NoShowApp.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>NoShowApp</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Project:-No-show-Appointments-Data-Analysis">Project: No-show Appointments Data Analysis<a class="anchor-link" href="#Project:-No-show-Appointments-Data-Analysis">&#182;</a></h1><h2 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h2><ul>
<li><a href="#intro">Introduction</a></li>
<li><a href="#wrangling">Data Wrangling</a></li>
<li><a href="#eda">Exploratory Data Analysis</a></li>
<li><a href="#conclusions">Conclusions</a></li>
<li><a href="#ref">References</a></li>
</ul>
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<p><a id='intro'></a></p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><blockquote><p>Having a biomedical background and working for a pharmaceutical company, I am always very interested in the healthcare, so here I choose this dataset, no-show appointments (Reference 1) for my data analysis project.</p>
<p>In this dataset, there are 110527 observations (a medical appointment per record) and 14 variables including 1 dependent variable, a patient shows up to his/her appointment or not, and 13 independent variables with patients' characteristics. The following table describles the variable names with their definition. For the variable, Scholarship, means whether a patient enrolls in Brasilian welfare program or not. For more details about the program, you can learn more in the reference 2.</p>
</blockquote>
<table>
<thead><tr>
<th>Variable Name</th>
<th>Definition</th>
</tr>
</thead>
<tbody>
<tr>
<td>PatientId</td>
<td>Identification of a patient</td>
</tr>
<tr>
<td>AppointmentID</td>
<td>Identification of each appointment</td>
</tr>
<tr>
<td>Gender</td>
<td>M = Male; F = Female</td>
</tr>
<tr>
<td>ScheduledDay</td>
<td>The Date of patient set up their appointment.</td>
</tr>
<tr>
<td>AppointmentDay</td>
<td>The Date of the appointment</td>
</tr>
<tr>
<td>Age</td>
<td>The age of the patient</td>
</tr>
<tr>
<td>Neighbourhood</td>
<td>The location of the hospital</td>
</tr>
<tr>
<td>Scholarship</td>
<td>Indicates whether or not the patient was enrolled in Brasilian welfare program (Reference 2)</td>
</tr>
<tr>
<td>Hipertension</td>
<td>0: non-hypertension 1: hypertension</td>
</tr>
<tr>
<td>Diabetes</td>
<td>0: non-diabetes 1: diabetes</td>
</tr>
<tr>
<td>Alcoholism</td>
<td>0: non-alcoholic 1: alcoholic</td>
</tr>
<tr>
<td>Handcap</td>
<td>0: False 1: True</td>
</tr>
<tr>
<td>SMS_received</td>
<td>0: did not send any message to the patient  1: 1 or more messages sent to the patient</td>
</tr>
<tr>
<td>No-show</td>
<td>'Yes': the patient did not show up to their appointment ‘No’: the patient showed up.</td>
</tr>
</tbody>
</table>
<blockquote><p>Based on the above table, the question I am interested in is</p>
</blockquote>
<p><strong>What are the characteristics that a patient who shows up for his/her scheduled appointment demonstrate?</strong></p>
<blockquote><p>I will perform a exploratory data analysis to answer this question. Before loading the dataset, I install the following libraries I will use in the project.</p>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Install the libraries for this analysis</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">stats</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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<p><a id='wrangling'></a></p>
<h2 id="Data-Wrangling">Data Wrangling<a class="anchor-link" href="#Data-Wrangling">&#182;</a></h2><h3 id="General-Properties">General Properties<a class="anchor-link" href="#General-Properties">&#182;</a></h3><blockquote><p>I load the No-show dataset into the Jupyter notebook and take a look at the first 5 rows to get a sense of the values for each variable and then I check the numbers of rows, columns, missing values and data types.</p>
</blockquote>

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<div class="prompt input_prompt">In&nbsp;[276]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load the dataset</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="s1">&#39;noshowappointments-kagglev2-may-2016.csv&#39;</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[277]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Take a look at the first 5 rows</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[277]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
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      <th>PatientId</th>
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      <th>Gender</th>
      <th>ScheduledDay</th>
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      <td>2.987250e+13</td>
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      <td>2016-04-29T18:38:08Z</td>
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    <tr>
      <th>2</th>
      <td>4.262962e+12</td>
      <td>5642549</td>
      <td>F</td>
      <td>2016-04-29T16:19:04Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>62</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.679512e+11</td>
      <td>5642828</td>
      <td>F</td>
      <td>2016-04-29T17:29:31Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>8</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
    <tr>
      <th>4</th>
      <td>8.841186e+12</td>
      <td>5642494</td>
      <td>F</td>
      <td>2016-04-29T16:07:23Z</td>
      <td>2016-04-29T00:00:00Z</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find the numbers of rows and columns</span>
<span class="n">df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(110527, 14)</pre>
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<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 110527 entries, 0 to 110526
Data columns (total 14 columns):
PatientId         110527 non-null float64
AppointmentID     110527 non-null int64
Gender            110527 non-null object
ScheduledDay      110527 non-null object
AppointmentDay    110527 non-null object
Age               110527 non-null int64
Neighbourhood     110527 non-null object
Scholarship       110527 non-null int64
Hipertension      110527 non-null int64
Diabetes          110527 non-null int64
Alcoholism        110527 non-null int64
Handcap           110527 non-null int64
SMS_received      110527 non-null int64
No-show           110527 non-null object
dtypes: float64(1), int64(8), object(5)
memory usage: 11.8+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find missing values in each column</span>
<span class="n">df</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>PatientId         0
AppointmentID     0
Gender            0
ScheduledDay      0
AppointmentDay    0
Age               0
Neighbourhood     0
Scholarship       0
Hipertension      0
Diabetes          0
Alcoholism        0
Handcap           0
SMS_received      0
No-show           0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find distributions for continuous variables, Age</span>
<span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PatientId</th>
      <th>AppointmentID</th>
      <th>Age</th>
      <th>Scholarship</th>
      <th>Hipertension</th>
      <th>Diabetes</th>
      <th>Alcoholism</th>
      <th>Handcap</th>
      <th>SMS_received</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.105270e+05</td>
      <td>1.105270e+05</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
      <td>110527.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>1.474963e+14</td>
      <td>5.675305e+06</td>
      <td>37.088874</td>
      <td>0.098266</td>
      <td>0.197246</td>
      <td>0.071865</td>
      <td>0.030400</td>
      <td>0.022248</td>
      <td>0.321026</td>
    </tr>
    <tr>
      <th>std</th>
      <td>2.560949e+14</td>
      <td>7.129575e+04</td>
      <td>23.110205</td>
      <td>0.297675</td>
      <td>0.397921</td>
      <td>0.258265</td>
      <td>0.171686</td>
      <td>0.161543</td>
      <td>0.466873</td>
    </tr>
    <tr>
      <th>min</th>
      <td>3.921784e+04</td>
      <td>5.030230e+06</td>
      <td>-1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>4.172614e+12</td>
      <td>5.640286e+06</td>
      <td>18.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>3.173184e+13</td>
      <td>5.680573e+06</td>
      <td>37.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>9.439172e+13</td>
      <td>5.725524e+06</td>
      <td>55.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>9.999816e+14</td>
      <td>5.790484e+06</td>
      <td>115.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>4.000000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
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<blockquote><p>Luckily, there is no missing values in each column. The data type of ScheduledDay and AppointmentDay are all string. I will convert them to the dates in the next session. In the describe table, the minimum value of Age is -1 which does not make any senses. I will check how many rows with this value and see if I need to remove them from the dataset. Also, I found that the maximum value of Handcap is 4, but in the defintion, the values are True (1) or False (0). I am curious what other values that this variable has.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check the values for Handcap</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;Handcap&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    108286
1      2042
2       183
3        13
4         3
Name: Handcap, dtype: int64</pre>
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<blockquote><p>There are 5 groups in this variable and I am not sure about what this means, so I will exclude this variable from this analysis.</p>
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<h3 id="Data-Cleaning">Data Cleaning<a class="anchor-link" href="#Data-Cleaning">&#182;</a></h3><blockquote><p>After checking the properties in the previous session, in this session, I would like to clean the dataset and prepare for exploratory data analysis. First, I convert ScheduledDay and AppointmentDay from string to time format, and label them into the weekdays. Second, the minimum of age is -1 which does not make any senses. I will find how many age is equal to -1 and if not much, I treat them as outliers (error) and delete them from the dataset.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1.1 Convert ScheduledDay from string to time format and label to weekdays</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;Sched_Week&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;ScheduledDay&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">.</span><span class="n">weekday</span><span class="p">())</span>
