01_Goodreads.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>01_Goodreads</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 v3.3.6 (http://getbootstrap.com)
 * Copyright 2011-2015 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: thin dotted;
  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: thin dotted;
  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: thin dotted;
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
.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;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  /* 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;
}
@-moz-document url-prefix() {
  div.inner_cell {
    overflow-x: hidden;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 20ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  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-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.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 .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>


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

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

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

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

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

<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Goodreads-Exploration">Goodreads Exploration<a class="anchor-link" href="#Goodreads-Exploration">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Exploratory data analysis of book reviews on <a href="https://www.goodreads.com/">Goodreads</a></p>
<h3 id="Preliminary-Questions">Preliminary Questions<a class="anchor-link" href="#Preliminary-Questions">&#182;</a></h3><ul>
<li>Which books have the highest ratings? </li>
<li>What does the distribution of ratings look like? </li>
<li>Which have been rated the most? </li>
<li>Do older books have higher ratings and more ratings than newer books?</li>
</ul>
<h4 id="Other-Questions-to-Consider-(need-new-dataset)">Other Questions to Consider (need new dataset)<a class="anchor-link" href="#Other-Questions-to-Consider-(need-new-dataset)">&#182;</a></h4><p>More F or M users? Do F or M authors receive higher ratings/more ratings? Do F users give F authors higher ratings (compared to F-M, M-F, M-M)? Same questions for genres. Same questions for years (do F or M rate older books higher/more often)? Age (older rate books differently)? Are older people leaving more reviews?</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="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">scipy</span> <span class="k">as</span> <span class="nn">sp</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</span>
<span class="kn">import</span> <span class="nn">matplotlib.cm</span> <span class="k">as</span> <span class="nn">cm</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">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="1.-Read-Data">1. Read Data<a class="anchor-link" href="#1.-Read-Data">&#182;</a></h3><p>from CSV of 6000 books scraped from Goodreads</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;./data/goodreads.csv&quot;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
               <span class="n">names</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;rating&quot;</span><span class="p">,</span> <span class="s1">&#39;review_count&#39;</span><span class="p">,</span> <span class="s1">&#39;isbn&#39;</span><span class="p">,</span> <span class="s1">&#39;booktype&#39;</span><span class="p">,</span><span class="s1">&#39;author_url&#39;</span><span class="p">,</span> <span class="s1">&#39;year&#39;</span><span class="p">,</span> 
                      <span class="s1">&#39;genre_urls&#39;</span><span class="p">,</span> <span class="s1">&#39;dir&#39;</span><span class="p">,</span><span class="s1">&#39;rating_count&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">],</span>
<span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[2]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4.40</td>
      <td>136455</td>
      <td>0439023483</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/153394.S...</td>
      <td>2008.0</td>
      <td>/genres/young-adult|/genres/science-fiction|/g...</td>
      <td>dir01/2767052-the-hunger-games.html</td>
      <td>2958974</td>
      <td>The Hunger Games (The Hunger Games, #1)</td>
    </tr>
    <tr>
      <th>1</th>
      <td>4.41</td>
      <td>16648</td>
      <td>0439358078</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/1077326....</td>
      <td>2003.0</td>
      <td>/genres/fantasy|/genres/young-adult|/genres/fi...</td>
      <td>dir01/2.Harry_Potter_and_the_Order_of_the_Phoe...</td>
      <td>1284478</td>
      <td>Harry Potter and the Order of the Phoenix (Har...</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3.56</td>
      <td>85746</td>
      <td>0316015849</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/941441.S...</td>
      <td>2005.0</td>
      <td>/genres/young-adult|/genres/fantasy|/genres/ro...</td>
      <td>dir01/41865.Twilight.html</td>
      <td>2579564</td>
      <td>Twilight (Twilight, #1)</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4.23</td>
      <td>47906</td>
      <td>0061120081</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/1825.Har...</td>
      <td>1960.0</td>
      <td>/genres/classics|/genres/fiction|/genres/histo...</td>
      <td>dir01/2657.To_Kill_a_Mockingbird.html</td>
      <td>2078123</td>
      <td>To Kill a Mockingbird</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4.23</td>
      <td>34772</td>
      <td>0679783261</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/1265.Jan...</td>
      <td>1813.0</td>
      <td>/genres/classics|/genres/fiction|/genres/roman...</td>
      <td>dir01/1885.Pride_and_Prejudice.html</td>
      <td>1388992</td>
      <td>Pride and Prejudice</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[3]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(6000, 10)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>df contains 6000 rows and 10 columns. Each row shows aggregate information for 1 book, including the average rating, total number of reviews, genre(s), and year published.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="2.-Cleaning-and-Prep">2. Cleaning and Prep<a class="anchor-link" href="#2.-Cleaning-and-Prep">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="a.-Remove-rows-with-null-values">a. Remove rows with null values<a class="anchor-link" href="#a.-Remove-rows-with-null-values">&#182;</a></h4><p>After further exploration of <strong>booktype</strong>, I found that there were some rows containing None and null values. These should be removed from my analysis.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;booktype&quot;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;good_reads:book&quot;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[3]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3643</th>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>dir37/9658936-harry-potter.html</td>
      <td>None</td>
