);</span>
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>
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<p>By excluding the status 'empolyed' and zooming the graph</p>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">EmploymentStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Employment Status&#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;Employment Status of Loan Borrowers&#39;</span><span class="p">);</span>
</pre></div>

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<blockquote><p><strong>Observation Employment Status</strong></p>
<ul>
<li>The highest number of loan borrowers are <strong>employed</strong> with <em>600K+</em> in count.</li>
<li>The people who belongs to <strong>Full-time or Self-employed or Other</strong> category are <em>few thousands</em> in count.</li>
<li>The least number of people who borrow loans are <strong>Not employed or Retired or Part-time</strong> and they are just <em>few hundreds</em> in count. </li>
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<h5 id="Stated-Monthly-Income">Stated Monthly Income<a class="anchor-link" href="#Stated-Monthly-Income">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</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">data</span><span class="o">=</span><span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">rwidth</span><span class="o">=</span><span class="mf">1.0</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">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Stated Monthly Income&#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;Stated Monthly Income of Loan Borrowers&#39;</span><span class="p">);</span>
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<blockquote><p>The distribution of stated monthly income is highly skewed to the right. We need to check about the outliers</p>
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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculating the boundry for better visulization </span>
<span class="n">smi_std</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">StatedMonthlyIncome</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
<span class="n">smi_mean</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">StatedMonthlyIncome</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">smi_boundary</span> <span class="o">=</span> <span class="n">smi_mean</span> <span class="o">+</span> <span class="n">smi_std</span> <span class="o">*</span> <span class="mi">2</span>
<span class="n">smi_std</span><span class="p">,</span> <span class="n">smi_mean</span><span class="p">,</span> <span class="n">smi_boundary</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">loan_target</span><span class="p">[</span><span class="n">loan_target</span><span class="o">.</span><span class="n">StatedMonthlyIncome</span> <span class="o">&gt;=</span> <span class="n">smi_boundary</span><span class="p">])</span>
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    <div class="prompt output_prompt">Out[19]:</div>


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<pre>(8239.943740018902, 5931.174803289824, 22411.06228332763, 651)</pre>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</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">data</span><span class="o">=</span><span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span> <span class="n">rwidth</span><span class="o">=</span><span class="mf">0.75</span><span class="p">);</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">smi_boundary</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Stated Monthly Income&#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;Stated Monthly Income of Loan Borrowers&#39;</span><span class="p">);</span>