<span class="n">dmap</span> <span class="o">=</span> <span class="p">{</span><span class="mi">0</span><span class="p">:</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span><span class="mi">1</span><span class="p">:</span><span class="s1">&#39;Tue&#39;</span><span class="p">,</span><span class="mi">2</span><span class="p">:</span><span class="s1">&#39;Wed&#39;</span><span class="p">,</span><span class="mi">3</span><span class="p">:</span><span class="s1">&#39;Thu&#39;</span><span class="p">,</span><span class="mi">4</span><span class="p">:</span><span class="s1">&#39;Fri&#39;</span><span class="p">,</span><span class="mi">5</span><span class="p">:</span><span class="s1">&#39;Sat&#39;</span><span class="p">,</span><span class="mi">6</span><span class="p">:</span><span class="s1">&#39;Sun&#39;</span><span class="p">}</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;Sched_Weekf&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Sched_Week&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">dmap</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 1.2 Convert AppointmentDay from strings to time format and label to weekdays</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;AppointmentDay&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;AppointmentDay&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;App_Week&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;AppointmentDay&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="o">.</span><span class="n">weekday</span><span class="p">())</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;App_Weekf&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;App_Week&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">dmap</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Confirm the conversion</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 110527 entries, 0 to 110526
Data columns (total 18 columns):
PatientId         110527 non-null float64
AppointmentID     110527 non-null int64
Gender            110527 non-null object
ScheduledDay      110527 non-null datetime64[ns]
AppointmentDay    110527 non-null datetime64[ns]
Age               110527 non-null int64
Neighbourhood     110527 non-null object
Scholarship       110527 non-null int64
Hipertension      110527 non-null int64
Diabetes          110527 non-null int64
Alcoholism        110527 non-null int64
Handcap           110527 non-null int64
SMS_received      110527 non-null int64
No-show           110527 non-null object
Sched_Week        110527 non-null int64
Sched_Weekf       110527 non-null object
App_Week          110527 non-null int64
App_Weekf         110527 non-null object
dtypes: datetime64[ns](2), float64(1), int64(10), object(5)
memory usage: 15.2+ MB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 2. Find Age = -1 and how many of it</span>
<span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Age == -1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">Age</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>-1    1
Name: Age, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Remove Age = -1 from the dataset and check the change in the number of observations</span>
<span class="n">df2</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Age &gt;= 0&#39;</span><span class="p">)</span>
<span class="n">df2</span><span class="o">.</span><span class="n">shape</span>
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<pre>(110526, 18)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 3. Remove Handcap</span>
<span class="n">df2</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Handcap&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PatientId</th>
      <th>AppointmentID</th>
      <th>Gender</th>
      <th>ScheduledDay</th>
      <th>AppointmentDay</th>
      <th>Age</th>
      <th>Neighbourhood</th>
      <th>Scholarship</th>
      <th>Hipertension</th>
      <th>Diabetes</th>
      <th>Alcoholism</th>
      <th>SMS_received</th>
      <th>No-show</th>
      <th>Sched_Week</th>
      <th>Sched_Weekf</th>
      <th>App_Week</th>
      <th>App_Weekf</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2.987250e+13</td>
      <td>5642903</td>
      <td>F</td>
      <td>2016-04-29 18:38:08</td>
      <td>2016-04-29</td>
      <td>62</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
      <td>4</td>
      <td>Fri</td>
      <td>4</td>
      <td>Fri</td>
    </tr>
    <tr>
      <th>1</th>
      <td>5.589978e+14</td>
      <td>5642503</td>
      <td>M</td>
      <td>2016-04-29 16:08:27</td>
      <td>2016-04-29</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
      <td>4</td>
      <td>Fri</td>
      <td>4</td>
      <td>Fri</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.262962e+12</td>
      <td>5642549</td>
      <td>F</td>
      <td>2016-04-29 16:19:04</td>
      <td>2016-04-29</td>
      <td>62</td>
      <td>MATA DA PRAIA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
      <td>4</td>
      <td>Fri</td>
      <td>4</td>
      <td>Fri</td>
    </tr>
    <tr>
      <th>3</th>
      <td>8.679512e+11</td>
      <td>5642828</td>
      <td>F</td>
      <td>2016-04-29 17:29:31</td>
      <td>2016-04-29</td>
      <td>8</td>
      <td>PONTAL DE CAMBURI</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
      <td>4</td>
      <td>Fri</td>
      <td>4</td>
      <td>Fri</td>
    </tr>
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      <th>4</th>
      <td>8.841186e+12</td>
      <td>5642494</td>
      <td>F</td>
      <td>2016-04-29 16:07:23</td>
      <td>2016-04-29</td>
      <td>56</td>
      <td>JARDIM DA PENHA</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>No</td>
      <td>4</td>
      <td>Fri</td>
      <td>4</td>
      <td>Fri</td>
    </tr>
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<blockquote><p>After finishing above 3 steps, the dataset is ready for exploratory data analysis.</p>
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<p><a id='eda'></a></p>
<h2 id="Exploratory-Data-Analysis">Exploratory Data Analysis<a class="anchor-link" href="#Exploratory-Data-Analysis">&#182;</a></h2><blockquote><p>Here, I relist the question I asked in the introduction session.</p>
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<h3 id="What-are-the-characteristics-that-a-patient-who-shows-up-for-his/her-scheduled-appointment-demonstrate?">What are the characteristics that a patient who shows up for his/her scheduled appointment demonstrate?<a class="anchor-link" href="#What-are-the-characteristics-that-a-patient-who-shows-up-for-his/her-scheduled-appointment-demonstrate?">&#182;</a></h3>
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<h4 id="1.-Analyze-binomial-variable-by-using-2-*-2-table-method">1. Analyze binomial variable by using 2 * 2 table method<a class="anchor-link" href="#1.-Analyze-binomial-variable-by-using-2-*-2-table-method">&#182;</a></h4><blockquote><p>I would like to take a look at binomial variables. There are 6 binomial variables in this dataset: Gender, Scholarship, Hipertension, Diabetes, Alcoholism, and SMS_received. I will perform the same method to these variables. First, I find the count and proportion in each group of a binomial variable and no-show, create a 2 <em> 2 table, and calculate raletive risk and odds ratio. There is a article about interpreting the result in 2</em>2 groups (Reference 3).</p>
<p>Here, I am using Gender * No-Show as an example:</p>
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<table>
<thead><tr>
<th>Gender/App</th>
<th>No-Show (Yes)</th>
<th>Show (No)</th>
<th>Tot 2</th>
</tr>
</thead>
<tbody>
<tr>
<td>Female</td>
<td>a</td>
<td>b</td>
<td>a+b</td>
</tr>
<tr>
<td>Male</td>
<td>c</td>
<td>d</td>
<td>c+d</td>
</tr>
<tr>
<td>Tot 1</td>
<td>a+c</td>
<td>b+d</td>
<td>n</td>
</tr>
</tbody>
</table>
<blockquote><p>Definitions:
Risk describes the probability of No show<br>
P0 = probability of No-show (Yes) for males<br>
P1 = probability of No-show (Yes) for females<br>
P0 = c / (c + d)<br>
P1 = a / (a + b)<br>
Risk difference: RD = P1 – P0</p>
<p>Relative risk: RR = P1/P0<br>
O0 = odds for males: O0= P0/(1 – P0)<br>
O1 = odds for females: O1= P1/(1 – P1)<br>
OR = odds ratio = O1 / O0 = (P1 / [1 – P1]) / P0 / [1 – P0]) = (a x d) / (b x c)<br>
If (a + c)/n is “small,” RR and OR have similar values.</p>
<p>A relative risk of 1 (RR = 1) means that females and males have the same risk of No-show. 
If RR is greater than 1, this means that female have a higher risk than males.<br>
If RR = 1.5, this means that the risk of females is 50% greater than that of males.<br>
If RR = 2, this means that the risk is doubled.<br>
If RR = 0.5, this means that females only have half the risk of males. This can also be referred to as a “protective factor.” It is important to bear in mind which groups are used as reference.<br>
Odds ratio (OR) is used as a measure of association. The odds ratio is the quotient of the chances (odds) of a disease (cure) for persons with or without exposure (therapy). Here, it's no-show for females or males.</p>
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<h5 id="a.-Gender-by-No-Show">a. Gender by No-Show<a class="anchor-link" href="#a.-Gender-by-No-Show">&#182;</a></h5><blockquote><p>From the count, apparently, the number of females is way more than the number of males, so I calculate the No-show and show percentages in females and males separately.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The count in each group of gender and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  Gender
No       F         57245
         M         30962
Yes      F         14594
         M          7725
Name: Gender, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each gender group</span>
<span class="n">sex_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Gender&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">sex_app_tb</span>
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      <th>No-show</th>
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      <th>F</th>
      <td>0.796851</td>
      <td>0.203149</td>
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      <th>M</th>
      <td>0.800321</td>
      <td>0.199679</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">RR</span> <span class="o">=</span> <span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;F&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;M&#39;</span><span class="p">]</span>
<span class="n">RR</span>
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<pre>1.017373986806438</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for males and females</span>
<span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sex_app_tb</span>
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      <th>No-show</th>
      <th>No</th>
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      <th>Odds</th>
