US-aiports-instructor.html

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

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Exploratory-analysis-of-the-US-Airport-Dataset">Exploratory analysis of the US Airport Dataset<a class="anchor-link" href="#Exploratory-analysis-of-the-US-Airport-Dataset">&#182;</a></h2><p>This dataset contains data for 25 years[1995-2015] of flights between various US airports and metadata about these routes. Taken from Bureau of Transportation Statistics, United States Department of Transportation.</p>
<p>Let's see what can we make out of this!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>

<span class="n">pass_air_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/passengers.csv&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>In the <code>pass_air_data</code> dataframe we have the information of number of people that fly every year on a particular route on the list of airlines that fly that route.</p>

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

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>1990</td>
      <td>ABE</td>
      <td>ACY</td>
      <td>{'US Airways Inc.'}</td>
      <td>73.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>1990</td>
      <td>ABE</td>
      <td>ATL</td>
      <td>{'Eastern Air Lines Inc.'}</td>
      <td>73172.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>1990</td>
      <td>ABE</td>
      <td>AVL</td>
      <td>{'Westair Airlines Inc.'}</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>1990</td>
      <td>ABE</td>
      <td>AVP</td>
      <td>{'Westair Airlines Inc.', 'US Airways Inc.', '...</td>
      <td>8397.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>1990</td>
      <td>ABE</td>
      <td>BHM</td>
      <td>{'Eastern Air Lines Inc.'}</td>
      <td>59.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a MultiDiGraph from this dataset</span>
<span class="n">passenger_graph</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">from_pandas_edgelist</span><span class="p">(</span><span class="n">pass_air_data</span><span class="p">,</span> <span class="n">source</span><span class="o">=</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="s1">&#39;DEST&#39;</span><span class="p">,</span>
                                          <span class="n">edge_attr</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">,</span> <span class="s1">&#39;UNIQUE_CARRIER_NAME&#39;</span><span class="p">],</span>
                                          <span class="n">create_using</span><span class="o">=</span><span class="n">nx</span><span class="o">.</span><span class="n">MultiDiGraph</span><span class="p">())</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Cleveland-to-Chicago,-how-many-people-fly-this-route?">Cleveland to Chicago, how many people fly this route?<a class="anchor-link" href="#Cleveland-to-Chicago,-how-many-people-fly-this-route?">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">][</span><span class="mi">24</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;YEAR&#39;: 2014,
 &#39;PASSENGERS&#39;: 1128542.0,
 &#39;UNIQUE_CARRIER_NAME&#39;: &#34;{&#39;Delta Air Lines Inc.&#39;, &#39;Virgin America&#39;, &#39;American Airlines Inc.&#39;, &#39;Atlas Air Inc.&#39;, &#39;Kalitta Air LLC&#39;, &#39;JetBlue Airways&#39;, &#39;United Air Lines Inc.&#39;}&#34;}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">temp</span> <span class="o">=</span> <span class="p">[(</span><span class="n">i</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">],</span> <span class="n">i</span><span class="p">[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">temp</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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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">