</pre></div>

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UiSpIkapSXgfODUJPcDfkbXObCqavOxRiZJksZqlCTgncBTgMuqqsYcjyRJmpBRTgesAi43AZAkacMySkvADcA57QFCP5kq9BJBSZKWtlGSgO+14QFtkCRJG4BR7hj4FoAkm3WT9eOxRyVJksZuzj4BSXZL8g3gcuCKJBcledz4Q5MkSeM0SsfA44DXVdVOVbUT8Hrgg+MNS5IkjdsoScBDqupLUxNVdQ7wkLFFJEmSJmKUjoFXJ/lfwEfb9B/QdRSUJElL2CgtAa8AlgH/3IatgcPGGZQkSRq/OZOAqrq1qv6sqvZow5FVdetc6yU5PslNSS4fKDsmyb8nuaQNBwzMe2OS1Um+neQ5A+X7tbLVSY4aKH9kkguSrEryqSRevihJ0joY5eqAFUm2GJjeMslZI2z7BGC/IeV/V1W7t+GMts1dgYOBx7V1/iHJRkk2At4H7A/sCry0LQvw9ratXYBbgcNHiEmSJDWjnA7Yuqp+NDXRWgEePtdKVXUesHbEOA4ETq6qn1TV94DVwF5tWF1VV1fVT4GTgQOTBHgW8Om2/onAC0bclyRJYrQk4BdJdpyaSLITcF+eI/DqJJe20wVbtrLtgOsGllnTymYqfxjwo6q6e1q5JEka0ShJwJuBLyf5aJKPAucBb1zP/b0f2BnYne6ZBO9s5RmybK1H+VBJjkiyMsnKm2++ed0iliRpAzXKbYO/kGQPYB+6L9/XVtUt67OzqrpxajzJB4HPt8k1wA4Di24PXN/Gh5XfAmyRZOPWGjC4/LD9Hkd30yP23HNPn4YoSRKjtQQAbEJ3fv82YNckT1+fnSXZdmDy9+huRQxwGnBwkk2SPBLYBfg6cCGwS7sS4AF0nQdPa481/hLworb+ocBn1ycmSZL6as6WgCRvB14CXAH8ohUX3WmB2db7JPAMYOska4CjgWck2b2tfw3wSoCquiLJKcC3gLuBV1XVz9t2Xg2cBWwEHF9VV7RdvAE4OcnbgG8AHx6typIkCUa7Y+ALgMdU1U/WZcNV9dIhxTN+UVfVXwN/PaT8DOCMIeVX0109IEmS1sMopwOuBu4/7kAkSdJkjdIScCdwSZKzgXtaA6rqz8YWlSRJGrtRkoDT2iBJkjYgo1wieOIkApEkSZM1YxKQ5DJmuQFPVT1+LBFJkqSJmK0l4HkTi0KSJE3cjElAVX1/koFIkqTJGvWOgZIkaQNjEiBJUk/NmQQkeV4SkwVJkjYwo3y5HwysSvKOJI8dd0CSJGky5kwCquoPgCcC3wU+kuRrSY5IstnYo5MkSWMzUjN/Vd0OfAY4GdiW7jHAFyd5zRhjkyRJYzRKn4DnJzkV+Fe6BwntVVX7A08A/mLM8UmSpDEZ5dkBBwF/V1XnDRZW1Z1JXjGesCRJ0riN8uyAQ2aZd/b8hiNJkiZltmcH3MG9nx2QNh2gqmrzMccmSZLGaLbbBtv7X5KkDdgofQJIshGwzeDyVXXtuIKSJEnjN2cS0C4DPBq4EfhFKy7ARwlLkrSEjdIS8OfAY6rqh+MORpIkTc4oNwu6Drht3IFIkqTJmu3qgNe10auBc5KcDvxkan5VvWvMsUmSpDGa7XTA1NUB17bhAW2Ae186KEmSlqDZLhF8C0CSg6rqnwbnJTlo3IFJkqTxGqVPwBtHLJMkSUvIbH0C9gcOALZL8p6BWZsDd487MEmSNF6z9Qm4HlgJ/C5w0UD5HcBrxxmUJEkav9n6BHwT+GaST1TVzyYYkyRJmoBRbha0V5JjgJ3a8lMPEHrUOAOTJEnjNUoS8GG65v+LgJ+PNxxJkjQpoyQBt1XVmWOPRJIkTdQoScCXkvwt8M/c+46BF48tKkmSNHajJAF7t797DpQV8Kz5D0eSJE3KnElAVT1zEoFIkqTJmvOOgUkemuRdSVa24Z1JHjqJ4CRJ0viMctvg4+luEPTiNtwOfGScQUmSpPEbpU/AzlX1+wPTb0lyybgCkiRJkzFKS8BdSZ42NZHkqcBd4wtJkiRNwigtAX8CnNj6AQRYC7x8nEFJkqTxG+XqgEuAJyTZvE3fPvaoJEnS2M32KOHXzVAOQFW9a0wxSZKkCZitJeD/ApcAZ9LdKTATiUiSJE3EbEnAHsDBwHPpHh70SeDsqqpJBCZJksZrxqsDquqSqjqqqnane5LggcC3kvzuxKKTJEljM8odA5cBTwT+C7AGuGncQUmSpPGbrWPgYcBLgAcCnwZeXFUmAJIkbSBmawn4MLAt3S2DnwN8KMlpU8NcG05yfJKbklw+ULZVkhVJVrW/W7byJHlPktVJLk2yx8A6h7blVyU5dKD8SUkua+u8J1OXLUiSpJHM1jHwvj498ATgvcBJA2VH0XUuPDbJUW36DcD+wC5t2Bt4P7B3kq2Ao+keY1zARUlOq6pb2zJHAOcDZwD70V3JIEmSRjBjElBV596XDVfVeUmWTys+EHhGGz8ROIcuCTgQOKldeXB+ki2SbNuWXVFVawGSrAD2S3IOsHlVfa2VnwS8AJMAjdHyo06f2L6uOfa5E9uXpP4a5dkB82mbqroBoP19eCvfDrhuYLk1rWy28jVDyiVJ0ogmnQTMZNj5/FqP8uEbT45IsjLJyptvvnk9Q5QkacMy6STgxtbMT/s7dbXBGmCHgeW2B66fo3z7IeVDVdVxVbVnVe25bNmy+1wJSZI2BLNdIvg5Zvl1XVXrc9Og04BDgWPb388OlL86ycl0HQNvq6obkpwF/M3UVQTAvsAbq2ptkjuS7ANcABwC/P16xCNJUm/N9ewAgBcCvwZ8rE2/FLhmrg0n+SRdx76tk6yh6+V/LHBKksOBa4GD2uJnAAcAq4E7gcMA2pf9W4EL23J/NdVJkO4RxycAD6LrEGinQEmS1sGcVwckeWtVPX1g1ueSnDfXhqvqpTPMevaQZQt41QzbOR44fkj5SmC3ueKQJEnDjdInYFmSR01NJHkk4Il1SZKWuNlOB0x5LXBOkqvb9HLglWOLSJIkTcScSUBVfSHJLsBvtKKrquon4w1LkiSN2yhPEXww8D+AV1fVN4Edkzxv7JFJkqSxGqVPwEeAnwJPadNrgLeNLSJJkjQRoyQBO1fVO4CfAVTVXQy/Y58kSVpCRkkCfprkQbQbByXZGbBPgCRJS9woVwccA3wB2CHJx4Gn0m7mI0mSlq5Rrg74YpKLgH3oTgP8eVXdMvbIJEnSWI1ydcDZVfXDqjq9qj5fVbckOXsSwUmSpPGZ7QFCDwQeTHfv/y35ZWfAzYFHTCA2SZI0RrOdDnglcCTdF/5F/DIJuB1435jjkiRJYzbbA4TeDbw7yWuqysf0SpK0gRmlY+DfJ9kN2BV44ED5SeMMTJIkjdecSUCSo4Fn0CUBZwD7A18GTAIkSVrCRrlZ0IuAZwM/qKrDgCcAm4w1KkmSNHajJAF3VdUvgLuTbA7cBDxqvGFJkqRxG+WOgSuTbAF8kO4qgR8DXx9rVJIkaexG6Rj4p230A0m+AGxeVZeONyxJkjRuI90xcGq8qq6pqku9Y6AkSUufdwyUJKmnvGOgJEk95R0DJUnqqRn7BCR5cpJfm0oAkhyS5LNJ3pNkq8mFKEmSxmG2joH/CPwUIMnTgWPp7hJ4G3Dc+EOTJEnjNFufgI2qam0bfwlwXFV9BvhMkkvGH5okSRqn2VoCNkoylSQ8G/jXgXmj3GRIkiQtYrN9mX8SODfJLcBdwL8BJPl1ulMCkiRpCZvt6oC/bjcF2hb4YlVVm3U/4DWTCE6SJI3PrM36VXX+kLLvjC8cSZI0KaM8RVCSJG2ATAIkSeopkwBJknrKJECSpJ4yCZAkqadMAiRJ6imTAEmSesokQJKknjIJkCSpp0wCJEnqKZMASZJ6yiRAkqSeMgmQJKmnTAIkSeopkwBJknrKJECSpJ5akCQgyTVJLktySZKVrWyrJCuSrGp/t2zlSfKeJKuTXJpkj4HtHNqWX5Xk0IWoiyRJS9VCtgQ8s6p2r6o92/RRwNlVtQtwdpsG2B/YpQ1HAO+HLmkAjgb2BvYCjp5KHCRJ0tw2XugABhwIPKONnwicA7yhlZ9UVQWcn2SLJNu2ZVdU1VqAJCuA/YBPTjZsafKWH3X6RPZzzbHPnch+JC2MhWoJKOCLSS5KckQr26aqbgBofx/eyrcDrhtYd00rm6lckiSNYKFaAp5aVdcneTiwIslVsyybIWU1S/mvbqBLNI4A2HHHHdc1VkmSNkgL0hJQVde3vzcBp9Kd07+xNfPT/t7UFl8D7DCw+vbA9bOUD9vfcVW1Z1XtuWzZsvmsiiRJS9bEk4AkD0my2dQ4sC9wOXAaMNXD/1Dgs238NOCQdpXAPsBt7XTBWcC+SbZsHQL3bWWSJGkEC3E6YBvg1CRT+/9EVX0hyYXAKUkOB64FDmrLnwEcAKwG7gQOA6iqtUneClzYlvurqU6CkiRpbhNPAqrqauAJQ8p/CDx7SHkBr5phW8cDx893jJIk9YF3DJQkqadMAiRJ6imTAEmSesokQJKknjIJkCSpp0wCJEnqKZMASZJ6yiRAkqSeWkyPEl4QPpJVktRXtgRIktRTJgGSJPWUSYAkST1lEiBJUk+ZBEiS1FMmAZIk9ZRJgCRJPWUSIElST5kESJLUUyYBkiT1lEmAJEk9ZRIgSVJPmQRIktRTJgGSJPVU7x8lLOm+8XHc0tJlS4AkST1lEiBJUk+ZBEiS1FMmAZIk9ZRJgCRJPWUSIElST5kESJLUUyYBkiT1lDcLkrTB8MZF0rqxJUCSpJ4yCZAkqadMAiRJ6imTAEmSesokQJKknjIJkCSpp0wCJEnqKZMASZJ6ypsFSdIYeOMiLQW2BEiS1FO2BEjSBs5WCc3ElgBJknrKJECSpJ4yCZAkqaeWfJ+AJPsB7wY2Aj5UVccucEiSpEVuUv0kYHH3lVjSSUCSjYD3Ab8DrAEuTHJaVX1rYSOTJA1jJ8XFZamfDtgLWF1VV1fVT4GTgQMXOCZJkpaEJd0SAGwHXDcwvQbYe4FikSRpnU3y1MR0qaoF2/l9leQg4DlV9Ydt+mXAXlX1mmnLHQEc0SZ3Ay6faKDzb2vgloUOYh5Yj8XFeiweG0IdwHosFjtV1bJhM5Z6S8AaYIeB6e2B66cvVFXHAccBJFlZVXtOJrzx2BDqANZjsbEei8eGUAewHkvBUu8TcCGwS5JHJnkAcDBw2gLHJEnSkrCkWwKq6u4krwbOortE8PiqumKBw5IkaUlY0kkAQFWdAZyxDqscN65YJmhDqANYj8XGeiweG0IdwHoseku6Y6AkSVp/S71PgCRJWk+9SQKS7Jfk20lWJzlqoeOZLskOSb6U5MokVyT581Z+TJJ/T3JJGw4YWOeNrT7fTvKcgfIFrWuSa5Jc1uJd2cq2SrIiyar2d8tWniTvabFemmSPge0c2pZfleTQCcb/mIHX+5Iktyc5cikciyTHJ7kpyeUDZfP22id5Uju2q9u6mWA9/jbJVS3WU5Ns0cqXJ7lr4Lh8YK54Z3pNJlSPeXsfpesUfUGrx6fSdZCeVD0+NVCHa5Jc0soX5fHIzJ+xS+7/Y15V1QY/0HUa/C7wKOABwDeBXRc6rmkxbgvs0cY3A74D7AocA/zFkOV3bfXYBHhkq99Gi6GuwDXA1tPK3gEc1caPAt7exg8AzgQC7ANc0Mq3Aq5uf7ds41su0HvnB8BOS+FYAE8H9gAuH8drD3wdeEpb50xg/wnWY19g4zb+9oF6LB9cbtp2hsY702syoXrM2/sIOAU4uI1/APiTSdVj2vx3Av97MR8PZv6MXXL/H/M59KUlYNHfXriqbqiqi9v4HcCVdHdEnMmBwMlV9ZOq+h6wmq6ei7WuBwIntvETgRcMlJ9UnfOBLZJsCzwHWFFVa6vqVmAFsN+kgwaeDXy3qr4/yzKL5lhU1XnA2iHx3efXvs3bvKq+Vt0n3kkD2xp7Parqi1V1d5s8n+6+IDOaI96ZXpN5NcPxmMk6vY/ar8xnAZ9u6y9IPVocLwY+Ods2Fvp4zPIZu+T+P+ZTX5KAYbcXnu0LdkElWQ48EbigFb26NUcdP9BMNlOdFkNdC/hikovS3a0RYJuqugG6f0bg4a18MdcDuntPDH64LbVjAfP32m/XxqeXL4RX0P3SmvLIJN9Icm6S32pls8U702syKfPxPnoY8KOBxEYscHcAAAReSURBVGihjsdvATdW1aqBskV9PKZ9xm6I/x8j60sSMOy8zKK8LCLJpsBngCOr6nbg/cDOwO7ADXTNbjBznRZDXZ9aVXsA+wOvSvL0WZZdtPVo51d/F/inVrQUj8Vs1jXuRVGfJG8G7gY+3opuAHasqicCrwM+kWRzFkm8Q8zX+2ix1O+l3DtRXtTHY8hn7IyLDilbCsdjnfQlCRjp9sILLcn96d6cH6+qfwaoqhur6udV9Qvgg3RNgzBznRa8rlV1fft7E3AqXcw3tuayqWbBm9rii7YedEnMxVV1IyzNY9HM12u/hns3wU+8Pq0T1vOA/96aXGnN5z9s4xfRnT9/9BzxzvSajN08vo9uoWui3nha+cS0fb8Q+NRU2WI+HsM+Y2fZ95L7/1gffUkCFv3thdt5tQ8DV1bVuwbKtx1Y7Pf45cOPTgMOTrJJkkcCu9B1SlnQuiZ5SJLNpsbpOnNd3mKY6kV7KPDZgXoc0nri7gPc1prkzgL2TbJlay7dt5VN0r1+4Sy1YzFgXl77Nu+OJPu09+shA9sauyT7AW8Afreq7hwoX5Zkozb+KLrX/+o54p3pNRm7+XoftSToS8CL2voTrUfzX4GrquqeZvDFejxm+oydZd9L6v9jvd3XnoVLZaDr6fkduqz0zQsdz5D4nkbXdHQpcEkbDgA+ClzWyk8Dth1Y582tPt9moBfqQtaVrgfzN9twxdT+6c5fng2san+3auUB3tdivQzYc2Bbr6DrHLUaOGzC9Xgw8EPgoQNli/5Y0CUtNwA/o/tlcvh8vvbAnnRfWt8F3ku74diE6rGa7lzs1P/HB9qyv9/ea98ELgaeP1e8M70mE6rHvL2P2v/b19tr80/AJpOqRys/AfjjacsuyuPBzJ+xS+7/Yz4H7xgoSVJP9eV0gCRJmsYkQJKknjIJkCSpp0wCJEnqKZMASZJ6yiRA0jpL8mtJTk7y3STfSnJGkkfP4/afkeQ352t7koYzCZC0TtqNUE4FzqmqnatqV+BNwDbzuJtnACYB0piZBEhaV88EflZV9zwnvqouAb6c5G+TXJ7umeovgXt+1X9+atkk703y8jZ+TZK3JLm4rfMb7eEufwy8Nt3z6H8LSWOx8dyLSNK97AZcNKT8hXQPxXkCsDVwYZLzRtjeLVW1R5I/Bf6iqv4wyQeAH1fV/523qCX9ClsCJM2XpwGfrO7hODcC5wJPHmG9qQe5XAQsH1NskoYwCZC0rq4AnjSkfNijVKF77O/gZ80Dp83/Sfv7c2ydlCbKJEDSuvpXYJMkfzRVkOTJwK3AS5JslGQZ8HS6h9t8H9i1PR3vocCzR9jHHcBm8x+6pEFm3ZLWSVVVkt8D/l+So4D/BK4BjgQ2pXt6XAF/WVU/AEhyCt3T21YB3xhhN58DPp3kQOA1VfVv814RST5FUJKkvvJ0gCRJPWUSIElST5kESJLUUyYBkiT1lEmAJEk9ZRIgSVJPmQRIktRTJgGSJPXU/wcm/o97fuyAPQAAAABJRU5ErkJggg==