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      <th>Gender</th>
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      <th>F</th>
      <td>0.796851</td>
      <td>0.203149</td>
      <td>0.161879</td>
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      <th>M</th>
      <td>0.800321</td>
      <td>0.199679</td>
      <td>0.159808</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds ratio</span>
<span class="n">ORR</span> <span class="o">=</span> <span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="s1">&#39;F&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">sex_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="s1">&#39;M&#39;</span><span class="p">]</span>
<span class="n">ORR</span>
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<pre>1.0129638750184298</pre>
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<h5 id="b.-Scholarship-by-No-show">b. Scholarship by No-show<a class="anchor-link" href="#b.-Scholarship-by-No-show">&#182;</a></h5><blockquote><p>Based on the count of scholarship, the number of patients who enroll in the program is less than the number of patients who do not. Then I calculate the percentage.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The count in each group of Scholarship and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Scholarship&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  Scholarship
No       0              79924
         1               8283
Yes      0              19741
         1               2578
Name: Scholarship, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each Scholarship group</span>
<span class="n">sch_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Scholarship&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">sch_app_tb</span>
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      <th></th>
      <th></th>
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      <th>0</th>
      <td>0.801926</td>
      <td>0.198074</td>
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      <td>0.762637</td>
      <td>0.237363</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">sch_RR</span> <span class="o">=</span> <span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
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<pre>1.198358117046747</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for enroll scholarship and non enroll scholarship</span>
<span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
<span class="n">sch_app_tb</span>
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      <th></th>
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      <th>0</th>
      <td>0.801926</td>
      <td>0.198074</td>
      <td>0.158840</td>
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      <th>1</th>
      <td>0.762637</td>
      <td>0.237363</td>
      <td>0.181022</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds ratio</span>
<span class="n">sch_ORR</span> <span class="o">=</span> <span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">sch_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sch_ORR</span>
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<pre>1.1396458924151784</pre>
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<h5 id="c.-Hipertension">c. Hipertension<a class="anchor-link" href="#c.-Hipertension">&#182;</a></h5><blockquote><p>From the counts, the number of hypertension patients is less than the number of non-hypertension patients.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The count in each group of Hipertension and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Hipertension&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  Hipertension
No       0               70178
         1               18029
Yes      0               18547
         1                3772
Name: Hipertension, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each Hipertension group</span>
<span class="n">hi_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Hipertension&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">hi_app_tb</span>
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      <th>0</th>
      <td>0.790961</td>
      <td>0.209039</td>
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      <td>0.826980</td>
      <td>0.173020</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">hi_RR</span> <span class="o">=</span> <span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">hi_RR</span>
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<pre>0.8276898037794616</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for with hipertension and without hipertension</span>
<span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
<span class="n">hi_app_tb</span>
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      <th>0</th>
      <td>0.790961</td>
      <td>0.209039</td>
      <td>0.165342</td>
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      <th>1</th>
      <td>0.826980</td>
      <td>0.173020</td>
      <td>0.143084</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Odds ratio</span>
<span class="n">hi_ORR</span> <span class="o">=</span> <span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">hi_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">hi_ORR</span>
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<pre>0.8653819847005272</pre>
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<h5 id="d.-Diabetes">d. Diabetes<a class="anchor-link" href="#d.-Diabetes">&#182;</a></h5><blockquote><p>From the counts, the number of diabetes patients is less than the number of non-diabetes patients.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The count in each group of Diabetes and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Diabetes&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  Diabetes
No       0           81694
         1            6513
Yes      0           20889
         1            1430
Name: Diabetes, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each Diabetes group</span>
<span class="n">di_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Diabetes&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">di_app_tb</span>
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      <th>0</th>
      <td>0.796370</td>
      <td>0.203630</td>
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      <th>1</th>
      <td>0.819967</td>
      <td>0.180033</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">di_RR</span> <span class="o">=</span> <span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">di_RR</span>
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<pre>0.8841159400804455</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for with diabetes and without diabetes</span>
<span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
<span class="n">di_app_tb</span>
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      <th>Diabetes</th>
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      <th>0</th>
      <td>0.796370</td>
      <td>0.203630</td>
      <td>0.162165</td>
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      <th>1</th>
      <td>0.819967</td>
      <td>0.180033</td>
      <td>0.147621</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Odds ratio</span>
<span class="n">di_ORR</span> <span class="o">=</span> <span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">di_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">di_ORR</span>
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<pre>0.9103134740150118</pre>
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<h5 id="e.-Alcoholism">e. Alcoholism<a class="anchor-link" href="#e.-Alcoholism">&#182;</a></h5><blockquote><p>From the counts, the number of alcoholic patients is less than the number of non-alcoholic patients.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The count in each group of Alcoholism and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Alcoholism&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  Alcoholism
No       0             85524
         1              2683
Yes      0             21642
         1               677
Name: Alcoholism, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each Alcoholism group</span>
<span class="n">al_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Alcoholism&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">al_app_tb</span>
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      <th>No-show</th>
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      <th>Alcoholism</th>
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      <th></th>
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      <th>0</th>
      <td>0.798052</td>
      <td>0.201948</td>
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      <th>1</th>
      <td>0.798512</td>
      <td>0.201488</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">al_RR</span> <span class="o">=</span> <span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">al_RR</span>
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<pre>0.9977207843214912</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for with Alcoholism and without Alcoholism</span>
<span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
<span class="n">al_app_tb</span>
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      <td>0.798052</td>
      <td>0.201948</td>
      <td>0.161165</td>
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      <td>0.798512</td>
      <td>0.201488</td>
      <td>0.160891</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Odds ratio</span>
<span class="n">al_ORR</span> <span class="o">=</span> <span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">al_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">al_ORR</span>
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<pre>0.9982962293349484</pre>
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<h5 id="f.-SMS_received">f. SMS_received<a class="anchor-link" href="#f.-SMS_received">&#182;</a></h5><blockquote><p>From the counts, the number of patients who received SMS is less than the number of patients who do not.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># # The count in each group of SMS_received and no-show</span>
<span class="n">df2</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;SMS_received&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No-show  SMS_received
No       0               62509
         1               25698
Yes      0               12535
         1                9784
Name: SMS_received, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a 2*2 table to see the percentage in each group </span>
<span class="c1"># Note: denominators are calculated by each SMS_received group</span>