<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h2><p>Find the busiest route in 1990 and in 2015 according to number of passengers, and plot the time series of number of passengers on these routes.</p>
<p>You can use the DataFrame instead of working with the network. It will be faster ;)
[5 mins]</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">temp</span> <span class="o">=</span> <span class="n">pass_air_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;YEAR&#39;</span><span class="p">])[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="nb">max</span><span class="p">)</span> <span class="o">==</span> <span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[</span><span class="n">temp</span><span class="p">][</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">YEAR</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="mi">1990</span><span class="p">,</span> <span class="mi">2015</span><span class="p">])]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[7]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3917</th>
      <td>3917</td>
      <td>1990</td>
      <td>LAX</td>
      <td>HNL</td>
      <td>{'Heavylift Cargo Airlines Lt', 'Hawaiian Airl...</td>
      <td>1827164.0</td>
    </tr>
    <tr>
      <th>445978</th>
      <td>445978</td>
      <td>2015</td>
      <td>LAX</td>
      <td>SFO</td>
      <td>{'Hawaiian Airlines Inc.', 'Delta Air Lines In...</td>
      <td>1869066.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;LAX&#39;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;HNL&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1195e8438&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;LAX&#39;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;SFO&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">,</span> <span class="s1">&#39;PASSENGERS&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[9]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1184297b8&gt;</pre>
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZMAAAEKCAYAAADXdbjqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xl4FdX5wPHvmz2EJGSBkAWSsAkkQICAiFIXFKMVkeICVkWl+qviXre2tmrV2mpbFZe2Kgi0Ciii4IIWEUUEhLDIEraEBEhYsgEhQEKW8/vjTvACCVlukslN3s/z3Cdzz5yZeSc3yZuZc+YcMcaglFJKucLD7gCUUkq5P00mSimlXKbJRCmllMs0mSillHKZJhOllFIu02SilFLKZZpMlFJKuUyTiVJKKZdpMlFKKeUyL7sDaC7h4eEmLi7O7jCUUsqtrFmzJt8Y07G2em0mmcTFxZGammp3GEop5VZEZFdd6tV6m0tEuojIEhFJE5HNInK/VR4qIotEZIf1NcQqFxGZIiLpIrJBRAY57WuiVX+HiEx0Kh8sIhutbaaIiDT0GEoppZpfXdpMyoHfGGP6AsOAySLSF3gcWGyM6Qkstt4DXAH0tF53Av8ER2IAngTOBYYCT1YlB6vOHU7bpVjl9TqGUkope9SaTIwx+4wxa63lI8AWIBoYA8ywqs0ArrGWxwAzjcNKoIOIRAKXA4uMMYXGmIPAIiDFWhdkjFlpHEMYzzxtX/U5hlJKKRvUq81EROKAgcAPQIQxZp+1aj8QYS1HA3ucNsu2ys5Wnl1NOQ04xj6nMkTkThxXLnTt2rVuJ6mUanJlZWVkZ2dTUlJidyjK4ufnR0xMDN7e3g3avs7JRETaAx8CDxhjiqxmDQCMMUZEmnRilIYcwxjzJvAmQHJysk7colQLkZ2dTWBgIHFxcTj/LVH2MMZQUFBAdnY28fHxDdpHnZ4zERFvHInkXWPMPKv4QNWtJetrrlWeA3Rx2jzGKjtbeUw15Q05hlLKDZSUlBAWFqaJpIUQEcLCwly6UqxLby4BpgJbjDH/cFq1AKjqkTURmO9UfovV42oYcNi6VfUlMEpEQqyG91HAl9a6IhEZZh3rltP2VZ9jKKXchCaSlsXVz6Mut7nOB24GNorIeqvsd8BfgPdFZBKwC7jeWvc5cCWQDhwDbgMwxhSKyDPAaqven4wxhdby3cB0wB9YaL2o7zFagvKKSuauyeaqAVG0920zj/Eopdq4uvTmWmaMEWNMf2NMkvX63BhTYIwZaYzpaYy5tCoxWD2sJhtjuhtj+hljUp32Nc0Y08N6veNUnmqMSbS2ucfq1UVDjmG3j9fv5fF5G5m/Xu+6KdWSeXp6kpSURGJiItdddx3Hjh07