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<blockquote><p><strong>Observation Stated Monthly Income</strong></p>
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<li>With a boundary of mean and 2 times standard deviation, distribution of stated monthly income still has high right skewness.</li>
<li>Any how, now one can infer that the mode of data is nearly to 5000.</li>
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<h5 id="Loan-Status">Loan Status<a class="anchor-link" href="#Loan-Status">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">LoanStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Status&#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;Loan Status of Borrowers&#39;</span><span class="p">);</span>
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<blockquote><p><strong>Observation Loan Status</strong></p>
<ul>
<li>Second highest majority in Loan Status is of Completed ones in the data set.</li>
<li>In the data set, Loan Status with Current are the highest ones. </li>
<li>Chargedoff loan also have substantial amount.</li>
<li>Past due loans are categorized in several groups on the basis of length of payment delay.</li>
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<h3 id="Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">Discuss the distribution(s) of your variable(s) of interest. Were there any unusual points? Did you need to perform any transformations?<a class="anchor-link" href="#Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">&#182;</a></h3><blockquote><ul>
<li>The majority of borrowers are employed in the data set. And all other categories hold a small part of borrowers.</li>
<li>Stated Monthly Income's distribution is highly right skewed with very large range along with plenty of outliers.</li>
<li>Most of the loans lie in the category of current loans in our data set.</li>
</ul>
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<h3 id="Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">Of the features you investigated, were there any unusual distributions? Did you perform any operations on the data to tidy, adjust, or change the form of the data? If so, why did you do this?<a class="anchor-link" href="#Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">&#182;</a></h3><blockquote><ul>
<li>As our main goal is to identify the driving factors of outcome of loan, we aren't much interested in current loans, though the category of current loans hold highest portion among all categories of loan status.</li>
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<h2 id="Bivariate-Exploration">Bivariate Exploration<a class="anchor-link" href="#Bivariate-Exploration">&#182;</a></h2><blockquote><p>In this section, investigate relationships between pairs of variables in your
data. Make sure the variables that you cover here have been introduced in some
fashion in the previous section (univariate exploration).</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># All Loan Statuses except &#39;Current&#39; type</span>
<span class="n">loan_target</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">[(</span><span class="n">loan_target</span><span class="o">.</span><span class="n">LoanStatus</span> <span class="o">!=</span> <span class="s1">&#39;Current&#39;</span><span class="p">)]</span>