<span class="n">sms_app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;SMS_received&#39;</span><span class="p">],</span> <span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">sms_app_tb</span>
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      <td>0.167035</td>
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      <td>0.724255</td>
      <td>0.275745</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Relative Risk</span>
<span class="n">sms_RR</span> <span class="o">=</span> <span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sms_RR</span>
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<pre>1.6508210155131384</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Odds for with SMS_received and without SMS_received</span>
<span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">])</span> 
<span class="n">sms_app_tb</span>
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      <th>0</th>
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      <td>0.167035</td>
      <td>0.139135</td>
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      <td>0.724255</td>
      <td>0.275745</td>
      <td>0.199710</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate Odds ratio</span>
<span class="n">sms_ORR</span> <span class="o">=</span> <span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span><span class="o">/</span><span class="n">sms_app_tb</span><span class="p">[</span><span class="s1">&#39;Odds&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sms_ORR</span>
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<pre>1.4353725802930137</pre>
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<h4 id="2.-Aanlyze-categorical-nomial-variables">2. Aanlyze categorical nomial variables<a class="anchor-link" href="#2.-Aanlyze-categorical-nomial-variables">&#182;</a></h4><blockquote><p>Then I would like to take a look at ScheduledDay, AppointmentDay, and Neighnourhood. I already derived the weekdays from ScheduledDay and AppointmentDay separately because I am interested in if a patient shows up to the weekend's or weekday's appointment and if the day that a patient makes an appointment that will influences show-up rate or not. Also, I want to know which hospital has a lowerest or highest attandance rate.</p>
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<h5 id="a.-AppointmentDay-(derived-weekday-variable:-App_weekf)">a. AppointmentDay (derived weekday variable: App_weekf)<a class="anchor-link" href="#a.-AppointmentDay-(derived-weekday-variable:-App_weekf)">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Appointment Day: Apparently, the number of patients who show up to appointments is way higher than </span>
<span class="c1"># the number of patients who did not show up. Also, the number on Saturday is too little, so cannot be visualized</span>
<span class="c1"># in the plot. Thus, calculating proportions is more reasonable.</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;App_Weekf&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;No-show&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df2</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># By calculation proportions, we can find that the less people show up to appointments on Saturday.</span>
<span class="n">app_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;App_Weekf&#39;</span><span class="p">],</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[273]:</div>


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      <th>No-show</th>
      <th>No</th>
      <th>Yes</th>
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      <th>App_Weekf</th>
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      <th>Fri</th>
      <td>0.787739</td>
      <td>0.212261</td>
    </tr>
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      <th>Mon</th>
      <td>0.793519</td>
      <td>0.206481</td>
    </tr>
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      <th>Sat</th>
      <td>0.769231</td>
      <td>0.230769</td>
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      <th>Thu</th>
      <td>0.806459</td>
      <td>0.193541</td>
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      <th>Tue</th>
      <td>0.799064</td>
      <td>0.200936</td>
    </tr>
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      <th>Wed</th>
      <td>0.803108</td>
      <td>0.196892</td>
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<h5 id="b.-ScheduledDay-(Sched_weekf)">b. ScheduledDay (Sched_weekf)<a class="anchor-link" href="#b.-ScheduledDay-(Sched_weekf)">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Do the same thing for ScheduledDay. The number of Saturday is too little so cannot be visualized in the plot.</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Sched_Weekf&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;No-show&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df2</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># By calculation proportions, we can patients who make appointments on Saturday have the highest attendance rate.</span>
<span class="n">sch_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Sched_Weekf&#39;</span><span class="p">],</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">sch_tb</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>No-show</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
    <tr>
      <th>Sched_Weekf</th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Fri</th>
      <td>0.794502</td>
      <td>0.205498</td>
    </tr>
    <tr>
      <th>Mon</th>
      <td>0.802417</td>
      <td>0.197583</td>
    </tr>
    <tr>
      <th>Sat</th>
      <td>0.958333</td>
      <td>0.041667</td>
    </tr>
    <tr>
      <th>Thu</th>
      <td>0.795275</td>
      <td>0.204725</td>
    </tr>
    <tr>
      <th>Tue</th>
      <td>0.797806</td>
      <td>0.202194</td>
    </tr>
    <tr>
      <th>Wed</th>
      <td>0.798904</td>
      <td>0.201096</td>
    </tr>
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<h5 id="c.-Neighbourhood">c. Neighbourhood<a class="anchor-link" href="#c.-Neighbourhood">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find the numbers of No-show and Show in each hospital (Neighbourhood)</span>
<span class="n">ctnei</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">],</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">ctnei</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">ctnei</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>AEROPORTO</td>
      <td>7</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>ANDORINHAS</td>
      <td>1741</td>
      <td>521</td>
    </tr>
    <tr>
      <th>2</th>
      <td>ANTÔNIO HONÓRIO</td>
      <td>221</td>
      <td>50</td>
    </tr>
    <tr>
      <th>3</th>
      <td>ARIOVALDO FAVALESSA</td>
      <td>220</td>
      <td>62</td>
    </tr>
    <tr>
      <th>4</th>
      <td>BARRO VERMELHO</td>
      <td>332</td>
      <td>91</td>
    </tr>
    <tr>
      <th>5</th>
      <td>BELA VISTA</td>
      <td>1523</td>
      <td>384</td>
    </tr>
    <tr>
      <th>6</th>
      <td>BENTO FERREIRA</td>
      <td>665</td>
      <td>193</td>
    </tr>
    <tr>
      <th>7</th>
      <td>BOA VISTA</td>
      <td>254</td>
      <td>58</td>
    </tr>
    <tr>
      <th>8</th>
      <td>BONFIM</td>
      <td>2223</td>
      <td>550</td>
    </tr>
    <tr>
      <th>9</th>
      <td>CARATOÍRA</td>
      <td>1974</td>
      <td>591</td>
    </tr>
    <tr>
      <th>10</th>
      <td>CENTRO</td>
      <td>2631</td>
      <td>703</td>
    </tr>
    <tr>
      <th>11</th>
      <td>COMDUSA</td>
      <td>254</td>
      <td>56</td>
    </tr>
    <tr>
      <th>12</th>
      <td>CONQUISTA</td>
      <td>689</td>
      <td>160</td>
    </tr>
    <tr>
      <th>13</th>
      <td>CONSOLAÇÃO</td>
      <td>1139</td>
      <td>237</td>
    </tr>
    <tr>
      <th>14</th>
      <td>CRUZAMENTO</td>
      <td>1094</td>
      <td>304</td>
    </tr>
    <tr>
      <th>15</th>
      <td>DA PENHA</td>
      <td>1788</td>
      <td>429</td>
    </tr>
    <tr>
      <th>16</th>
      <td>DE LOURDES</td>
      <td>258</td>
      <td>47</td>
    </tr>
    <tr>
      <th>17</th>
      <td>DO CABRAL</td>
      <td>472</td>
      <td>88</td>
    </tr>
    <tr>
      <th>18</th>
      <td>DO MOSCOSO</td>
      <td>321</td>
      <td>92</td>
    </tr>
    <tr>
      <th>19</th>
      <td>DO QUADRO</td>
      <td>709</td>
      <td>140</td>
    </tr>
    <tr>
      <th>20</th>
      <td>ENSEADA DO SUÁ</td>
      <td>183</td>
      <td>52</td>
    </tr>
    <tr>
      <th>21</th>
      <td>ESTRELINHA</td>
      <td>432</td>
      <td>106</td>
    </tr>
    <tr>
      <th>22</th>
      <td>FONTE GRANDE</td>
      <td>533</td>
      <td>149</td>
    </tr>
    <tr>
      <th>23</th>
      <td>FORTE SÃO JOÃO</td>
      <td>1543</td>
      <td>346</td>
    </tr>
    <tr>
      <th>24</th>
      <td>FRADINHOS</td>
      <td>210</td>
      <td>48</td>
    </tr>
    <tr>
      <th>25</th>
      <td>GOIABEIRAS</td>
      <td>563</td>
      <td>137</td>
    </tr>
    <tr>
      <th>26</th>
      <td>GRANDE VITÓRIA</td>
      <td>854</td>
      <td>217</td>
    </tr>
    <tr>
      <th>27</th>
      <td>GURIGICA</td>
      <td>1562</td>
      <td>456</td>
    </tr>
    <tr>
      <th>28</th>
      <td>HORTO</td>
      <td>133</td>
      <td>42</td>
    </tr>
    <tr>
      <th>29</th>
      <td>ILHA DAS CAIEIRAS</td>
      <td>836</td>
      <td>235</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>51</th>
      <td>PARQUE INDUSTRIAL</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>52</th>
      <td>PARQUE MOSCOSO</td>
      <td>623</td>
      <td>179</td>
    </tr>
    <tr>
      <th>53</th>
      <td>PIEDADE</td>
      <td>364</td>
      <td>88</td>
    </tr>
    <tr>
      <th>54</th>
      <td>PONTAL DE CAMBURI</td>
      <td>57</td>
      <td>12</td>
    </tr>
    <tr>
      <th>55</th>
      <td>PRAIA DO CANTO</td>
      <td>845</td>
      <td>190</td>
    </tr>
    <tr>
      <th>56</th>
      <td>PRAIA DO SUÁ</td>
      <td>994</td>
      <td>294</td>
    </tr>
    <tr>
      <th>57</th>
      <td>REDENÇÃO</td>
      <td>1278</td>
      <td>275</td>
    </tr>
    <tr>
      <th>58</th>
      <td>REPÚBLICA</td>
      <td>692</td>
      <td>143</td>
    </tr>
    <tr>
      <th>59</th>
      <td>RESISTÊNCIA</td>
      <td>3525</td>
      <td>906</td>
    </tr>
    <tr>
      <th>60</th>
      <td>ROMÃO</td>
      <td>1740</td>
      <td>474</td>
    </tr>
    <tr>
      <th>61</th>
      <td>SANTA CECÍLIA</td>
      <td>325</td>
      <td>123</td>
    </tr>
    <tr>
      <th>62</th>
      <td>SANTA CLARA</td>
      <td>372</td>
      <td>134</td>
    </tr>
    <tr>
      <th>63</th>