ue7jjz9GRNi6devJssrKSu677z4SExPp168fQ4YMITMzE4Bp06bRr18/+vfvT2JiIvPnO26i3HrrrcTHx5OUlERSUhLDhw8HYPr06Xh4eLBhw4aT+09MTCQrKwuA4uJi7rrrLrp3786gQYMYPHgwb731FgBZWVn4+/uf3GdSUhIzZ84EHA9nV8Vx4YUXsmvXT88bPvfccyQkJNC/f3+SkpL44YcfGvX7qf86N6KKSsPrS9IB2JRTZHM0Sqmz8ff3Z/16x82WX/7yl/zrX//ioYceAmDWrFlccMEFzJo1i6effhqAOXPmsHfvXjZs2ICHhwfZ2dkEBASQnZ3Nc889x9q1awkODqa4uJi8vLyTx3nxxRe59tprzzh+TEwMzz33HHPmzDlj3a9+9Su6devGjh078PDwIC8vj2nTpp1c371795Oxn27JkiWEh4fz5JNP8uyzz/LWW2+xYsUKPv30U9auXYuvry/5+fmcOHGi4d+8auhAj43o0w17ycw/SqCvF5v3HrY7HKVUHY0YMYL0dMc/gsXFxSxbtoypU6cye/bsk3X27dtHZGQkHh6OP5sxMTGEhISQm5tLYGAg7du3B6B9+/Z16hF11VVXsXnzZrZt23ZKeUZGBqtWreLZZ589eayOHTvy2GOP1euczjvvPHJyck7GHh4ejq+vLwDh4eFERUXVa3+10SuTRlJZaXj163R6RbTnwl4dmbF8F2UVlXh7ar5W6mye/mQzaXsb90q+b1QQT45OqFPd8vJyFi5cSEqKY+CN+fPnk5KSQq9evQgLC2PNmjUMHjyY66+/ngsuuIDvvvuOkSNHctNNNzFw4EAGDBhAREQE8fHxjBw5kl/84heMHj365P4feeQRnn32WQASEhJ49913AfDw8ODRRx/lz3/+MzNmzDhZf/PmzQwYMOBkIqlORkYGSUlJJ9+/+uqrjBgx4pQ6X3zxBddc43jOe9SoUfzpT3+iV69eXHrppdxwww1ceOGFdfr+1JX+pWskCzftJz23mHsv6Um/mA6cqKhkx4Fiu8NSStXg+PHjJCUlkZycTNeuXZk0aRLguMU1fvx4AMaPH8+sWbMAx5XItm3beP755/Hw8GDkyJEsXrwYT09PvvjiC+bOnUuvXr148MEHeeqpp04e58UXX2T9+vWsX7/+ZCKpcuONN7Jy5cqTbS/Vee6550hKSjrlSqLqNlfVyzmRXHzxxURHR7Nw4UImTJgAOK6W1qxZw5tvvknHjh254YYbmD59ukvfvzMYY9rEa/DgwaapVFRUmstf+tZc/Lclpryi0mTkHjGxj31q5qze3WTHVMqdpaWl2R2CCQgIOKOsoKDA+Pv7m65du5rY2FgTExNjunTpYiorK8+o++KLL5p77rnnjPLVq1ebxMREY4wxEydONB988MEZdd555x0zefJkY4wx//73v83//d//mYSEBJOZmWl27Nhh4uPjTUVFRbXxZmZmmoSEhGrPKTY21uTl5ZmysjJz/fXXmwcffLDaeh988IG56qqrziiv7nMBUk0d/sbqlUkjWLTlAFv3H+HeS3rg6SHEhQUQ4OPJ5hxtN1HKncydO5ebb76ZXbt2kZWVxZ49e4iPj+e7775j7dq17N27F3D07NqwYQOxsbHs3buXtWvXntzH+vXriY2NrfMxb731Vr766quTjfY9evQgOTmZJ554goqKCsDxkKfj73rdeHl58fLLLzNz5kwKCwvZtm0bO3bsaHCMdaHJxEXGGKYs3kFsWDtG93dchnp4CAlRwWxq5PvASqmmNWvWLMaOHXtK2bhx45g1axa5ubmMHj2axMRE+vfvj5eXF/fccw9lZWU8/PDD9O7dm6SkJObMmcMrr7xycvtHHnnklG68p/ei8vHx4b777iM3N/dk2dtvv01BQcHJxHLZZZfxwgsvnFxf1WZS9ZoyZcoZ5xIZGcmECRN4/fXXKS4uZuLEifTt25f+/fuTlpZ2yq24xiD1yXbuLDk52TTF5FiLtxxg0oxUXri2P9cn/zTCy9OfbGb2qj1sevpyPD30SV+lnG3ZsoU+ffrYHYY6TXWfi4isMcYk17atXpm4wBjDlK/TiQnxZ+zA6FPWJUYFc7ysgsx8bYRXSrV+mkxcsHRHPj/uOcTdF/U4owtwYnQwoA8vKqXaBk0mDVTVVhIZ7Me4wdFnrO/eMQBfLw82aSO8UtVqK7fY3YWrn4cmkwZakVHAml0Hueui7vh6eZ6x3svTgz6RQWzSJ+GVOoOfnx8FBQWaUFoIY81n4ufn1+B96BPwDTTl6x10CvQ9pdH9dInRQcxft5fKSoOHNsIrdVJMTAzZ2dmnjGGl7FU102JDaTJpgFWZhazcWcgfruqLn/eZVyVVEqOC+e/K3ew5eIzYsIBmjFCpls3b27vBM/qplklvczXAq1/vILy9DzcOPfu88glRjkb4zfq8iVLKBsYY1u0+SFb+0SY/liaTelq7+yDf7cjnjhHd8Pep+aoEoFfn9nh5iDbCK6WaVUlZBXPXZDPm9e8Z+8Zy3l62s8mPqbe56unVxTsIaefNTcNqH4rA18uTXhGB+iS8UqpZZB88xrs/7Gb2qt0cPFZGj07teWZMAmMHNbwtpK40mdTDhuxDLNmWxyOXn0NAHafkTYwOYvGWXIwxOue1UqrRGWP4Pr2AGSuyWLzlAACX9Y1g4nlxnNc9rNn+7mgyqYdXv04nyM+LW86r+wBpidHBvJ+azf6iEiKD/ZswOqVUW3KkpIx5a3OYuSKLjLyjhAb4cNdF3bnx3FiiOzT/3xpNJnWUtreIRWkHeODSngT6edd5u6pG+E05RZpMlFIuS88tZuaKLD5ck83RExUM6NKBf1w/gCv7RZ61d2lT02RSR68t2UGgrxe3Da9fd8Y+kYF4CGzKOcxlfSOaKDqlVFuw48ARrpzyHSLC6P5R3HJeLAO6dLA7LECTSZ1sP3CEzzfu595LehDcru5XJQDtfLzo3rG9zgmvlHLZtO8z8RDhm0cuanF3OrRrcB289nU6AT6e3H5+wx6ySowO1gEflVIuOXj0BPPW5jB2YHSLSyRQh2QiItNEJFdENjmVJYnIShFZLyKpIjLUKhcRmSIi6SKyQUQGOW0zUUR2WK+JTuWDRWSjtc0UsboeiEioiCyy6i8SkZDajtEU0nOL+WTDXm4+L46QAJ8G7SMhKoj9RSXkHSlt5OiUUm3Fe6t2U1peyW0N/Ke2qdXlymQ6kHJa2QvA08aYJOCP1nuAK4Ce1utO4J/gSAzAk8C5wFDgyarkYNW5w2m7qmM9Diw2xvQEFlvvazxGU9lz8BgxIf78akTDP8Cq4ej1VpdSqiHKKir5z4pdnN8jjHM6B9odTrVqTSbGmKVA4enFQJC1HAzstZbHADOteehXAh1EJBK4HFhkjCk0xhwEFgEp1rogY8xKa+L6mcA1TvuaYS3POK28umM0iYvP6cS3D19MeHvfBu+jb5TjW6XDqiilGuKLTfvZX1RS7w5AzamhDfAPAF+KyN9wJKThVnk0sMepXrZVdrby7GrKASKMMfus5f1AVVeomva1jybi6oi/QX7