<span class="k">def</span> <span class="nf">to_defaulted</span><span class="p">(</span><span class="n">val</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Take any Dataframe and checks if the specific column has </span>
<span class="sd">    these values in each record, if not it will change it.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">if</span> <span class="n">val</span><span class="o">.</span><span class="n">LoanStatus</span> <span class="o">==</span> <span class="s1">&#39;Completed&#39;</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">val</span><span class="o">.</span><span class="n">LoanStatus</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;Defaulted&#39;</span>

<span class="c1"># Applying the function </span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">LoanStatus</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">to_defaulted</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">LoanStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Completed    19664
Defaulted     8613
Name: LoanStatus, dtype: int64</pre>
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<blockquote><p>After transforming dataset we have 19664 completed loans and 8613 defaulted.</p>
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<blockquote><p><strong><em>NOTE</em></strong> Extracting Top 5 Categories (ListingCategoryNumeric)</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Returning a Series containing counts of unique values (top 5) for &#39;ListingCategoryNumeric&#39; col.</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">ListingCategoryNumeric</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[:</span><span class="mi">5</span><span class="p">]</span>
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<pre>1    13986
7     5000
2     2838
3     2560
6     1262
Name: ListingCategoryNumeric, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Top 5 most frequent key pair-values of &#39;ListingCategoryNumeric&#39; col</span>
<span class="n">categories</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span> <span class="p">:</span> <span class="s1">&#39;Debt Consolidation&#39;</span><span class="p">,</span> <span class="mi">7</span> <span class="p">:</span> <span class="s1">&#39;Other&#39;</span><span class="p">,</span> <span class="mi">2</span> <span class="p">:</span> <span class="s1">&#39;Home Improvement&#39;</span><span class="p">,</span>
              <span class="mi">3</span> <span class="p">:</span> <span class="s1">&#39;Business&#39;</span><span class="p">,</span> <span class="mi">6</span> <span class="p">:</span> <span class="s1">&#39;Auto&#39;</span><span class="p">}</span>

<span class="k">def</span> <span class="nf">categorize</span><span class="p">(</span><span class="n">val</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Take any Dataframe and checks if the specific column has </span>
<span class="sd">    these values in each record, if not it will change it.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">loan_cat</span> <span class="o">=</span> <span class="n">val</span><span class="o">.</span><span class="n">ListingCategoryNumeric</span>
    <span class="k">if</span>  <span class="n">loan_cat</span> <span class="ow">in</span> <span class="n">categories</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">categories</span><span class="p">[</span><span class="n">loan_cat</span><span class="p">]</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">categories</span><span class="p">[</span><span class="mi">7</span><span class="p">]</span>

<span class="c1"># Applying the function </span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">ListingCategoryNumeric</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">categorize</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">loan_target</span><span class="o">.</span><span class="n">ListingCategoryNumeric</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Debt Consolidation    13986