      <td>SANTA HELENA</td>
      <td>141</td>
      <td>37</td>
    </tr>
    <tr>
      <th>64</th>
      <td>SANTA LUÍZA</td>
      <td>351</td>
      <td>77</td>
    </tr>
    <tr>
      <th>65</th>
      <td>SANTA LÚCIA</td>
      <td>352</td>
      <td>86</td>
    </tr>
    <tr>
      <th>66</th>
      <td>SANTA MARTHA</td>
      <td>2635</td>
      <td>496</td>
    </tr>
    <tr>
      <th>67</th>
      <td>SANTA TEREZA</td>
      <td>1060</td>
      <td>272</td>
    </tr>
    <tr>
      <th>68</th>
      <td>SANTO ANDRÉ</td>
      <td>2063</td>
      <td>508</td>
    </tr>
    <tr>
      <th>69</th>
      <td>SANTO ANTÔNIO</td>
      <td>2262</td>
      <td>484</td>
    </tr>
    <tr>
      <th>70</th>
      <td>SANTOS DUMONT</td>
      <td>907</td>
      <td>369</td>
    </tr>
    <tr>
      <th>71</th>
      <td>SANTOS REIS</td>
      <td>435</td>
      <td>112</td>
    </tr>
    <tr>
      <th>72</th>
      <td>SEGURANÇA DO LAR</td>
      <td>117</td>
      <td>28</td>
    </tr>
    <tr>
      <th>73</th>
      <td>SOLON BORGES</td>
      <td>400</td>
      <td>69</td>
    </tr>
    <tr>
      <th>74</th>
      <td>SÃO BENEDITO</td>
      <td>1152</td>
      <td>287</td>
    </tr>
    <tr>
      <th>75</th>
      <td>SÃO CRISTÓVÃO</td>
      <td>1473</td>
      <td>363</td>
    </tr>
    <tr>
      <th>76</th>
      <td>SÃO JOSÉ</td>
      <td>1549</td>
      <td>428</td>
    </tr>
    <tr>
      <th>77</th>
      <td>SÃO PEDRO</td>
      <td>1933</td>
      <td>515</td>
    </tr>
    <tr>
      <th>78</th>
      <td>TABUAZEIRO</td>
      <td>2559</td>
      <td>573</td>
    </tr>
    <tr>
      <th>79</th>
      <td>UNIVERSITÁRIO</td>
      <td>120</td>
      <td>32</td>
    </tr>
    <tr>
      <th>80</th>
      <td>VILA RUBIM</td>
      <td>710</td>
      <td>141</td>
    </tr>
  </tbody>
</table>
<p>81 rows × 3 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># There are 81 hospitals in this dataset and find out the percentages of No-show and show in each hospital</span>
<span class="n">nei_tb</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;Neighbourhood&#39;</span><span class="p">],</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">r</span><span class="p">:</span> <span class="n">r</span><span class="o">/</span><span class="n">r</span><span class="o">.</span><span class="n">sum</span><span class="p">(),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">nei_tb</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">nei_tb</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>AEROPORTO</td>
      <td>0.875000</td>
      <td>0.125000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>ANDORINHAS</td>
      <td>0.769673</td>
      <td>0.230327</td>
    </tr>
    <tr>
      <th>2</th>
      <td>ANTÔNIO HONÓRIO</td>
      <td>0.815498</td>
      <td>0.184502</td>
    </tr>
    <tr>
      <th>3</th>
      <td>ARIOVALDO FAVALESSA</td>
      <td>0.780142</td>
      <td>0.219858</td>
    </tr>
    <tr>
      <th>4</th>
      <td>BARRO VERMELHO</td>
      <td>0.784870</td>
      <td>0.215130</td>
    </tr>
    <tr>
      <th>5</th>
      <td>BELA VISTA</td>
      <td>0.798637</td>
      <td>0.201363</td>
    </tr>
    <tr>
      <th>6</th>
      <td>BENTO FERREIRA</td>
      <td>0.775058</td>
      <td>0.224942</td>
    </tr>
    <tr>
      <th>7</th>
      <td>BOA VISTA</td>
      <td>0.814103</td>
      <td>0.185897</td>
    </tr>
    <tr>
      <th>8</th>
      <td>BONFIM</td>
      <td>0.801659</td>
      <td>0.198341</td>
    </tr>
    <tr>
      <th>9</th>
      <td>CARATOÍRA</td>
      <td>0.769591</td>
      <td>0.230409</td>
    </tr>
    <tr>
      <th>10</th>
      <td>CENTRO</td>
      <td>0.789142</td>
      <td>0.210858</td>
    </tr>
    <tr>
      <th>11</th>
      <td>COMDUSA</td>
      <td>0.819355</td>
      <td>0.180645</td>
    </tr>
    <tr>
      <th>12</th>
      <td>CONQUISTA</td>
      <td>0.811543</td>
      <td>0.188457</td>
    </tr>
    <tr>
      <th>13</th>
      <td>CONSOLAÇÃO</td>
      <td>0.827762</td>
      <td>0.172238</td>
    </tr>
    <tr>
      <th>14</th>
      <td>CRUZAMENTO</td>
      <td>0.782546</td>
      <td>0.217454</td>
    </tr>
    <tr>
      <th>15</th>
      <td>DA PENHA</td>
      <td>0.806495</td>
      <td>0.193505</td>
    </tr>
    <tr>
      <th>16</th>
      <td>DE LOURDES</td>
      <td>0.845902</td>
      <td>0.154098</td>
    </tr>
    <tr>
      <th>17</th>
      <td>DO CABRAL</td>
      <td>0.842857</td>
      <td>0.157143</td>
    </tr>
    <tr>
      <th>18</th>
      <td>DO MOSCOSO</td>
      <td>0.777240</td>
      <td>0.222760</td>
    </tr>
    <tr>
      <th>19</th>
      <td>DO QUADRO</td>
      <td>0.835100</td>
      <td>0.164900</td>
    </tr>
    <tr>
      <th>20</th>
      <td>ENSEADA DO SUÁ</td>
      <td>0.778723</td>
      <td>0.221277</td>
    </tr>
    <tr>
      <th>21</th>
      <td>ESTRELINHA</td>
      <td>0.802974</td>
      <td>0.197026</td>
    </tr>
    <tr>
      <th>22</th>
      <td>FONTE GRANDE</td>
      <td>0.781525</td>
      <td>0.218475</td>
    </tr>
    <tr>
      <th>23</th>
      <td>FORTE SÃO JOÃO</td>
      <td>0.816834</td>
      <td>0.183166</td>
    </tr>
    <tr>
      <th>24</th>
      <td>FRADINHOS</td>
      <td>0.813953</td>
      <td>0.186047</td>
    </tr>
    <tr>
      <th>25</th>
      <td>GOIABEIRAS</td>
      <td>0.804286</td>
      <td>0.195714</td>
    </tr>
    <tr>
      <th>26</th>
      <td>GRANDE VITÓRIA</td>
      <td>0.797386</td>
      <td>0.202614</td>
    </tr>
    <tr>
      <th>27</th>
      <td>GURIGICA</td>
      <td>0.774034</td>
      <td>0.225966</td>
    </tr>
    <tr>
      <th>28</th>
      <td>HORTO</td>
      <td>0.760000</td>
      <td>0.240000</td>
    </tr>
    <tr>
      <th>29</th>
      <td>ILHA DAS CAIEIRAS</td>
      <td>0.780579</td>
      <td>0.219421</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>51</th>
      <td>PARQUE INDUSTRIAL</td>
      <td>1.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>52</th>
      <td>PARQUE MOSCOSO</td>
      <td>0.776808</td>
      <td>0.223192</td>
    </tr>
    <tr>
      <th>53</th>
      <td>PIEDADE</td>
      <td>0.805310</td>
      <td>0.194690</td>
    </tr>
    <tr>
      <th>54</th>
      <td>PONTAL DE CAMBURI</td>
      <td>0.826087</td>
      <td>0.173913</td>
    </tr>
    <tr>
      <th>55</th>
      <td>PRAIA DO CANTO</td>
      <td>0.816425</td>
      <td>0.183575</td>
    </tr>
    <tr>
      <th>56</th>
      <td>PRAIA DO SUÁ</td>
      <td>0.771739</td>
      <td>0.228261</td>
    </tr>
    <tr>
      <th>57</th>
      <td>REDENÇÃO</td>
      <td>0.822923</td>
      <td>0.177077</td>
    </tr>
    <tr>
      <th>58</th>
      <td>REPÚBLICA</td>
      <td>0.828743</td>
      <td>0.171257</td>
    </tr>
    <tr>
      <th>59</th>
      <td>RESISTÊNCIA</td>
      <td>0.795531</td>
      <td>0.204469</td>
    </tr>
    <tr>
      <th>60</th>
      <td>ROMÃO</td>
      <td>0.785908</td>
      <td>0.214092</td>
    </tr>
    <tr>
      <th>61</th>
      <td>SANTA CECÍLIA</td>
      <td>0.725446</td>
      <td>0.274554</td>
    </tr>
    <tr>
      <th>62</th>
      <td>SANTA CLARA</td>
      <td>0.735178</td>
      <td>0.264822</td>
    </tr>
    <tr>
      <th>63</th>
      <td>SANTA HELENA</td>
      <td>0.792135</td>
      <td>0.207865</td>
    </tr>
    <tr>
      <th>64</th>
      <td>SANTA LUÍZA</td>
      <td>0.820093</td>
      <td>0.179907</td>
    </tr>
    <tr>
      <th>65</th>
      <td>SANTA LÚCIA</td>
      <td>0.803653</td>
      <td>0.196347</td>
    </tr>
    <tr>
      <th>66</th>
      <td>SANTA MARTHA</td>
      <td>0.841584</td>
      <td>0.158416</td>
    </tr>
    <tr>
      <th>67</th>
      <td>SANTA TEREZA</td>
      <td>0.795796</td>
      <td>0.204204</td>
    </tr>
    <tr>
      <th>68</th>
      <td>SANTO ANDRÉ</td>
      <td>0.802412</td>
      <td>0.197588</td>
    </tr>
    <tr>
      <th>69</th>
      <td>SANTO ANTÔNIO</td>
      <td>0.823744</td>
      <td>0.176256</td>
    </tr>
    <tr>
      <th>70</th>
      <td>SANTOS DUMONT</td>
      <td>0.710815</td>
      <td>0.289185</td>
    </tr>
    <tr>
      <th>71</th>
      <td>SANTOS REIS</td>
      <td>0.795247</td>
      <td>0.204753</td>
    </tr>
    <tr>
      <th>72</th>
      <td>SEGURANÇA DO LAR</td>
      <td>0.806897</td>
      <td>0.193103</td>
    </tr>
    <tr>
      <th>73</th>
      <td>SOLON BORGES</td>
      <td>0.852878</td>
      <td>0.147122</td>
    </tr>
    <tr>
      <th>74</th>
      <td>SÃO BENEDITO</td>
      <td>0.800556</td>
      <td>0.199444</td>
    </tr>
    <tr>
      <th>75</th>
      <td>SÃO CRISTÓVÃO</td>
      <td>0.802288</td>
      <td>0.197712</td>
    </tr>
    <tr>
      <th>76</th>
      <td>SÃO JOSÉ</td>
      <td>0.783510</td>
      <td>0.216490</td>
    </tr>
    <tr>
      <th>77</th>
      <td>SÃO PEDRO</td>
      <td>0.789624</td>
      <td>0.210376</td>
    </tr>
    <tr>
      <th>78</th>
      <td>TABUAZEIRO</td>
      <td>0.817050</td>
      <td>0.182950</td>
    </tr>
    <tr>
      <th>79</th>
      <td>UNIVERSITÁRIO</td>
      <td>0.789474</td>
      <td>0.210526</td>
    </tr>
    <tr>
      <th>80</th>
      <td>VILA RUBIM</td>
      <td>0.834313</td>
      <td>0.165687</td>
    </tr>
  </tbody>
</table>
<p>81 rows × 3 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find out the distribution of no-show and show rate</span>
<span class="n">nei_tb</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>No-show</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>81.000000</td>
      <td>81.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>0.794572</td>
      <td>0.205428</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.097230</td>
      <td>0.097230</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>0.782546</td>
      <td>0.179907</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>0.802412</td>
      <td>0.197588</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>0.820093</td>
      <td>0.217454</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.000000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find out the top 5 Show hospital</span>
<span class="n">nei_tb</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;No&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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  <thead>
    <tr style="text-align: right;">
      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
    </tr>
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    <tr>
      <th>51</th>
      <td>PARQUE INDUSTRIAL</td>
      <td>1.000000</td>
      <td>0.000000</td>
    </tr>
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      <th>31</th>
      <td>ILHA DO BOI</td>
      <td>0.914286</td>
      <td>0.085714</td>
    </tr>