exIW102FVlFINMu37TGLD2nFJ7052h1KjhjbA3wU8aIzpAjwITG28kM5kXbXUe+IDEbnTatNJtXuo64SoYJ3bRClVb+v3HGLd7kPcOjyuRU9l0dBkMhGYZy1/gKMdBCAHcJ7gI8YqO1t5TDXlAAeqbl9ZX3NrOcYZjDFvGmOSjTHJHTt2rPPJNYWE6CD2FB7n8LEyW+NQSrmXd77PJNDXi+vOMndSS9DQZLIXuNBavgTYYS0vAG6xelwNAw5bt6q+BEaJSIjV8D4K+NJaVyQiw6xeXLcA8532VdXra+Jp5dUdo0VLrBqOfp9enSil6mb/4RI+27CP65K70L6O4wHapdboRGQWcBEQLiLZOHpl3QG8IiJeQAmOXlUAnwNXAunAMeA2AGNMoYg8A6y26v3JGFPVqH83jh5j/sBC6wXwF+B9EZkE7AKuP9sxWrqEqkb4nCKGdw+3ORqllDv478pdVBjDrcPj7A6lVrUmE2PMhBpWDa6mrgEm17CfacC0aspTgcRqyguAkfU5RksW1t6XqGA/bTdRStVJSVkF7/6wi0v7RNA1rJ3d4dRKn4BvRgnRwdqjSylVJ/PX53DwWBm3nR9ndyh1osmkGSVGBbMz/yhHS8vtDkUp1YIZY3jn+yx6dw7kvG5hdodTJ5pMmlFidBDGwJZ9+vCiUq3RoWMnWLmzwOX9rMgoYOv+I9x+frzbTKqnyaQZVQ2rore6lGp9SssrmPjOasa/uZL/rNzl0r6mfZ9FaIAPVydFNVJ0TU+TSTPqFOhLeHtfnRNeqVbouc+28OOeQ/SNDOKP8zfx6Ya9tW9UjV0FR1m89QA3Du1q62RX9aXJpBmJCInRQXplolQr8/G6HGau2MUdI+KZd/dwhsSG8uCc9SzdXv+RN6Yvz8JThJvrMT14S6DJpJklRgWzI7eYkrIKu0NRSjWCbfuP8Nt5GxkaF8qjKb3x8/bkrYnJ9OgUyK//u4Z1uw/WeV9HSsr4IDWbn/ePJCLIrwmjbnyaTJpZQlQQFZWGbfuP2B2KUspFR0rKuOu/awjw9eK1Gwfi7en4kxrs782M24cQ3t6X26avJj23br/vc9dkU1xa3mLnLDkbTSbN7GQjvD68qJRbM8bw6NwN7Co8xus3DqTTaVcSnQL9+O+kc/H29ODmqavIOXT8rPurqDRMX57FoK4dSGoh87rXhyaTZhYT4k+Qn5dO46uUm5u6LJOFm/bzWMo5nFvDsyBdw9ox8/ahFJeWc/PUHygornm21SVbc9lVcMwtr0pAk0mzczTCB+usi0q5sVWZhTy/cCspCZ25Y0S3s9btExnE1IlDyDl4nNumr6a4hoeW31meSWSwHymJnZsi5CanycQGidHBbN13hLKKSrtDUUrVU+6REia/t5auoe144br+dXqocGh8KG/8chCb9xZx58xUSstP7YCzdX8R36cXcPN5sSfbXdyNe0bt5hKigjhRUcmOA8V2h6KUqofyikrueW8dR0rK+OdNgwjy867ztiP7RPDCuP4szyjggdnrqaj8ab6/6d9n4eftwYQhXZsi7GahycQGVY3weqtLKffy4pfbHLe4ftGP3p2D6r39uMExPPHzPizctJ8nPt6EMYbCoyf4aF0OYwfGEBLg0wRRN4+WPdtKKxUfFkCAjyeb9xZxnd3BKKXq5ItN+/j30p3cNKwrYwfG1L5BDX41ohuFR0/wxjcZhAX44O/jSWl5pduMDlwTTSY28PAQ+kbpk/BKuYudecU8/MEGBsQE84er+rq8v0cuP4eDx07w2pJ0/Lw9uKBHOL0iAhshUvvobS6bJEQFk7av6JT7pkqplufYiXLu+u9avD2FN24ajK+X6+NliQjPXtOPlITOlJRVcvsFca4HajNNJjZJjA7m2IkKMvOP2h2KUqoGxhh+/9Emtuce4eXxA4nu4N9o+/b0EKZMGMjHk8/nkt4RjbZfu2gysUlitDUnvDbCK9VivbdqNx+ty+GBkb24sFfHRt+/j5eHWz7tXh1NJjbp3rE9Pl4e2m6iVAuVtreIpz9J42e9OnLvJT3sDqfF02RiE29PD/p0DtRhVZRqgY6dKOeeWWvp4O/NP64fgIeHe8x2aCdNJjZKiA5m097DGKON8Eq1JH+cv5nM/KO8fEMS4e197Q7HLWgysVFiVDBHSsrZU3j20USVUs3no3XZzF2Tzb0X92B4j3C7w3EbtSYTEZkmIrkisum08ntFZKuIbBaRF5zKfysi6SKyTUQudypPscrSReRxp/J4EfnBKp8jIj5Wua/1Pt1aH1fbMdxNVSO8DkevVMuQmX+UJz7axNC4UO4b2dPucNxKXa5MpgMpzgUicjEwBhhgjEkA/maV9wXGAwnWNm+IiKeIeAKvA1cAfYEJVl2AvwIvGWN6AAeBSVb5JOCgVf6SVa/GY9T/1O3XKyIQLw/RRnilWoDS8grueW8t3l4evDw+CS83HXDRLrV+t4wxS4HC04rvAv5ijCm16uRa5WOA2caYUmNMJpAODLVe6caYncaYE8BsYIw4htu8BJhrbT8DuMZpXzOs5bnASKt+TcdwO37envSMCGTTXm2EV8puz3++lc17i3jx2gFENeLzJG1FQ1NvL2CEdfvpWxEZYpVHA3uc6mVbZTWVhwGHjDHlp5Wfsi9r/WGrfk37ckuJUUFsztFGeKXstCjtANOXZ3Hb+XFc1tf9HyC0Q0OTiRcQCgwDHgHel7oM6t/MROROEUkVkdS8vDy7w6lWYnQwBUdPsL+oxO5QlGqT9h46ziNzfyQxOojHr+htdzhuq6HJJBuYZxxWAZVAOJADdHGqF2OV1VReAHQQEa/TynHexlofbNWvaV9nMMa8aYxJNsYkd+zY+E+vNoaTT8Lr8yZKNbvyikrun72OsvJKXp0wqFHG3WqrGppMPgYuBhCRXoAPkA8sAMZbPbHigZ7AKmA10NPqueWDowF9gXHc21kCXGvtdyIw31peYL3HWv+1Vb+mY7ilPpFBeAgsS8+3OxSl2pwpi3ewOusgz43tR3x4gN3huLW6dA2eBawAzhGRbBGZBEwDulndhWcDE62rlM3A+0Aa8AUw2RhTYbV53AN8CWwB3rfqAjwGPCQi6TjaRKZa5VOBMKv8IeBxgJqO4eo3wi7tfLwYNyiGd3/Yxc48nXlRqeayPD2fV5ekc93gGK4Z6LbNri2GtJWG3+TkZJOammp3GNXKO1LKJX/7huS4EN65zS07pinlVvKLS7nile8I8vPik3svoJ2PTu1UExFZY4xJrq2edqRuAToG+nLfyJ4s2ZbH11sP2B2OUq1aZaXhN+//yOHjZbx24yBNJI1Ek0kLMXF4HN06BvCnT9IoLXfbu3ZKtXhvL9vJt9vz+MNVfekTWf953FX1NJm0ED5eHvzxqr5kFRzjne+z7A5HqVZp3e6DvPDFNq5I7MxN53a1O5xWRZNJC3LROZ24tE8Ery7ewQF97kSpRrV4ywF+NSOViCA//jKuPy3w0Ti3psmkhfnDVX0oqzD8deFWu0NRqlU4fqKCJz7eyKQZqXQK8mPG7UMJ9ve2O6xWR5NJCxMbFsAdP4