Other                  7631
Home Improvement       2838
Business               2560
Auto                   1262
Name: ListingCategoryNumeric, dtype: int64</pre>
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<blockquote><p>Variable Listing Category is set up as numeric and most of the values have very low frequency, for the easier visualization so we have changed it to categorical categories and extracted only top 5 categories.</p>
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<h5 id="Loan-Status-&amp;-Prosper-Rating">Loan Status &amp; Prosper Rating<a class="anchor-link" href="#Loan-Status-&amp;-Prosper-Rating">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">ProsperRatingAlpha</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> 
             <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;ProsperRatingAlpha&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">,</span> 
             <span class="n">hue_order</span><span class="o">=</span><span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Status&#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;Loan Status &amp; Rating&#39;</span><span class="p">);</span>
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<blockquote><p><strong>Observation Loan Status &amp; Prosper Rating</strong></p>
<ul>
<li>Rating 'D' is the most frequent one in both 'Completed' and 'Defaulted' statuses.</li>
<li>Rating 'AA' is the least frequent one in both 'Completed' and 'Defaulted' statuses.</li>
</ul>
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<h5 id="Employment-Status-&amp;-Prosper-Rating">Employment Status &amp; Prosper Rating<a class="anchor-link" href="#Employment-Status-&amp;-Prosper-Rating">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">EmploymentStatus</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">9</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;ProsperRatingAlpha&#39;</span><span class="p">,</span> 
             <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">,</span> 
             <span class="n">hue_order</span><span class="o">=</span><span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Prosper Rating Alpha&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#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;Employment Status &amp; Rating&#39;</span><span class="p">);</span>
</pre></div>

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<blockquote><p><strong>Observation Employment Status &amp; Prosper Rating</strong></p>
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<li>Lower Ratings seem to have greater proportions of individuals with employment statuses 'Self-employed', 'Not employed', 'Retired' and 'Part-time'.</li>
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<h5 id="Loan-Status-&amp;-Loan-Amount">Loan Status &amp; Loan Amount<a class="anchor-link" href="#Loan-Status-&amp;-Loan-Amount">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Loan Status&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Amount&#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;Loan Status &amp; Loan Amount&#39;</span><span class="p">);</span>
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>
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<blockquote><p><strong>Loan Status &amp; Loan Amount</strong></p>
<ul>
<li>Completed credits tend to be smaller incomparison to Defaulted credits ones.</li>
<li>Loans of amount more than USD25000/- ones belong to Completed credits mostly. On the other hand, very few Defaulted credits are of amount more than USD25000/-.</li>