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      <th>0</th>
      <td>AEROPORTO</td>
      <td>0.875000</td>
      <td>0.125000</td>
    </tr>
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      <th>48</th>
      <td>MÁRIO CYPRESTE</td>
      <td>0.854447</td>
      <td>0.145553</td>
    </tr>
    <tr>
      <th>73</th>
      <td>SOLON BORGES</td>
      <td>0.852878</td>
      <td>0.147122</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Take a look at the counts in top 5 hospital</span>
<span class="c1"># Only 1 record, the sample size is too little.</span>
<span class="n">ctnei</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Neighbourhood == &quot;PARQUE INDUSTRIAL&quot;&#39;</span><span class="p">)</span>
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      <th>51</th>
      <td>PARQUE INDUSTRIAL</td>
      <td>1</td>
      <td>0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Neighbourhood == &quot;ILHA DO BOI&quot;&#39;</span><span class="p">)</span>
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      <th>31</th>
      <td>ILHA DO BOI</td>
      <td>32</td>
      <td>3</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Neighbourhood == &quot;AEROPORTO&quot;&#39;</span><span class="p">)</span>
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      <th>0</th>
      <td>AEROPORTO</td>
      <td>7</td>
      <td>1</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Neighbourhood == &quot;MÁRIO CYPRESTE&quot;&#39;</span><span class="p">)</span>
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      <th>48</th>
      <td>MÁRIO CYPRESTE</td>
      <td>317</td>
      <td>54</td>
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<blockquote><p>Based on the above calculation, the sample size of top 5 show hospital actually is very small. I am thinking about what is the more reasonable sample size for each hospital. Because we have 110527 records in this dataset, I use 1000 records (1%) as a threshold.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei</span><span class="p">[</span><span class="s1">&#39;Hos_sumpt&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ctnei</span><span class="p">[</span><span class="s1">&#39;No&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">ctnei</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span>
<span class="n">ctnei</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
    </tr>
  </thead>
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      <th>0</th>
      <td>AEROPORTO</td>
      <td>7</td>
      <td>1</td>
      <td>8</td>
    </tr>
    <tr>
      <th>1</th>
      <td>ANDORINHAS</td>
      <td>1741</td>
      <td>521</td>
      <td>2262</td>
    </tr>
    <tr>
      <th>2</th>
      <td>ANTÔNIO HONÓRIO</td>
      <td>221</td>
      <td>50</td>
      <td>271</td>
    </tr>
    <tr>
      <th>3</th>
      <td>ARIOVALDO FAVALESSA</td>
      <td>220</td>
      <td>62</td>
      <td>282</td>
    </tr>
    <tr>
      <th>4</th>
      <td>BARRO VERMELHO</td>
      <td>332</td>
      <td>91</td>
      <td>423</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Keep the hospital with over 1000 appointments</span>
<span class="n">ctnei_adj</span> <span class="o">=</span> <span class="n">ctnei</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Hos_sumpt &gt; 1000&#39;</span><span class="p">)</span>
<span class="n">ctnei_adj</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
    </tr>
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    <tr>
      <th>1</th>
      <td>ANDORINHAS</td>
      <td>1741</td>
      <td>521</td>
      <td>2262</td>
    </tr>
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      <th>5</th>
      <td>BELA VISTA</td>
      <td>1523</td>
      <td>384</td>
      <td>1907</td>
    </tr>
    <tr>
      <th>8</th>
      <td>BONFIM</td>
      <td>2223</td>
      <td>550</td>
      <td>2773</td>
    </tr>
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      <th>9</th>
      <td>CARATOÍRA</td>
      <td>1974</td>
      <td>591</td>
      <td>2565</td>
    </tr>
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      <th>10</th>
      <td>CENTRO</td>
      <td>2631</td>
      <td>703</td>
      <td>3334</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Only 39 hospitals have over 1000 appointment (around 1% of the records in the dataset)</span>
<span class="n">ctnei_adj</span><span class="o">.</span><span class="n">shape</span>
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<pre>(39, 4)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei_adj</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th>No-show</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
      <th>No_pct</th>
      <th>Yes_pct</th>
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      <th>count</th>
      <td>39.000000</td>
      <td>39.000000</td>
      <td>39.000000</td>
      <td>39.000000</td>
      <td>39.000000</td>
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      <th>mean</th>
      <td>1907.564103</td>
      <td>486.435897</td>
      <td>2394.000000</td>
      <td>0.795554</td>
      <td>0.204446</td>
    </tr>
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      <th>std</th>
      <td>1072.441479</td>
      <td>267.272756</td>
      <td>1329.344021</td>
      <td>0.026671</td>
      <td>0.026671</td>
    </tr>
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      <th>min</th>
      <td>836.000000</td>
      <td>190.000000</td>
      <td>1035.000000</td>
      <td>0.710815</td>
      <td>0.158416</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1160.500000</td>
      <td>299.000000</td>
      <td>1433.000000</td>
      <td>0.781563</td>
      <td>0.183370</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1734.000000</td>
      <td>429.000000</td>
      <td>2214.000000</td>
      <td>0.798637</td>
      <td>0.201363</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>2190.000000</td>
      <td>541.000000</td>
      <td>2759.500000</td>
      <td>0.816630</td>
      <td>0.218437</td>
    </tr>
    <tr>
      <th>max</th>
      <td>6252.000000</td>
      <td>1465.000000</td>
      <td>7717.000000</td>
      <td>0.841584</td>
      <td>0.289185</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Calculate No-show and show rate in these 39 hospitals</span>
<span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;No_pct&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;No&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;Hos_sumpt&#39;</span><span class="p">]</span>
<span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;Yes_pct&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;Yes&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">ctnei_adj</span><span class="p">[</span><span class="s1">&#39;Hos_sumpt&#39;</span><span class="p">]</span>
<span class="n">ctnei_adj</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  if __name__ == &#39;__main__&#39;:
/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  from ipykernel import kernelapp as app
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      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
      <th>No_pct</th>
      <th>Yes_pct</th>
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      <th>1</th>
      <td>ANDORINHAS</td>
      <td>1741</td>
      <td>521</td>
      <td>2262</td>
      <td>0.769673</td>
      <td>0.230327</td>
    </tr>
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      <th>5</th>
      <td>BELA VISTA</td>
      <td>1523</td>
      <td>384</td>
      <td>1907</td>
      <td>0.798637</td>
      <td>0.201363</td>
    </tr>
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      <th>8</th>
      <td>BONFIM</td>
      <td>2223</td>
      <td>550</td>
      <td>2773</td>
      <td>0.801659</td>
      <td>0.198341</td>
    </tr>
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      <th>9</th>
      <td>CARATOÍRA</td>
      <td>1974</td>
      <td>591</td>
      <td>2565</td>
      <td>0.769591</td>
      <td>0.230409</td>
    </tr>
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      <th>10</th>
      <td>CENTRO</td>
      <td>2631</td>
      <td>703</td>
      <td>3334</td>
      <td>0.789142</td>
      <td>0.210858</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei_adj</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;Yes_pct&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
      <th>No_pct</th>
      <th>Yes_pct</th>
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    <tr>
      <th>70</th>
      <td>SANTOS DUMONT</td>
      <td>907</td>
      <td>369</td>
      <td>1276</td>
      <td>0.710815</td>
      <td>0.289185</td>
    </tr>
    <tr>
      <th>36</th>
      <td>ITARARÉ</td>
      <td>2591</td>
      <td>923</td>
      <td>3514</td>
      <td>0.737336</td>
      <td>0.262664</td>
    </tr>
    <tr>
      <th>40</th>
      <td>JESUS DE NAZARETH</td>
      <td>2157</td>
      <td>696</td>
      <td>2853</td>
      <td>0.756046</td>
      <td>0.243954</td>
    </tr>
    <tr>
      <th>33</th>
      <td>ILHA DO PRÍNCIPE</td>
      <td>1734</td>
      <td>532</td>
      <td>2266</td>
      <td>0.765225</td>
      <td>0.234775</td>
    </tr>
    <tr>
      <th>9</th>
      <td>CARATOÍRA</td>
      <td>1974</td>
      <td>591</td>
      <td>2565</td>
      <td>0.769591</td>
      <td>0.230409</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ctnei_adj</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;No_pct&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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      <th>No-show</th>
      <th>Neighbourhood</th>
      <th>No</th>
      <th>Yes</th>
      <th>Hos_sumpt</th>
      <th>No_pct</th>
      <th>Yes_pct</th>
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      <th>66</th>
      <td>SANTA MARTHA</td>
      <td>2635</td>
      <td>496</td>
      <td>3131</td>
      <td>0.841584</td>
      <td>0.158416</td>
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      <th>39</th>
      <td>JARDIM DA PENHA</td>
      <td>3246</td>
      <td>631</td>
      <td>3877</td>
      <td>0.837245</td>
      <td>0.162755</td>
    </tr>
    <tr>
      <th>13</th>
      <td>CONSOLAÇÃO</td>
      <td>1139</td>
      <td>237</td>
      <td>1376</td>
      <td>0.827762</td>
      <td>0.172238</td>
    </tr>
    <tr>
      <th>69</th>
      <td>SANTO ANTÔNIO</td>
      <td>2262</td>
      <td>484</td>
      <td>2746</td>
      <td>0.823744</td>
      <td>0.176256</td>
    </tr>
    <tr>
      <th>57</th>
      <td>REDENÇÃO</td>
      <td>1278</td>
      <td>275</td>
      <td>1553</td>
      <td>0.822923</td>
      <td>0.177077</td>