      <td>None</td>
    </tr>
    <tr>
      <th>5282</th>
      <td>NaN</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>None</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>dir53/113138.The_Winner.html</td>
      <td>None</td>
      <td>None</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># remove null rows</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;isbn&quot;</span><span class="p">]</span> <span class="o">!=</span> <span class="s2">&quot;None&quot;</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[60]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(5998, 10)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The data frame now contains 5998 rows after removing the 2 null rows.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="b.-Remove-rows-with-null-years">b. Remove rows with null years<a class="anchor-link" href="#b.-Remove-rows-with-null-years">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">year</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[4]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(5993, 10)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Removing the null years removes an additional 5 rows.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="c.-Convert-data-types">c. Convert data types<a class="anchor-link" href="#c.-Convert-data-types">&#182;</a></h4><p>We can now convert year to an int and will also convert counts to int.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;year&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;year&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;review_count&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;review_count&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;rating_count&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;rating_count&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="d.-Remove-books-with-0-reviews">d. Remove books with 0 reviews<a class="anchor-link" href="#d.-Remove-books-with-0-reviews">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;review_count&quot;</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[8]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(5985, 10)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>That removed another 8 rows.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="3.-Querying-and-Initial-Exploration">3. Querying and Initial Exploration<a class="anchor-link" href="#3.-Querying-and-Initial-Exploration">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="a.-Explore-rating-distributions">a. Explore rating distributions<a class="anchor-link" href="#a.-Explore-rating-distributions">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[47]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAcwAAAFXCAYAAAAven4GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[61]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>4.041191311612362</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">):</span>
    <span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">);</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">bottom</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeoAAAFJCAYAAABU5W56AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Most of the ratings are just above 4 — the mean is 4.04. <br>What is the percentage of ratings above/below 4. How many are less than 3? How many are a perfect 5?</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[66]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span> <span class="o">&gt;</span> <span class="mi">4</span><span class="p">)</span> <span class="o">/</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[66]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.56274018379281532</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[39]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>4</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span> <span class="o">==</span> <span class="mi">5</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[40]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>3</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="b.-Books-with-the-highest/lowest-ratings">b. Books with the highest/lowest ratings<a class="anchor-link" href="#b.-Books-with-the-highest/lowest-ratings">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Lowest</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[22]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>rating                                                          2
review_count                                                  368
isbn                                                   0983650322
booktype                                          good_reads:book
author_url      https://www.goodreads.com/author/show/9414.Vic...
year                                                         2011
genre_urls      /genres/young-adult|/genres/science-fiction|/g...
dir                            dir38/12393909-revealing-eden.html
rating_count                                                  688
name                         Revealing Eden (Save the Pearls, #1)
Name: 3738, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Highest</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;rating&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[23]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>rating                                                          5
review_count                                                   28
isbn                                                          NaN
booktype                                          good_reads:book
author_url      https://www.goodreads.com/author/show/6467808....
year                                                         2014
genre_urls                       /genres/poetry|/genres/childrens
dir                dir18/22204746-an-elephant-is-on-my-house.html
rating_count                                                   64
name                                   An Elephant Is On My House
Name: 1718, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Only 4 books in the sample have average ratings under 3. The lowest rated book is <em>Revealing Eden</em>. Also in the bottom 4, no surprise, is Hitler's <em>Mein Kampf</em>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[24]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;rating &lt; 3&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[24]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2609</th>
      <td>2.90</td>
      <td>8</td>
      <td>NaN</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/7707820....</td>
      <td>2013</td>
      <td>/genres/romance|/genres/realistic-fiction|/gen...</td>
      <td>dir27/19546932-how-to-be-a-perfect-girl.html</td>
      <td>31</td>
      <td>How To Be A Perfect Girl</td>
    </tr>
    <tr>
      <th>3738</th>
      <td>2.00</td>
      <td>368</td>
      <td>0983650322</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/9414.Vic...</td>
      <td>2011</td>
      <td>/genres/young-adult|/genres/science-fiction|/g...</td>
      <td>dir38/12393909-revealing-eden.html</td>