</ul>
</blockquote>

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<h5 id="Loan-Status-&amp;-Listing-Category">Loan Status &amp; Listing Category<a class="anchor-link" href="#Loan-Status-&amp;-Listing-Category">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Setting the order for plot</span>
<span class="n">order</span> <span class="o">=</span> <span class="n">loan_target</span><span class="o">.</span><span class="n">ListingCategoryNumeric</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>

<span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> 
             <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;ListingCategoryNumeric&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">,</span> 
             <span class="n">hue_order</span><span class="o">=</span><span class="n">order</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Loan Status&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#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;Loan Status &amp; Listing Category&#39;</span><span class="p">);</span>
</pre></div>

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>
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<blockquote><p><strong>Loan Status &amp; Listing Category</strong></p>
<ul>
<li>'Debt Consolidation' is the most frequent category of all the time in Completed credits as well as Defaulted credits.</li>
</ul>
</blockquote>

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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">Talk about some of the relationships you observed in this part of the investigation. How did the feature(s) of interest vary with other features in the dataset?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">&#182;</a></h3><blockquote><ul>
<li>In Loan status &amp; Loan amount, Completed credits tend to be smaller incomparison to Defaulted credits ones.</li>
<li>In Employment Status &amp; Rating, Lower Ratings seem to have greater proportions of individuals with employment statuses 'Self-employed', 'Not employed', 'Retired' and 'Part-time'.</li>
</ul>
</blockquote>
<h3 id="Did-you-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">Did you observe any interesting relationships between the other features (not the main feature(s) of interest)?<a class="anchor-link" href="#Did-you-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">&#182;</a></h3><blockquote><ul>
<li>Rating D is the most common in both Completed and Defaulted credits.</li>
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<h2 id="Multivariate-Exploration">Multivariate Exploration<a class="anchor-link" href="#Multivariate-Exploration">&#182;</a></h2><blockquote><p>Create plots of three or more variables to investigate your data even
further. Make sure that your investigations are justified, and follow from
your work in the previous sections.</p>
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<h5 id="Rating,-Loan-Amount-&amp;-Loan-Status">Rating, Loan Amount &amp; Loan Status<a class="anchor-link" href="#Rating,-Loan-Amount-&amp;-Loan-Status">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[29]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">15</span><span class="p">,</span> <span class="mi">8</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;ProsperRatingAlpha&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span>
           <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Rating&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Amount&#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;Rating, Loan Amount &amp; Loan Status&#39;</span><span class="p">);</span>
</pre></div>