tn3roc1uw6fUg0pVR9bMw+zM9f/Y53f9jNnT/rxseTh9OjU3u7w2qVNJm0QHdf1IOIIF+eWpBGRWXb6LqtVGOqqDS88U06Y9/4nmOlFbw76Vx+d2UffcK9CWkyaYECfL343ZV92JhzmA9S99S+gVLqpOyDx5jw1kpe+GIblyd25osHRugkV81Ak0kLdfWAKJJjQ3jxy20cPl5mdzhKuYX563O44pXvSNtbxN+vG8BrEwbSoZ2P3WG1CZpMWigR4amrEyg8doJXvtrh0r4OHy8jV3uHqVbs8PEy7p+9jvtnr6dXRCAL7x/BuMEx2mOrGemjny1YYnQwE4Z2ZcaKLCYM7ULPiMB6bW+M4ZMN+3hqgWMYtK8eupDQAP0vTbUuP+ws4KH3f2R/UQm/uawXd13UXWdJtIF+x1u4h0edQ4CPJ099srleE2gdKCrhzv+s4b5Z64jq4EfR8TL+/PmWJoxUqeZVVlHJC19sZfxbK/H2FD68azj3juypicQm+l1v4UIDfHjosl58n17Al5trH7fLGMP7qXu49B/fsnR7Hr+/sg/zJ1/Ar0Z0Y+6abFbuLGiGqJVqWnsKj3H9v1fwxjcZ3JDchc/uG0FSlw52h9WmaTJxAzcNi6VXRHue/SyNkrKax+3KPniMW6at4tG5G+gTGcQXD/yMO37WDU8P4f6RPYkJ8eeJjzdxoryyGaNXqnF9sWkfP5/yHekHinn9xkH8ZVx/Anz1jr3dNJm4AS9PD54anUD2weO8uXTnGesrKw3/WZHF5S8tZe2ugzwzJoHZdww7ZbIffx9PnhmTSHpuMW8uzWjG6JVqHCVlFfxx/iZ+/d+1xIcH8Nl9I/h5/0i7w1IWTeduYniPcK7s15k3vknn2sExRHXwByAz/yiPfbiBVZmFjOgZzvO/6EdMSLtq93Fx705c2a8zr36dzugBUcSG6cxyyj1k5BVzz3vr2LKviDtGxPPI5b3x8dL/hVsS/TTcyO+u7IMx8OfPt1BRaXhr6U5SXl7Kln1FvHBtf2bePrTGRFLlydEJeHt68MTHm+rVoK+UXeatzWb0q8vYf/g4025N5vc/76uJpAXSKxM3EhPSjl9f2J1XFu9g+4EjbD9QzKV9InhubCIRQX512kdEkB8Pj+rFU5+k8cmGfVw9IKqJo1aqYY6WlvPH+Zv5cG02Q+NDmTJ+IJ2D6/ZzrpqfJhM38+sLuzNvXTb5xSeYMmEgo/tH1vvBrJvPi2Peuhz+9EkaF/bqqCOoqhYnbW8R98xaS2b+Ue4f2ZP7RvbE00MfQGzJdA54N3To2Ak8PYRAv4YngY3Zhxnz+jJuPLcrz17TrxGjU6rhjDH8d+UunvlsCx38vXll/EDO6x5md1htWl3ngNcrEzfUGGMN9YsJ5pbz4pixIotxg2IY2DXE9cCUckF5RSX3z17PZxv3cdE5Hfn7dQMIa+9rd1iqjrQVqw37zahedAr05fcfbaK8Qp89Ufb6bkc+n23cx/0jezJt4hBNJG5Gk0kbFujnzVOjE0jbV8T05Vl2h6PauOUZ+fh4enDXRd3x0PYRt6PJpI1LSezMJb078Y9F28k5dNzucFQbtjyjgEGxHfDz1gms3FGtyUREpolIrohsqmbdb0TEiEi49V5EZIqIpIvIBhEZ5FR3oojssF4TncoHi8hGa5spYnVNEpFQEVlk1V8kIiG1HUPVn4jw9NUJVBpzcnRhpZrboWMnSNtXxPDuOomVu6rLlcl0IOX0QhHpAowCdjsVXwH0tF53Av+06oYCTwLnAkOBJ6uSg1XnDqftqo71OLDYGNMTWGy9r/EYquG6hLbjgUt7sSjtAP/bvN/ucFQbtHJnIcagPbfcWK3JxBizFCisZtVLwKOAc9/iMcBM47AS6CAikcDlwCJjTKEx5iCwCEix1gUZY1YaRx/lmcA1TvuaYS3POK28umMoF0y6IJ7enQN5asFmjpaW2x2OamNWZOTj7+3JgBgd+dddNajNRETGADnGmB9PWxUNOE9anm2Vna08u5pygAhjzD5reT8QUcsxqovzThFJFZHUvLy8upxam+Xt6cFzYxPZe7iElxZtr/N2ZRWV7Co4yqrMQjZmHyYz/yj5xaWUltc8urFSp1uxs4Ah8aE6TIobq/dzJiLSDvgdjltczcIYY0Sk3k9XGmPeBN4Ex0OLjR5YKzM4NpQJQ7vwzvIsxg6KJiEqGGMMh4+Xsbvw2E+vgp+W9x46TmUN31kfLw8Cfb0I9PMi0M+b9k7Lwf7ejB4Qqc+3KPKOlLL9QDFjB8bYHYpyQUMeWuwOxAM/Wm3lMcBaERkK5ABdnOrGWGU5wEWnlX9jlcdUUx/ggIhEGmP2Wbexcq3ymo6hGsFjKb353+YD3DlzDR3aebO78BhHSk697RXe3ocuoe0YHBvC2IHRdA1tR+dgP0rKKikuLeNISTlHSsopKimj2Fo+UuIor9pfwdFSpn2fycXndOTBy3rRX29vtFkrrAnbhmt7iVurdzIxxmwEOlW9F5EsINkYky8iC4B7RGQ2jsb2w1Yy+BL4s1Oj+yjgt8aYQhEpEpFhwA/ALcCrVp0FwETgL9bX+U7lZxyjvuehqtehnQ/Pje3HS4uGIqCwAAAb0ElEQVS20zHQl8GxIXQNbed4hbWjS0i7RpmI6GhpOTNWZPHm0p1c/dr3jOzdiQcv60VidLDrJ6HcyoqMfAL9vEiICrI7FOWCWv8qiMgsHFcV4SKSDTxpjJlaQ/XPgSuBdOAYcBuAlTSeAVZb9f5kjKlq1L8bR48xf2Ch9QJHEnlfRCYBu4Drz3YM1XhSEjuTkti5SY8R4OvF3Rf14OZhscxYnsVb32Vy1avLuKxvBA9c2pOEKE0qbcWKjALOjQ/TudvdnA70qFqEopIy3lmWxdvLdnKkpJyUhM48cFlPenfW/1Zbs5xDxzn/L1/zh6v6MumCeLvDUdWo60CP+q+AahGC/Ly5/9KeLHvsEu4f2ZPv0/NJefk7Jr+7lu0HjtgdnmoiKzK0vaS10FGDVYsS7O/Ng5f14rbz45i6LJN3vs/i8037+Hm/SG4dHsfAriE6r0UrsiKjgNAAH86JCLQ7FOUiTSaqRerQzoffjDqH28+P563vdjJ9eRafbthHaIAPl/TuxKV9IhjRM7xROgMoexhjWJGRz7BuoTqwYyugv4mqRQsJ8OHRlN78+qLufLstj6+2OIZ8mbsmGx8vD87vHsbIPhFc2idCp3R1M7sKjrH3cAl36XhcrYImE+UWgvy8GT0gitEDoiirqCQ16yBfbTnAorQDLNm2iSc+3kS/6GAu7RPBpX070TcyqN7TGavmtVzbS1oVTSbK7Xh7enBe9zDO6x7GEz/vQ3puMYu2HOCrtAO8vHg7L321nahgP345LJa7LtS5MVqqFTsL6BToS7fwALtDUY1Ak4lyayJCz4hAekYEcvdFPcgvLuXrrbl8umEfL365jdSsQl6+YSDB7bztDlU5qWovuaBHuF5BthLaNVi1KuHtfbk+uQszbhvCM9cksiw9n6tfX8bW/UV2h6ac7MgtJr/4hM5f0opoMlGtkohw87BYZt