      <td>688</td>
      <td>Revealing Eden (Save the Pearls, #1)</td>
    </tr>
    <tr>
      <th>5844</th>
      <td>2.97</td>
      <td>1399</td>
      <td>0395083621</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/30691.Ad...</td>
      <td>1925</td>
      <td>/genres/history|/genres/non-fiction|/genres/bi...</td>
      <td>dir59/54270.Mein_Kampf.html</td>
      <td>12417</td>
      <td>Mein Kampf</td>
    </tr>
    <tr>
      <th>5979</th>
      <td>2.77</td>
      <td>800</td>
      <td>0060988649</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/7025.Gre...</td>
      <td>2001</td>
      <td>/genres/fantasy|/genres/fiction|/genres/myster...</td>
      <td>dir60/24929.Lost.html</td>
      <td>11128</td>
      <td>Lost</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>3 books have a perfect rating of 5. These have very low review counts.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s2">&quot;rating == 5&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[25]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1718</th>
      <td>5.0</td>
      <td>28</td>
      <td>NaN</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/6467808....</td>
      <td>2014</td>
      <td>/genres/poetry|/genres/childrens</td>
      <td>dir18/22204746-an-elephant-is-on-my-house.html</td>
      <td>64</td>
      <td>An Elephant Is On My House</td>
    </tr>
    <tr>
      <th>2145</th>
      <td>5.0</td>
      <td>3</td>
      <td>1300589469</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/6906561....</td>
      <td>2012</td>
      <td>NaN</td>
      <td>dir22/17287259-a-book-about-absolutely-nothing...</td>
      <td>63</td>
      <td>A Book About Absolutely Nothing.</td>
    </tr>
    <tr>
      <th>5564</th>
      <td>5.0</td>
      <td>9</td>
      <td>NaN</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/7738947....</td>
      <td>2014</td>
      <td>/genres/romance|/genres/new-adult</td>
      <td>dir56/21902777-untainted.html</td>
      <td>14</td>
      <td>Untainted (Photographer Trilogy, #3)</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>There is only 1 book with a rating &gt; 4.75 and more than 1000 reviews - <em>Words of Radiance</em>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[(</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span> <span class="o">&gt;</span> <span class="mf">4.75</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span> <span class="o">&gt;</span> <span class="mi">1000</span><span class="p">)]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[26]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1595</th>
      <td>4.76</td>
      <td>3361</td>
      <td>0765326361</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/38550.Br...</td>
      <td>2014</td>
      <td>/genres/fantasy|/genres/fantasy|/genres/epic-f...</td>
      <td>dir16/17332218-words-of-radiance.html</td>
      <td>32304</td>
      <td>Words of Radiance (The Stormlight Archive, #2)</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="c.-Oldest-book">c. Oldest book<a class="anchor-link" href="#c.-Oldest-book">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmin</span><span class="p">()]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[27]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>rating                                                        3.6
review_count                                                 1644
isbn                                                   0141026286
booktype                                          good_reads:book
author_url      https://www.goodreads.com/author/show/5158478....
year                                                        -1500
genre_urls      /genres/religion|/genres/literature|/genres/an...
dir                        dir14/19351.The_Epic_of_Gilgamesh.html
rating_count                                                42026
name                                        The Epic of Gilgamesh
Name: 1398, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>The book <em>The Epic of Gilgamesh</em> is the oldest book in the sample, from 1644.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="d.-Most-reviews">d. Most reviews<a class="anchor-link" href="#d.-Most-reviews">&#182;</a></h4>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAdMAAAFXCAYAAAD536RjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[44]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[44]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>2377.5049289891394</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Most books have around 2000 reviews. Only a few outliers have more than 100,000.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;review_count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">idxmax</span><span class="p">()]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[30]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>rating                                                        4.4
review_count                                               136455
isbn                                                   0439023483
booktype                                          good_reads:book
author_url      https://www.goodreads.com/author/show/153394.S...
year                                                         2008
genre_urls      /genres/young-adult|/genres/science-fiction|/g...
dir                           dir01/2767052-the-hunger-games.html
rating_count                                              2958974
name                      The Hunger Games (The Hunger Games, #1)
Name: 0, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><em>The Hunger Games (#1)</em> is the most reviewed book in the sample.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span> <span class="o">&gt;</span> <span class="mi">80000</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[35]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>rating</th>
      <th>review_count</th>
      <th>isbn</th>
      <th>booktype</th>
      <th>author_url</th>
      <th>year</th>
      <th>genre_urls</th>
      <th>dir</th>
      <th>rating_count</th>
      <th>name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>4.40</td>
      <td>136455</td>
      <td>0439023483</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/153394.S...</td>
      <td>2008</td>
      <td>/genres/young-adult|/genres/science-fiction|/g...</td>
      <td>dir01/2767052-the-hunger-games.html</td>
      <td>2958974</td>
      <td>The Hunger Games (The Hunger Games, #1)</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3.56</td>
      <td>85746</td>
      <td>0316015849</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/941441.S...</td>
      <td>2005</td>
      <td>/genres/young-adult|/genres/fantasy|/genres/ro...</td>
      <td>dir01/41865.Twilight.html</td>
      <td>2579564</td>
      <td>Twilight (Twilight, #1)</td>
    </tr>
    <tr>
      <th>26</th>
      <td>4.43</td>
      <td>112279</td>
      <td>0525478817</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/1406384....</td>
      <td>2012</td>
      <td>/genres/young-adult|/genres/book-club|/genres/...</td>