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<blockquote><p><strong>Rating, Loan Amount &amp; Loan Status</strong></p>
<ul>
<li>Most of the defaulted credits comes from individuals with low Prosper rating.</li>
<li>Defaulted credits tend to be larger than completed ones, except the lowest ratings.</li>
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<h5 id="Listing-Category,-Loan-Amount-and-Loan-Status">Listing Category, Loan Amount and Loan Status<a class="anchor-link" href="#Listing-Category,-Loan-Amount-and-Loan-Status">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">15</span><span class="p">,</span> <span class="mi">8</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">loan_target</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;ListingCategoryNumeric&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span>
              <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Category&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Amount&#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;Category, Loan Amount &amp; Loan Status&#39;</span><span class="p">);</span>
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<blockquote><p><strong>Category, Loan Amount &amp; Loan Status</strong></p>
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<li>Debt Consolidation and Other category tend to have larger amount.</li>
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<h5 id="Relationships-between-Credit-category,-Rating-and-Status-of-Credit.">Relationships between Credit category, Rating and Status of Credit.<a class="anchor-link" href="#Relationships-between-Credit-category,-Rating-and-Status-of-Credit.">&#182;</a></h5>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plotting the Plot</span>
<span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;ProsperRatingAlpha&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s1">&#39;ListingCategoryNumeric&#39;</span><span class="p">,</span>
           <span class="n">data</span> <span class="o">=</span> <span class="n">loan_target</span><span class="p">,</span> <span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">,</span> <span class="n">col_wrap</span> <span class="o">=</span> <span class="mi">3</span><span class="p">);</span>
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<blockquote><p><strong>Rating, Category &amp; Loan Status</strong></p>
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<li>There is no substantial difference for default rates in different categories broken up by ratings. </li>
<li>There are 5 graphs in the second one has much up and downs in it other than all of them.</li>
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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">Talk about some of the relationships you observed in this part of the investigation. Were there features that strengthened each other in terms of looking at your feature(s) of interest?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">&#182;</a></h3><blockquote><ul>
<li>Most of the defaulted credits comes from individuals with low Prosper rating and Debt Consolidation ctegory along with Other category tend to have larger amount. </li>
<li>Our initial assumptions are strengthened by these outcomes. </li>
</ul>
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<h3 id="Were-there-any-interesting-or-surprising-interactions-between-features?">Were there any interesting or surprising interactions between features?<a class="anchor-link" href="#Were-there-any-interesting-or-surprising-interactions-between-features?">&#182;</a></h3><blockquote><ul>
<li>Defaulted credits for individuals with high Ratings tend to be larger than Completed credits.</li>
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