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<blockquote><p>Keeping only the hospitals with more than 1000 appointments (1% of the rows in the dataset) and finding out the Top 5 No-Show and Show rates hospitals give us more reasonable outcome. Before doing so, the top 1 hospital has 100% Show rate and 0% No-Show rate. It is not really realistic in the real world.</p>
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<h4 id="3.-Analyze-continuous-variables">3. Analyze continuous variables<a class="anchor-link" href="#3.-Analyze-continuous-variables">&#182;</a></h4><blockquote><p>I would like to take a look at Age distribution between No-Show and Show.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find distributions in Age</span>
<span class="n">df3</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th>count</th>
      <th>mean</th>
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      <th>min</th>
      <th>25%</th>
      <th>50%</th>
      <th>75%</th>
      <th>max</th>
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      <th>No-show</th>
      <th></th>
      <th></th>
      <th></th>
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      <th>No</th>
      <td>88207.0</td>
      <td>37.790504</td>
      <td>23.338645</td>
      <td>0.0</td>
      <td>18.0</td>
      <td>38.0</td>
      <td>56.0</td>
      <td>115.0</td>
    </tr>
    <tr>
      <th>Yes</th>
      <td>22319.0</td>
      <td>34.317667</td>
      <td>21.965941</td>
      <td>0.0</td>
      <td>16.0</td>
      <td>33.0</td>
      <td>51.0</td>
      <td>115.0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Draw a box plot of Age for No-show and show groups</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;No-show&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Age&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df3</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s2">&quot;coolwarm&quot;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Draw a histogram to see the disrtibution of Age in No-Show and Show group</span>
<span class="n">df2</span><span class="p">[</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;No-Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="n">df2</span><span class="p">[</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;pink&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Age distribution in No-Show VS Show&#39;</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">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">110</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Draw a Density Plot to see the distribution of Age in No-Show and Show group</span>
<span class="n">df2</span><span class="p">[</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">kde</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;No-Show&#39;</span><span class="p">)</span>
<span class="n">df2</span><span class="p">[</span><span class="n">df2</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">kde</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;Show&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Density&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Age distribution in No-Show VS Show&#39;</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">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">110</span><span class="p">);</span>
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>
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<blockquote><p>This distribution is not symmetric, more like right skewed, so it's better to use 5 summary numbers</p>
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<div class="prompt input_prompt">In&nbsp;[279]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The female&#39;s age distribution in No-Show and Show groups.</span>
<span class="n">dff</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Gender == &quot;F&quot;&#39;</span><span class="p">)</span>
<span class="n">dff</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[279]:</div>


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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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    .dataframe tbody tr th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>mean</th>
      <th>std</th>
      <th>min</th>
      <th>25%</th>
      <th>50%</th>
      <th>75%</th>
      <th>max</th>
    </tr>
    <tr>
      <th>No-show</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>No</th>
      <td>57245.0</td>
      <td>39.591126</td>
      <td>22.342413</td>
      <td>0.0</td>
      <td>22.0</td>
      <td>40.0</td>
      <td>57.0</td>
      <td>115.0</td>
    </tr>
    <tr>
      <th>Yes</th>
      <td>14594.0</td>
      <td>36.162190</td>
      <td>21.184209</td>
      <td>0.0</td>
      <td>20.0</td>
      <td>34.0</td>
      <td>52.0</td>
      <td>115.0</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[241]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Draw a histogram for Female&#39;s Age in No-Show and Show groups</span>
<span class="n">dff</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Gender == &quot;F&quot;&#39;</span><span class="p">)</span>
<span class="n">dff</span><span class="p">[</span><span class="n">dff</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;No-Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="n">dff</span><span class="p">[</span><span class="n">dff</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;pink&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Female&#39;s Age distribution in No-Show VS Show&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">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">110</span><span class="p">);</span>
</pre></div>

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JaWFl577TWWLFnCvvvuW9Y2O3GYmW2hr371q1x99dW8+uqrHdaRxJtvvsmBBx7IgQceyHe+850N5YceeijnnXceU6ZM4Xe/+92GZbbffnsgSzDr168Hsh/wtecDH/gAM2fO5P777+eoo45ixIgR/OpXv+Lggw8uVzM3cOIwM9tC/fv35xOf+ARXX331hrLDDz+cKVOmADB58mSOPPJIevXqxZw5c5gzZw4XXXQRy5cvZ/bs2RuWmTNnDnvuuWen2zrqqKOYPHkyAAsWLGDp0qXsu+++bLfddgwZMoQbb7yRUaNGMXr0aC699NKyD1OBz6oyszpR7btgn3POOfz85z/fMH3ZZZdx5pln8sMf/pCGhgZ+85vfbLLMG2+8wb/927+xfPly+vTpQ0NDA7/85S873c6XvvQlvvCFLzB8+HB69+7NNddcs6FnMnr0aO666y523HFHRo8eTXNzsxOHmVktaWlp2fB80KBBvPbaaxumhw4dyt13393p8nvuuWe7dV555RUKhcKG6YEDB244xtGnTx+uueaadtd38cUXc/HFFwOw++67dzistaUqljgk9QHuA7ZP27k5Is6XdA3wd0DrKQifiYg5yn4D/zPgBOC1VD47rWss8K1U/7sRManTjUfkO9fe59mbmZWskj2OdcDREdEiaVtghqQ/pHlfj4ib29Q/HtgnPUYCVwIjJfUHzgcOAQKYJWlqRLxUwdjNysdfYqzOVOzgeGRa+3Hbpkdn/aYTgWvTcg8B/STtBnwImB4Rq1KymA4cV6m4zcyscxU9xiGpFzAL2Bu4IiIelvRFYLyk7wB3AedGxDpgD2BZ0eLNqayj8rbbGgeMA2hoaKCweEHpgS5fUnrdGtXS0rLRmOjWoGptXvd65dbdxXvR+/ltu+yyC6+88kr3B9QN3nzzzYq3be3atZv9Xqpo4oiIN4EDJfUDbpW0P3Ae8CywHTAB+AZwEdDeZcWik/K225qQ1se+jY3RNKyx9EDrYHigUCjQ1NRU7TC6VdXanPdaVXl08V70fn7b/PnzK3azo2qr5I2cWvXp04cRI0Zs1rLd8juOiFgNFIDjImJFGo5aB/wGODRVawaGFC02GFjeSbmZmVVBJc+qagDeiIjVknYAPgj8QNJuEbEinUV1EvB4WmQqcLakKWQHx9ekencA35O0a6p3LFmvxczsbeXuCZY4EjF+/Hiuv/56evXqxTbbbMNVV13FKaecwsyZMzfrirk9QSWHqnYDJqXjHNsAN0bENEl3p6QiYA7whVT/drJTcReRnY57BkBErJJ0MfBoqndRRKyqYNxmZiV58MEHmTZtGrNnz2b77bfnxRdf5PXXK3gMrEZU8qyquRExIiIOiIj9I+KiVH50RAxPZZ9uPfMqDV+dFRHvTvNnFq1rYkTsnR6b/vzSzKwKVqxYwcCBAzf8cnvgwIHsvvvuAFx++eUcdNBBDB8+nCeffBKAVatWcdJJJ3HAAQcwatSoDZdBHz58OKtXryYiGDBgANdffz2QXRzxzjvvrELLOudrVZmZbaZjjz2WZcuW0djYyJe+9CXuvffeDfMGDhzI7Nmz+eIXv8ill14KwPnnn8+IESOYO3cu3/ve9xgzZgwARxxxBH/605+YN28ee+21Fw8++CAADz30EKNGjer+hnXBlxyx8vEP3Wwr07dvX2bNmsX999/PPffcwymnnMIll1wCbHxJ9FtuuQXILoneevXbo48+mpUrV7JmzZoNl0Tfc889+eIXv8iVV17JM888Q//+/Tfc5KmWOHFYdfj2q1YnevXqRVNTE01NTQwfPpxJk7IrIpV6SXRJHHXUUVxxxRUsXbqU8ePHc9NNN3HzzTdX5AKF5eChKjOzzfTUU0+xcOHCDdNdXRa9+JLohUKBgQMHsvPOOzNkyBBefPFFFi5cyF577cVhhx1WsUuil4N7HGa1pKue2LrXN67jntjbqvBatLS08C//8i+sXr2a3r17s/feezNhwgSmTZvWbv0LLriAM844gwMOOIAdd9xxQ+8EYOTIkbz55ptAdi+PCy64gCOPPLJb2pGXE4eZ2WY6+OCDeeCBBzYpb70EOsAhhxyy4dIe/fv357bbbmt3Xdddd92G5yNHjuStt94qa6zl5KEqMzPLxT0O61glr8lkZj2Wexxm1mNV6g539W5LXzf3OMzcs+qR+vTpw8qVKxkwYADZpe+sFBHBypUr6dOnz2avw4nDzHqkwYMH09zczAsvvFDtUMpu7dq1W/TB3pU+ffowePDgzV7eicPMeqRtt92WYcOGVTuMiigUCpt9r4zu4GMcZmaWixOHmZnl4sRhZma5+BhHrfHF/8ysxrnHYWZmuThxmJlZLk4cZmaWS8USh6Q+kh6R9BdJ8yRdmMqHSXpY0kJJ/ylpu1S+fZpelOYPLVrXean8KUkfqlTMZmbWtUoeHF8HHB0RLZK2BWZI+gPwr8BPImKKpF8CnwWuTH9fioi9JZ0K/AA4RdJ+wKnA+4DdgTslNUbEmxWM3WpNeycNtL03RTGfNGBWMRXrcUSmJU1umx4BHA3cnMonASel5yemadL8Y5RdgOZEYEpErIuIxcAi4NBKxW1mZp2r6Om4knoBs4C9gSuA/wVWR8T6VKUZ2CM93wNYBhAR6yWtAQak8oeKVlu8TPG2xgHjABoaGigsXlB6oMuXlF630ta9nq9+ir2lpWXDzWKqFks3a1m3tuP9nGef1ng7i23S5lp671ZIRd7bNa7W21zRxJGGkw6U1A+4FXhve9XS3/YubxmdlLfd1gRgAsC+jY3RNKyx9EBraVhjM3/HUSgUaGpqqm4s3ayweAEd7uc8+7TG21lskzbX0nu3Qiry3q5xtd7mbjmrKiJWAwVgFNBPUmvCGgwsT8+bgSEAaf4uwKri8naWMTOzblbJs6oaUk8DSTsAHwTmA/cAJ6dqY4HWG/BOTdOk+XdHdreRqcCp6ayrYcA+wCOVitvMzDpXyaGq3YBJ6TjHNsCNETFN0hPAFEnfBf4MXJ3qXw1cJ2kRWU/jVICImCfpRuAJYD1wls+oMjOrnooljoiYC2xyQfmI+CvtnBUVEWuBj3ewrvHA+HLHaGZm+fmX42ZmlouvjmvWk/lqylYF7nGYmVkuThxmZpaLE4eZmeXiYxxbkx70C2kzq13ucZiZWS5OHGZmlosTh5mZ5eLEYWZmuThxmJlZLk4cZmaWixOHmZnl4sRhZma5OHGYmVkuThxmZpaLE4eZmeXixGFmZrk4cZiZWS4VSxyShki6R9J8SfMkfSWVXyDpGUlz0uOEomXOk7RI0lOSPlRUflwqWyTp3ErFbGZmXavkZdXXA+dExGxJOwGzJE1P834SEZcWV5a0H3Aq8D5gd+BOSY1p9hXAPwDNwKOSpkbEExWM3czMOlCxxBERK4AV6fkrkuYDe3SyyInAlIhYByyWtAg4NM1bFBF/BZA0JdV14jAzq4JuuZGTpKHACOBh4AjgbEljgJlkvZKXyJLKQ0WLNfN2olnWpnxkO9sYB4wDaGhooLB4QekBLl9Set1KW/d6vvop9paWFgqFQnnXXeNa1q3teD/n2ac96HXptM2lqKX3eolKem/XmVpvc8UTh6S+wO+Ar0bEy5KuBC4GIv39EXAmoHYWD9o/DhObFERMACYA7NvYGE3DGjdZqEONQ0uvW2l579KXYi8UCjQ1NZV33TWusHgBHe7nPPu0B70unba5FLX0Xi9RSe/tOlPrba5o4pC0LVnSmBwRtwBExHNF838FTEuTzcCQosUHA8vT847Kzcysm1XyrCoBVwPzI+LHReW7FVX7KPB4ej4VOFXS9pKGAfsAjwCPAvtIGiZpO7ID6FMrFbeZmXWukj2OI4DTgcckzUll3wROk3Qg2XDTEuDzABExT9KNZAe91wNnRcSbAJLOBu4AegETI2JeBePuWVqHWda93qOGXMys56rkWVUzaP+4xe2dLDMeGN9O+e2dLWdmZt3Hvxw3M7NcnDjMzCyXbvkdh1m38/Ees4pxj8PMzHJx4jAzs1ycOMzMLBcnDjMzy8WJw8zMcnHiMDOzXJw4zMwsFycOMzPLxYnDzMxyceIwM7NcSkocko4opczMzOpfqT2Oy0ssMzOzOtfpRQ4lHQYcDjRI+teiWTuT3VSpPmzmfb7NzLZGXV0ddzugb6q3U1H5y8DJlQrKzMxqV6eJIyLuBe6VdE1EPN1NMZmZWQ0r9X4c20uaAAwtXiYijq5EUGZmVrtKPTh+E/Bn4FvA14seHZI0RNI9kuZLmifpK6m8v6Tpkhamv7umckm6TNIiSXMlHVS0rrGp/kJJYzenoWZmVh6l9jjWR8SVOde9HjgnImZL2gmYJWk68Bngroi4RNK5wLnAN4DjgX3SYyRwJTBSUn/gfOAQINJ6pkbESznjMTOzMii1x/F7SV+StFvqMfRPH+gdiogVETE7PX8FmA/sAZwITErVJgEnpecnAtdG5iGgn6TdgA8B0yNiVUoW04Hj8jTSzMzKp9QeR+vwUPHwVAB7lbKwpKHACOBhYFBErIAsuUh6Z6q2B7CsaLHmVNZRedttjAPGATQ0NFBYvKCU0DbP8iWVW/e61zdrsZZ1ayvb5hrkNm+GSr53K6SlpYVCoVDtMLpVrbe5pMQREcM2dwOS+gK/A74aES9L6rBqe5vupLxtjBOACQD7NjZG07DGzQu4FJX8HUfe35QkhcULqGiba5DbvBl64G+QCoUCTU1N1Q6jW9V6m0tKHJLGtFceEdd2sdy2ZEljckTckoqfk7Rb6m3sBjyfypuBIUWLDwaWp/KmNuWFUuI2M7PyK/UYxweKHqOBC4D/29kCyroWVwPzI+LHRbOm8vbQ11jgtqLyMensqlHAmjSkdQdwrKRd0xlYx6YyMzOrglKHqv6leFrSLsB1XSx2BHA68JikOansm8AlwI2SPgssBT6e5t0OnAAsAl4DzkjbXiXpYuDRVO+iiFhVStxmZlZ+pR4cb+s1stNmOxQRM2j/+ATAMe3UD+CsDtY1EZiYM0YzM6uAUo9x/J63D0j3At4L3FipoMzMrHaV2