      <td>dir01/11870085-the-fault-in-our-stars.html</td>
      <td>1150626</td>
      <td>The Fault in Our Stars</td>
    </tr>
    <tr>
      <th>43</th>
      <td>4.34</td>
      <td>82098</td>
      <td>0062024035</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/4039811....</td>
      <td>2011</td>
      <td>/genres/young-adult|/genres/science-fiction|/g...</td>
      <td>dir01/13335037-divergent.html</td>
      <td>1127983</td>
      <td>Divergent (Divergent, #1)</td>
    </tr>
    <tr>
      <th>571</th>
      <td>3.94</td>
      <td>87076</td>
      <td>0307588378</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/2383.Gil...</td>
      <td>2012</td>
      <td>/genres/fiction|/genres/mystery|/genres/book-c...</td>
      <td>dir06/19288043-gone-girl.html</td>
      <td>682110</td>
      <td>Gone Girl</td>
    </tr>
    <tr>
      <th>1841</th>
      <td>4.03</td>
      <td>83643</td>
      <td>0439023513</td>
      <td>good_reads:book</td>
      <td>https://www.goodreads.com/author/show/153394.S...</td>
      <td>2010</td>
      <td>/genres/young-adult|/genres/science-fiction|/g...</td>
      <td>dir19/7260188-mockingjay.html</td>
      <td>1316704</td>
      <td>Mockingjay (The Hunger Games, #3)</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>There are 6 books that have more than 80,000 reviews. <em>The Fault in Our Stars</em> has the 2nd most reviews and released later than the most reviewed.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="4.-Visualization">4. Visualization<a class="anchor-link" href="#4.-Visualization">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">meanrat</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">):</span>
    <span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">);</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">bottom</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">meanrat</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mf">0.75</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Mean&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;average rating of book&quot;</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="s2">&quot;counts&quot;</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="s2">&quot;Ratings Histogram&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAFlCAYAAAAH0PriAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">40000</span><span class="p">,</span> <span class="mi">400</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYEAAAD8CAYAAACRkhiPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Rescale x-axis to be logarithmic to more easily see structure</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[93]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">review_count</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xscale</span><span class="p">(</span><span class="s2">&quot;log&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeoAAAFOCAYAAABJ4F7CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Another way to show</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[100]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">rating_count</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAe8AAAFJCAYAAACyzKU+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Scatterplot in matplotlib of rating against year. By setting the alpha transparency low we can how the density of highly rated books on goodreads has changed.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[98]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">year</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">rating</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=.</span><span class="mi">08</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">1900</span><span class="p">,</span><span class="mi">2015</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="s2">&quot;Year&quot;</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="s2">&quot;Rating&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAe8AAAFXCAYAAACLEMbVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Numpy-Arrays">Numpy Arrays<a class="anchor-link" href="#Numpy-Arrays">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[101]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alist</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[102]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alist</span> <span class="o">+</span> <span class="n">alist</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[102]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[1, 2, 3, 4, 5, 1, 2, 3, 4, 5]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[103]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">alist</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">alist</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[103]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([ 2,  4,  6,  8, 10])</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[105]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">alist</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[105]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([ 1,  4,  9, 16, 25])</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[107]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>
<span class="n">b</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="o">+</span><span class="n">b</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[ 2  4  6  8 10]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[108]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span><span class="o">+</span><span class="mi">1</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[108]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([2, 3, 4, 5, 6])</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[110]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">a</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[2 3 4 5 6]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="All-Together---Hamlet">All Together - Hamlet<a class="anchor-link" href="#All-Together---Hamlet">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Access Hamlet word by word - there are roughly 32,000 words in Hamlet</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;./data/hamlet.txt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">hamletfile</span><span class="p">:</span>
    <span class="n">hamlettext</span><span class="o">=</span><span class="n">hamletfile</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">hamlettokens</span><span class="o">=</span><span class="n">hamlettext</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">hamlettokens</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>31659
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hamletlctokens</span><span class="o">=</span><span class="p">[</span><span class="n">word</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">hamlettokens</span><span class="p">]</span>
<span class="n">hamletlctokens</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="s2">&quot;thou&quot;</span><span class="p">)</span>
</pre></div>