uO4tOj5euDpiGiuQDw9Q54zn3rgWSxmZp0p6eB4utjhk2RXyN0V2LwfG5iZWY9X6lDVJ4Afkp0GK+BySV+PiJsrGFt92MzfZZiZ1apSh6r+HfhARDwPIKkBuBNw4jAz28qU+juObVqTRrIyx7JmZlZHSu1x/FHSHcANafoUst9dmFlP4hM7rAy6uuf43mQXJfy6pI8BR5Id43gQmNwN8ZmZWY3parjpp8ArABFxS0T8a0R8jay38dNKB2dmZrWnq8QxNCLmti2MiJlkt5E1M7OtTFeJo08n83YoZyBmZtYzdJU4HpX0z20L0wUKZ1UmJDMzq2VdnVX1VeBWSZ/i7URxCLAd8NFKBmZmZrWp08QREc8Bh0v6e2D/VPzfEXF3xSMzM7OaVOr9OO4B7qlwLGZm1gNs7v04zKze5b3Omn8wuNXwZUPMzCwXJw4zM8vFicPMzHKpWOKQNFHS85IeLyq7QNIzkuakxwlF886TtEjSU5I+VFR+XCpbJOncSsVrZmalqWSP4xrguHbKfxIRB6bH7QCS9gNOBd6XlvmFpF6SegFXAMcD+wGnpbpmZlYlFTurKiLukzS0xOonAlMiYh2wWNIi4NA0b1FE/BVA0pRU94kyh2tmZiWqxum4Z0saA8wEzomIl4A9gIeK6jSnMoBlbcpHtrdSSeOAcQANDQ0UFi8od9w1rWXdWrd5K1DTbV6+pCKrbWlpoVAoVGTdtarW29zdieNK4GIg0t8fAWeS3eOjraD9obRob8URMQGYALBvY2M0DWssR7w9RmHxAtzm+lfTba7Q7zgKhQJNTU0VWXetqvU2d2viSJcwAUDSr4BpabIZGFJUdTCwPD3vqNzMzKqgW0/HlbRb0eRHgdYzrqYCp0raXtIwYB/gEeBRYB9JwyRtR3YAfWp3xmxmZhurWI9D0g1AEzBQUjNwPtAk6UCy4aYlwOcBImKepBvJDnqvB86KiDfTes4G7gB6ARMjYl6lYjYzs65V8qyq09opvrqT+uOB8e2U3052q1ozq2W+ttVWw78cNzOzXJw4zMwsFycOMzPLxYnDzMxyceIwM7NcnDjMzCwXJw4zM8vFicPMzHJx4jCwpXfGAAAK7klEQVQzs1ycOMzMLBcnDjMzy8WJw8zMcnHiMDOzXJw4zMwsFycOMzPLxYnDzMxyceIwM7NcKnYHQDOzTpV6x8B1r1c0DMvPPQ4zM8ulYolD0kRJz0t6vKisv6Tpkhamv7umckm6TNIiSXMlHVS0zNhUf6GksZWK18zMSlPJoaprgJ8D1xaVnQvcFRGXSDo3TX8DOB7YJz1GAlcCIyX1B84HDgECmCVpakS8VMG4Lbnqqnz1P//5ysRhZrWlYj2OiLgPWNWm+ERgUno+CTipqPzayDwE9JO0G/AhYHpErErJYjpwXKViNjOzrnX3wfFBEbECICJWSHpnKt8DWFZUrzmVdVS+CUnjgHEADQ0NFBYvKHPo3ePFF/LVH9iQ/W1Zt7bsbR4wIl/9wuKybr5LlWhzrdtq21woVDuMbtXS0lLTba6Vs6rUTll0Ur5pYcQEYALAvo2N0TSssXzRdaOr/idf/ZPT8FBh8QK6anPeoae8Tu7moapS2lxvtto2NzVVO4xuVSgUarrN3X1W1XNpCIr09/lU3gwMKao3GFjeSbmZmVVJdyeOqUDrmVFjgduKyseks6tGAWvSkNYdwLGSdk1nYB2byszMrEoqNlQl6QagCRgoqZns7KhLgBslfRZYCnw8Vb8dOAFYBLwGnAEQEaskXQw8mupdFBFtD7hbjcgzFOYzsMx6rooljog4rYNZx7RTN4CzOljPRGBiGUMzM7Mt4F+Om5lZLrVyVpVtZcpxhteAER2fheahMLPKcY/DzMxyceIwM7NcnDjMzCwXH+Po4VqPFXQ23m/l5Ys/2tauLhPH+vX+TYGVrtKXYjGrN3WZOMyszpR6t8BWjUMrEYUlPsZhZma5OHGYmVkuHqoyqzAfb7N648RRYT7wanl09X5pe/acE41Vg4eqzMwsFycOMzPLxYnDzMxy8TEOq0s+tmRWOU4c+BISZmZ5eKjKzMxyceIwM7NcqpI4JC2R9JikOZJmprL+kqZLWpj+7prKJekySYskzZV0UDViNjOzTDWPcfx9RLxYNH0ucFdEXCLp3DT9DeB4YJ/0GAlcmf5WjQ+8Wq3w8Tmrhlo6OH4i0JSeTwIKZInjRODaiAjgIUn9JO0WESuqEqWZ1T5fTbeiqpU4AvgfSQFcFRETgEGtySAiVkh6Z6q7B7CsaNnmVLZR4pA0DhgH0DCwgQEjFlS4CbWl145r3eatwJa2ubC4jMF0k5Z1ayksrvB+Xr6ksuvPqaWlhUKhUO0wOlStxHFERCxPyWG6pCc7qat2ymKTgiz5TAB4916NsfLPjeWJtIcYMGIBbnP929I2n9wDh6oKixfQNKzC+7nGehyFQoGmpqZqh9Ghqhwcj4jl6e/zwK3AocBzknYDSH+fT9WbgSFFiw8GlndftGZmVqzbE4ekd0jaqfU5cCzwODAVGJuqjQVuS8+nAmPS2VWjgDU+vmFmVj3VGKoaBNwqqXX710fEHyU9Ctwo6bPAUuDjqf7twAnAIuA14IzuD9nMzFp1e+KIiL8C72+nfCVwTDvlAZzVDaGZmVkJ/MtxMzPLxYnDzMxyceIwM7NcaumX42ZWYXkuUeLLk1hH3OMwM7Nc3OMws3b5AorWEfc4zMwsFycOMzPLxUNVZlYWHtraerjHYWZmubjHYWZVUWoPZcAIYFhFQ8l346cauwR7NbjHYWZmuThxmJlZLk4cZmaWi49xmFnN8xlbtcU9DjMzy8U9DjOzPPKcgQV1eRaWE4eZ1R0PbVWWh6rMzCyXHtPjkHQc8DOgF/DriLikyiGZWZ3wfUry6RGJQ1Iv4ArgH4Bm4FFJUyPiiepGZmZbm/zDYEvyLdADjon0lKGqQ4FFEfHXiHgdmAKcWOWYzMy2SoqIasfQJUknA8dFxOfS9OnAyIg4u6jOOGBcmtwfeLzbA62ugcCL1Q6im7nNWwe3ufvsGRENXVXqEUNVgNop2yjjRcQEYAKApJkRcUh3BFYr3Oatg9u8daj1NveUoapmYEjR9GBgeZViMTPbqvWUxPEosI+kYZK2A04FplY5JjOzrVKPGKqKiPWSzgbuIDsdd2JEzOtkkQndE1lNcZu3Dm7z1qGm29wjDo6bmVnt6ClDVWZmViOcOMzMLJe6SxySjpP0lKRFks6tdjyVIGmIpHskzZc0T9JXUnl/SdMlLUx/d612rOUkqZekP0ualqaHSXo4tfc/04kTdUVSP0k3S3oy7e/D6nk/S/paek8/LukGSX3qcT9LmijpeUmPF5W1u1+VuSx9ps2VdFD1Is/UVeIoujTJ8cB+wGmS9qtuVBWxHjgnIt4LjALOSu08F7grIvYB7krT9eQrwPyi6R8AP0ntfQn4bFWiqqyfAX+MiPcA7ydrf13uZ0l7AF8GDomI/clOhDmV+tzP1wDHtSnraL8eD+yTHuOAK7spxg7VVeJgK7k0SUSsiIjZ6fkrZB8me5C1dVKqNgk4qToRlp+kwcCHgV+naQFHAzenKnXVXgBJOwNHAVcDRMTrEbGaOt7PZGd67iCpN7AjsII63M8RcR+wqk1xR/v1RODayDwE9JO0W/dE2r56Sxx7AMuKpptTWd2SNBQYATwMDIqIFZAlF+Cd1Yus7H4K/D/grTQ9AFgdEevTdD3u672AF4DfpCG6X0t6B3W6nyPiGeBSYClZwlgDzKL+93OrjvZrzX2u1Vvi6PLSJPVEUl/gd8BXI+LlasdTKZI+AjwfEbOKi9upWm/7ujdwEHBlRIwAXqVOhqXak8b0TwSGAbsD7yAbpmmr3vZzV2ruvV5viWOruTSJpG3JksbkiLglFT/X2oVNf5+vVnxldgTwfyUtIRt+PJqsB9IvDWlAfe7rZqA5Ih5O0zeTJZJ63c8fBBZHxAsR8QZwC3A49b+fW3W0X2vuc63eEsdWcWmSNL5/NTA/In5cNGsqMDY9Hwvc1t2xVUJEnBcRgyNiKNk+vTsiPgXcA5ycqtVNe1tFxLPAMkn7pqJjgCeo0/1MNkQ1StKO6T3e2t663s9FOtqvU4Ex6eyqUcCa1iGtaqm7X45LOoHs22jrpUnGVzmkspN0JHA/8Bhvj/l/k+w4x43Au8j+CT8eEW0PwPVokpqAf4uIj0jai6wH0h/4M/DpiFhXzfjKTdKBZCcEbAf8FTiD7AtfXe5nSRcCp5CdOfhn4HNk4/l1tZ8l3QA0kV0+/TngfOC/aGe/piT6c7KzsF4DzoiImdWIu1XdJQ4zM6usehuqMjOzCnPiMDOzXJw4zMwsFycOMzPLxYnDzMxyceIwKzNJH5UUkt5T7VjMKsGJw6z8TgNmkP1Y0azuOHGYlVG6ftgRZJf+PjWVbSPpF+k+E9Mk3S7p5DTvYEn3Spol6Y5qX/XUrBROHGbldRLZ/TMWAKvSTXc+BgwFhpP9Evow2HC9scuBkyPiYGAiUHdXOrD607vrKmaWw2lkl7yB7DIZpwHbAjdFxFvAs5LuSfP3BfYHpmdXlaAX2eXEzWqaE4dZmUgaQHbl3v0lBVkiCODWjhYB5kXEYd0UollZeKjKrHxOJrtT254RMTQihgCLgReBf0rHOgaRXdwO4CmgQdKGoStJ76tG4GZ5OHGYlc9pbNq7+B3ZTYmagceBq8iuYrwm3d74ZOAHkv4CzCG7/4RZTfPVcc26gaS+EdGShrMeAY5I99sw63F8jMOse0yT1I/svhoXO2lYT+Yeh5mZ5eJjHGZmlosTh5mZ5eLEYWZmuThxmJlZLk4cZmaWy/8HNWigneBprHgAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[280]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The male&#39;s age distribution in No-Show and Show groups.</span>
<span class="n">dff</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Gender == &quot;M&quot;&#39;</span><span class="p">)</span>
<span class="n">dff</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;No-show&#39;</span><span class="p">)[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[280]:</div>


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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    .dataframe tbody tr th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>count</th>
      <th>mean</th>
      <th>std</th>
      <th>min</th>
      <th>25%</th>
      <th>50%</th>
      <th>75%</th>
      <th>max</th>
    </tr>
    <tr>
      <th>No-show</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>No</th>
      <td>30962.0</td>
      <td>34.461372</td>
      <td>24.734056</td>
      <td>0.0</td>
      <td>10.0</td>
      <td>34.0</td>
      <td>55.0</td>
      <td>100.0</td>
    </tr>
    <tr>
      <th>Yes</th>
      <td>7725.0</td>
      <td>30.833010</td>
      <td>22.972200</td>
      <td>0.0</td>
      <td>10.0</td>
      <td>28.0</td>
      <td>49.0</td>
      <td>97.0</td>
    </tr>
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</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Draw a histogram for Male&#39;s Age in No-show and Show groups</span>
<span class="n">dfm</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;Gender == &quot;M&quot;&#39;</span><span class="p">)</span>
<span class="n">dfm</span><span class="p">[</span><span class="n">dfm</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Yes&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;No-Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="n">dfm</span><span class="p">[</span><span class="n">dfm</span><span class="p">[</span><span class="s1">&#39;No-show&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;No&#39;</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Show&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;pink&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Male&#39;s Age distribution in No-Show VS Show&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">loc</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">110</span><span class="p">);</span>
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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><a id='conclusions'></a></p>
<h2 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h2><ol>
<li>After calculating and comparing the relative risks and odds ratios, patients who receive SMS have 65% higher showing-up rate than patients who do not receive SMS. Patients who enroll in the Boisa Familia Program have 19.8% higher showing-up rate than patient who do not enroll. Diabete patients and Hipertension tend to not show up to appointments. However, Gender and Alcoholism do not have preferences on No-Show versus Show.  </li>
</ol>
<table>
<thead><tr>
<th>Binomial Variable</th>
<th>Relative Risk</th>
<th>Odds Ratio</th>
</tr>
</thead>
<tbody>
<tr>
<td>Gender</td>
<td>1.0174</td>
<td>1.013</td>
</tr>
<tr>
<td>Scholarship</td>
<td>1.1984</td>
<td>1.14</td>
</tr>
<tr>
<td>Hipertension</td>
<td>0.8277</td>
<td>0.8654</td>
</tr>
<tr>
<td>Diabetes</td>
<td>0.8841</td>
<td>0.9103</td>
</tr>
<tr>
<td>Alcoholism</td>
<td>0.9977</td>
<td>0.9983</td>
</tr>
<tr>
<td>SMS_received</td>
<td>1.6508</td>
<td>1.4354</td>
</tr>
</tbody>
</table>
<ol>
<li><p>By calculation proportions, the fewest patients show up to appointments on Saturday. However, patients who make appointments on Saturday have a highest showing-up rate.</p>
</li>
<li><p>Only 39 out of 81 hospitals have over 1000 appointments. (I think it is more fair to do the comparison when a hospital has more than a certain number of appointments. Here, I choose 1000 because this number is around 1% of sample size.) In these 39 hospitals, the highest showing up rate is 84.2% at SANTA MARTHA hospital and the highest no-showing rate is 28.9% at SANTOS DUMONT hospital.</p>
</li>
<li><p>Based on the Age distribution and 5 summary numbers, younger patients have a higher chance no-show than older patients. The age of "no-show" patients is 33 and the age of "show" patients is 38. If we only see females, the age of "No-show" patients is 34 and the age of "show" patients is 40. In males, the age of "No-show" patients is 28 and the age of "show" patients is 34. It looks like the age of "No-show" males is younger than the age of "No-show" females.</p>
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<h2 id="Proposal-for-the-next-step">Proposal for the next step<a class="anchor-link" href="#Proposal-for-the-next-step">&#182;</a></h2><ol>
<li>Subject level data: in this analysis, I only take a look at data based on appointment level data, so I woule like to take a look at subject level data. If a patient makes more appointments than other, he/she influences on the outcome more. </li>
<li>Different time periods: I would like to see a specific time period. For example, does patients show up to appointments in summer more than in winter?  </li>
<li>Perform statistical models: for the binary outcome, No-show and Show, I would like to build up a logistic regression and see if I can find out more significant insights in the data.</li>
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<h2 id="References">References<a class="anchor-link" href="#References">&#182;</a></h2><ol>
<li><a href="https://www.kaggle.com/joniarroba/noshowappointments/home">Original source in Kaggle</a></li>
<li><a href="https://en.wikipedia.org/wiki/Bolsa_Fam%C3%ADlia">Bolsa Família</a></li>
<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2797398/">Interpreting Results in 2 × 2 Tables</a></li>
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