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

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


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


<div class="output_text output_subarea output_execute_result">
<pre>95</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Find a unique set of words using python's 'set' data structure</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">uniquelctokens</span><span class="o">=</span><span class="nb">set</span><span class="p">(</span><span class="n">hamletlctokens</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tokendict</span><span class="o">=</span><span class="p">{}</span>
<span class="k">for</span> <span class="n">ut</span> <span class="ow">in</span> <span class="n">uniquelctokens</span><span class="p">:</span>
    <span class="n">tokendict</span><span class="p">[</span><span class="n">ut</span><span class="p">]</span><span class="o">=</span><span class="n">hamletlctokens</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">ut</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tokendict</span><span class="p">[</span><span class="s1">&#39;the&#39;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[49]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>1136</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Find the 15 most used words</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[51]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">freqwords</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tokendict</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="o">-</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">])[:</span><span class="mi">15</span><span class="p">]</span>
<span class="n">freqwords</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[51]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;the&#39;, 1136),
 (&#39;and&#39;, 943),
 (&#39;to&#39;, 720),
 (&#39;of&#39;, 667),
 (&#39;a&#39;, 527),
 (&#39;my&#39;, 512),
 (&#39;i&#39;, 510),
 (&#39;in&#39;, 420),
 (&#39;you&#39;, 412),
 (&#39;ham.&#39;, 358),
 (&#39;that&#39;, 337),
 (&#39;it&#39;, 324),
 (&#39;is&#39;, 320),
 (&#39;his&#39;, 295),
 (&#39;not&#39;, 270)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[64]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pos</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">freqwords</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">freqwords</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">pos</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">freqwords</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYEAAAD8CAYAAACRkhiPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

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