85jOMnKhj7+nIW/LjX7rCUper5Ep2/pPXQZKJatcGxoXx67wUkRAVx36x1PPtpGuUVlXaH1eYtz8gnJsSfLqHt7A5FNRJNJqrV6xTkx3t3DGPiebG8vSyTm6b+QH5xqd1htVkVlYaVOwu1F1cro8lEtQk+Xh48PSaRv183gHW7DzH61WWs33PI7rDapC37ijh8vEzbS1oZTSaqTRk3OIYP7xqOhwjX/2sFc1bvtjukNkfbS1onTSaqzUmMDubTey/g3G6hPPbhRn47b6NOM9yMlmfk061jABFBOmJBa6LJRLVJIQE+TL9tKHdd1J1Zq3Zz/b9Xsu/wcbvDavXKKipZlantJa2RJhPVZnl6CI+l9OafvxxE+oEj/PLtH2gr8/vYZWPOYY6eqOC8btpe0tpoMlFt3hX9Ink0pTc7846SfVCvTppSVXvJsG6hNkeiGpsmE6WAofGOP26rMgtrqalcsTwjn96dAwlr72t3KKqRaTJRCjgnIpBAPy9Sd2kyaSql5RWkZh3UXlytlCYTpQAPDyE5NkSvTJrQut2HKC2v1OdLWilNJkpZhsSHkpF3lAJ9Or5JLM8owEN+uqWoWhdNJkpZhsY5/sil7jpocySt04qMfPpFBxPsr9MBtEaaTJSy9IsJxsfLg9V6q6vRHTtRzvo9hxim7SWtVq3JRESmiUiuiGxyKntRRLaKyAYR+UhEOjit+62IpIvINhG53Kk8xSpLF5HHncrjReQHq3yOiPhY5b7W+3RrfVxtx1DKFb5eniTFdGB1liaTxpaadZCyCqPtJa1YXa5MpgMpp5UtAhKNMf2B7cBvAUSkLzAeSLC2eUNEPEXEE3gduALoC0yw6gL8FXjJGNMDOAhMssonAQet8pesejUeo57nrVS1hsSHsGlvEcdOlNsdSquyPKMALw9hSFyI3aGoJlJrMjHGLAUKTyv7nzGm6rdtJRBjLY8BZhtjSo0xmUA6MNR6pRtjdhpjTgCzgTHimK/zEmCutf0M4Bqnfc2wlucCI636NR1DKZclx4VSUWlYt1tHFG5MK3YWkNSlA+18dKbw1qox2kxuBxZay9HAHqd12VZZTeVhwCGnxFRVfsq+rPWHrfo17Usplw2ODUFEH15sTEUlZWzMPqTjcbVyLiUTEfk9UA682zjhNC4RuVNEUkUkNS8vz+5wlBsI8vOmT+cgfXixEa3aWUilgfO0vaRVa3AyEZFbgauAX5qfRsfLAbo4VYuxymoqLwA6iIjXaeWn7MtaH2zVr2lfZzDGvGmMSTbGJHfs2LEBZ6naoiFxIazddYgynd63USzPKMDHy4OBXTvUXlm5rQYlExFJAR4FrjbGHHNatQAYb/XEigd6AquA1UBPq+eWD44G9AVWEloCXGttPxGY77SvidbytcDXVv2ajqFUoxgSH8rxsgrS9hbZHUqrsGJnAcmxIfh5az+Z1qwuXYNnASuAc0QkW0QmAa8BgcAiEVkvIv8CMMZsBt4H0oAvgMnGmAqrzeMe4EtgC/C+VRfgMeAhEUnH0SYy1SqfCoRZ5Q8Bj5/tGC5+H5Q6aYj18KJ2EXZd4dETbNlXpO0lbUCtXSuMMROqKZ5aTVlV/eeA56op/xz4vJrynVTTG8sYUwJcV59jKNUYIoL86BrajlWZhfxqRDe7w3FrK3fqFL1thT4Br1Q1hsSFkrrroE6W5aIVGQW08/Gkf4y2l7R2mkyUqsaQuBAKj54gI++o3aG4teUZ+QyND8XbU//UtHb6CStVjSHx2m7iqgNFJWTkHdX2kjZCk4lS1egWHkBYgI8mExcs3e54tkvne28bNJkoVQ0RITkuRJOJCz5en0OXUH8SooLsDkU1A00mStVgSFwoewqPs/9wid2huJ29h46zPKOAXwyMwcND7A5HNQNNJkrVYKi2mzTYR+tyMAZ+MUiHzWsrNJkoVYO+kUG08/HUZFJPxhg+XJvNkLgQYsMC7A5HNRNNJkrVwMvTg0FdQ1idpdP41seP2YfZmXeUcYNiaq+sWg1NJkqdxZC4ULbuL+Lw8TK7Q3EbH67JxtfLgyv7R9odimpGmkyUOoshcSEYA2t36dVJXZSWV7Dgx72MSuhMkJ+33eGoZqTJRKmzGNg1BC8P0XaTOvp6Sy6Hj5cxThve2xxNJkqdhb+PJ4nRwZpM6ujDtTl0CvRlRE+dP6it0WSiVC2GxIXw457DlJTpTAdnU1Bcyjfbchk7MBpPfbakzdFkolQthsSFcqKiko05h+0OpUWbv34v5ZWGX2gvrjZJk4lStUi2Jstalam3us5m3rpsEqODOKdzoN2hKBtoMlGqFqEBPvTo1J5UbTep0bb9R9iUU6TPlrRhmkyUqoOqybIqKnWyrOp8uDYbLw/h6gFRdoeibKLJRKk6GBofwpGScrbtP2J3KC1OeUUlH63L4aJzOhHW3tfucJRNNJkoVQfJsY52k9RdeqvrdMvS88k7Usq1g/XZkrZMk4lSdRAT4k9ksJ82wlfjw7U5dGjnzcW9O9kdirKRJhOl6kBEGBIXyuqsQozRdpMqRSVl/G/zfkb3j8LXy9PucJSNNJkoVUdD4kI4UFRK9sHjdofSYny+YR+l5ZWMG6y9uNo6TSZK1dGQeH3e5HQfrs2me8cABsQE2x2KslmtyUREpolIrohscioLFZFFIrLD+hpilYuITBGRdBHZICKDnLaZaNXfISITncoHi8hGa5spIiINPYZSTalXp0CC/Lx0nC7LroKjrM46yC8GxWD92qo2rC5XJtOBlNPKHgcWG2N6Aout9wBXAD2t153AP8GRGIAngXOBocCTVcnBqnOH03YpDTmGUk3Nw0NIttpNlKPhXUSn5lUOtSYTY8xS4PTfnjHADGt5BnCNU/lM47AS6CAikcDlwCJjTKEx5iCwCEix1gUZY1YaR6vmzNP2VZ9jKNXkhsSFkpF3lILiUrtDsVVlpWHe2mzO7x5OZLC/3eGoFqChbSYRxph91vJ+IMJajgb2ONXLtsrOVp5dTXlDjnEGEblTRFJFJDUvL6+Op6ZUzYbGOy6oU9v4ZFmrswrJPniccfpsibK43ABvXVE0aV/Jhh7DGPOmMSbZGJPcsaPOr6BclxgdjI+XB6vbeCP8h2uzCfDx5PKEznaHolqIhiaTA1W3lqyvuVZ5DtDFqV6MVXa28phqyhtyDKWanK+XJ0ldOrTpdpPjJyr4fON+rugXSTsfL7vDUS1EQ5PJAqCqR9ZEYL5T+S1Wj6thwGHrVtWXwCgRCbEa3kcBX1rrikRkmNWL65bT9lWfYyjVLIbGhbJpbxHHTpTbHYot/pe2n+LSch0hWJ2iLl2DZwErgHNEJFtEJgF/AS4TkR3ApdZ7gM+BnUA68BZwN4AxphB4Blhtvf5klWHVedvaJgNYaJXX6xhKNZfkuBAqKg3rdh+yOxRbzF2TTXQHf861nrtRCqDWa1RjzIQaVo2spq4BJtewn2nAtGrKU4HEasoL6nsMpZrD4NgQPMTx8OL5PcLtDqdZ7T9cwvfp+Uy+uAceOjWvcqJPwCtVT4F+3vTuHNQmRxD+eH0OlQadmledQZOJUg0wND6UtbsOcfxEhd2hNBtjDB+uyWZwbAjx4QF2h6NaGE0mSjXAz/tHUlJewePzNrSZUYQ35hxmR26xPvGuqqXJRKkGGBIXysOjzmH++r28/V2m3eE0OWMMr32djo+XB1f106l51Zk0mSjVQHdf1J0r+3Xm+YVb+G5H6x5hYc7qPfwv7QC/uawXwe287Q5HtUCaTJRqIBHhxWsH0LNTIPe8t47dBcfsDqlJZOQV8/QnaZzfI4w7RnSzOxzVQmkyUcoFAb5evHnLYADu/E9qq3uQ8UR5JffPXoeftwf/uD5JuwOrGmkyUcpFsWEBvDphINsPHOGRD1pXg/zf/7eNTTlF/HVcfyKC/OwOR7VgmkyUagQ/69WRx6/ozWcb9/HPbzPsDqdRLNuRz7+X7uTGc7sySgd0VLXQZKJUI7ljRDeuHhDFi19uY8m23No3aMEKj57goffX071jAH/4eV+7w1FuQJOJUo1ERPjruP706RzEfbPWkZl/1O6QGsQYw2MfbuDQsTKmTBiIv4+n3SEpN6DJRKlG5O/jyb9vHoyXh3DHzFSKS92vQf69VbtZlHaAR1POISEq2O5wlJvQZKJUI+sS2o7XbxxEZv5RHpqznspK92mQT889wjOfpjGiZzi3nx9vdzjKjWgyUaoJDO8Rzu+v7MP/0g7w6tfpdodTJ6XlFdw7az3tfLz4+3UDtBuwqhdNJko1kdvOj+MXg6J56avtLEo7YHc4tXrxi21s2VfEi9f2p5N2A1b1pMlEqSYiIvx5bD/6xwTz4Jz1pOcW2x1SjZZuz+PtZZnccl4sI/tE2B2OckOaTJRqQn7envzrpsH4eXtw58xUikrK7A7pDAXFpfzmgx/pFdGe313Zx+5wlJvSZKJUE4vq4M/rNw4iq+Aof/okze5wTmGM4dG5Gzh8vIxXxg/Ez1u7AauG0WSiVDM4t1sYky/uwdw12Xy5eb/d4Zz035W7WLw1l99e0Zs+kUF2h6PcmCYTpZrJvZf0JCEqiN/N20h+cand4bD9wBGe/WwLF53TkVuHx9kdjnJzmkyUaiY+Xh68dEMSR0rL+e28jbYNCFlSVsG/v83g2n8uJ9DPixevHYCIdgNWrtFkolQz6hURyCOjzmFR2gE+XJvTrMeurHTM4X7J377h+YVbGRwbwuw7z6NjoG+zxqFaJy+7A1Cqrbn9gngWbTnA0ws2M6xbKDEh7Zr8mEu35/H8wq1s2VdEv+hg/nb9AIZ3D2/y46q2w6UrExF5UEQ2i8gmEZklIn4iEi8iP4hIuojMEREfq66v9T7dWh/ntJ/fWuXbRORyp/IUqyxdRB53Kq/2GEq5A08P4e/XDaDSGB75YEOTDreyKecwN0/9gVumraK41DFw4/zJ52siUY2uwclERKKB+4BkY0wi4AmMB/4KvGSM6QEcBCZZm0wCDlrlL1n1EJG+1nYJQArwhoh4iogn8DpwBdAXmGDV5SzHUMotdAltxx9H92XFzgKmL89q9P1nHzzGg3PWM/q1ZWzMOcwfrurLVw9dyNUDonSYFNUkXG0z8QL8RcQLaAfsAy4B5lrrZwDXWMtjrPdY60eKo9VvDDDbGFNqjMkE0oGh1ivdGLPTGHMCmA2Msbap6RhKuY3rk7swsncn/vrFVtJzjzTKPg8fK+PPn2/hkr99y+cb9/HrC7vz7SMXM+mCeHy99BkS1XQanEyMMTnA34DdOJLIYWANcMgYUzXudjYQbS1HA3usbcut+mHO5adtU1N52FmOoZTbEBGeH9ePdj6ePPT+j5RVVDZ4X+UVlbz93U5+9uIS3vpuJ1cnRbHk4Yt4LKU3wf7ejRi1UtVz5TZXCI6ringgCgjAcZuqxRCRO0UkVURS8/Ly7A5HqTN0CvTjz2P7sSH7MK8vadjowhuyDzHm9e959rMtDOjSgc/vG8HfrhtAVAf/Ro5WqZq50pvrUiDTGJMHICLzgPOBDiLiZV05xABV/R9zgC5AtnVbLBgocCqv4rxNdeUFZznGKYwxbwJvAiQnJ7vPpBKqTbmiXyRjB0bz6tfpXNK7E/1jOtRpu6Ol5fxj0Xbe+T6T8Pa+/POXg0hJ7KzPjChbuNJmshsYJiLtrHaMkUAasAS41qozEZhvLS+w3mOt/9o4ntpaAIy3envFAz2BVcBqoKfVc8sHRyP9Amubmo6hlFt66uoEOrb35cE56ykpq6i1/pKtuYx6aSlTl2UyYWhXFj10IVf0i9REomzjSpvJDzgawdcCG619vQk8BjwkIuk42jemWptMBcKs8oeAx639bAbex5GIvgAmG2MqrKuOe4AvgS3A+1ZdznIMpdxSsL83f7tuABl5R3nhi2011ss9UsI9763ltumr8ffx5INfn8dzY/tpu4iyndg1pENzS05ONqmpqXaHodRZPbVgM9OXZ/HeHeee8ixIZaXh/dQ9/PnzLZSUVXLPJT34vwu7aQ8t1eREZI0xJrm2ejqcilItyGMpvekWHsAjH2w4OfdJem4x499ayePzNtI7MoiFD4zgvpE9NZGoFkWHU1GqBfH38eQfNyQx7p/LeXL+ZuLCAnh9STp+3h78dVw/rhvcRR86VC2SJhOlWpikLh2YfFF3pnzt6Cp8Vf9I/ji6L50CdV521XJpMlGqBbp3ZE9KKyoZFh/Gxb072R2OUrXSZKJUC+Tt6cFvr9D52JX70AZ4pZRSLtNkopRSymWaTJRSSrlMk4lSSimXaTJRSinlMk0mSimlXKbJRCmllMs0mSillHJZmxk1WETygF0N3DwcyG/EcNyBnnPboOfcNrhyzrHGmI61VWozycQVIpJalyGYWxM957ZBz7ltaI5z1ttcSimlXKbJRCmllMs0mdTNm3YHYAM957ZBz7ltaPJz1jYTpZRSLtMrE6WUUi5rs8lERKaJSK6IbHIqGyAiK0Rko4h8IiJBVrmPiLxjlf8oIhc5bTPYKk8XkSki0mLnVG3Ec/5GRLaJyHrr1SJnbxKRLiKyRETSRGSziNxvlYeKyCIR2WF9DbHKxfoM00Vkg4gMctrXRKv+DhGZaNc51aaRz7nC6TNeYNc51aYB59zb+pkvFZGHT9tXivWznS4ij9txPnXRyOecZf2erxeR1AYHZYxpky/gZ8AgYJNT2WrgQmv5duAZa3ky8I613AlYA3hY71cBwwABFgJX2H1uzXDO3wDJdp9PHc43EhhkLQcC24G+wAvA41b548BfreUrrc9QrM/0B6s8FNhpfQ2xlkPsPr+mPGdrXbHd59NE59wJGAI8BzzstB9PIAPoBvgAPwJ97T6/pjxna10WEO5qTG32ysQYsxQoPK24F7DUWl4EjLOW+wJfW9vlAoeAZBGJBIKMMSuN41OZCVzT1LE3VGOcczOE2WiMMfuMMWut5SPAFiAaGAPMsKrN4KfPbAww0zisBDpYn/HlwCJjTKEx5iCO71NKM55KnTXiObuN+p6zMSbXGLMaKDttV0OBdGPMTmPMCWC2tY8WpxHPudG02WRSg8389MNzHdDFWv4RuFpEvEQkHhhsrYsGsp22z7bK3El9z7nKO9Zl8R9a8q29KiISBwwEfgAijDH7rFX7gQhrORrY47RZ1edZU3mL5uI5A/iJSKqIrBSRFvtPkrM6nnNNWvPnfDYG+J+IrBGROxsahyaTU90O3C0ia3BcOp6wyqfh+MFKBV4GlgMVtkTY+Bpyzr80xvQDRlivm5s14noSkfbAh8ADxpgi53XWFWWr69LYSOccaxxPTd8IvCwi3Rs/0sajn3ODz/kCY8wg4Apgsoj8rCGxaDJxYozZaowZZYwZDMzCcf8UY0y5MeZBY0ySMWYM0AHHPcocIMZpFzFWmdtowDljjMmxvh4B3sNxe6BFEhFvHL9s7xpj5lnFB6pu5Vhfc63yHE69+qr6PGsqb5Ea6ZydP+edONrJBjZ58A1Uz3OuSWv+nGvk9DnnAh/RwN9nTSZOqnoliYgH8ATwL+t9OxEJsJYvA8qNMWnW5WSRiAyzbvXcAsy3J/qGqe85W7e9wq1yb+AqYFO1O7eZ9ZlMBbYYY/7htGoBUNUjayI/fWYLgFusHk7DgMPWZ/wlMEpEQqzeMaOsshansc7ZOldfa5/hwPlAWrOcRD014JxrshroKSLxIuIDjLf20eI01jmLSICIBFYt4/jZbtjvs6st+O76wvFf+D4cDVLZwCTgfhz/fW8H/sJPD3XGAdtwNHJ9hePyv2o/ydY3PwN4rWqblvhqjHMGAnD07NqAo73lFcDT7nOr4XwvwHGZvwFYb72uBMKAxcAO69xCrfoCvG59lhtx6rGG43ZguvW6ze5za+pzBoZb73+0vk6y+9wa8Zw7Wz//RTg6lmTj6EiDtd126/vxe7vPranPGUfPtR+t12ZXzlmfgFdKKeUyvc2llFLKZZpMlFJKuUyTiVJKKZdpMlFKKeUyTSZKKaVcpslEqUZmPbOxTESucCq7TkS+kFNH4l3vPDKtiISLSJmI/Pq0/VWN6rpBRL4VkdjmPB+l6kK7BivVBEQkEfgAx1PjXsA6HIND/miMaV/DNnfhGLqk0hhzoVN5Fo7nP/JF5GkgyhhzRxOfglL1olcmSjUBY8wm4BPgMeCPOEbmzahlswnAb4BoEYmpoc4K3GDwQdX2eNkdgFKt2NPAWhyDZ1YN3+8vIuud6jxvjJkjIl2ASGPMKhF5H7gB+Hs1+0wBPm7KoJVqCE0mSjURY8xREZmDY5KpUqv4uDEmqZrqNwDvW8uzcYza7JxMlohIKFAM/KGpYlaqofQ2l1JNq9J61WYCcKvVPrIA6C8iPZ3WXwzE4hiD6enGDlIpV2kyUcpmItILaG+MiTbGxBlj4oDncSSYk4wx5cADOEb5DW3+SJWqmSYTpZqX/2ldg/+CI2l8dFq9DzktmYBjulYcoz9PbvpQlao77RqslFLKZXplopRSymWaTJRSSrlMk4lSSimXaTJRSinlMk0mSimlXKbJRCmllMs0mSillHKZJhOllFIu+3/hrYCyyDDGcwAAAABJRU5ErkJggg==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Extract year graph from passenger_graph</span>
<span class="k">def</span> <span class="nf">year_network</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">year</span><span class="p">):</span>
    <span class="n">temp_g</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">i</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">year</span><span class="p">:</span>
            <span class="n">temp_g</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">weight</span><span class="o">=</span><span class="n">i</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">temp_g</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015</span> <span class="o">=</span> <span class="n">year_network</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">,</span> <span class="mi">2015</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[12]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>1258</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">edges</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[13]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>25354</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load in the GPS coordinates of all the airports</span>
<span class="n">lat_long</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;data/GlobalAirportDatabase.txt&#39;</span><span class="p">,</span> <span class="n">delimiter</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lat_long</span><span class="p">[</span><span class="n">lat_long</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">nodes</span><span class="p">()))]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[15]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>0</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
      <th>4</th>
      <th>5</th>
      <th>6</th>
      <th>7</th>
      <th>8</th>
      <th>9</th>
      <th>10</th>
      <th>11</th>
      <th>12</th>
      <th>13</th>
      <th>14</th>
      <th>15</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1321</th>
      <td>EGYC</td>
      <td>CLF</td>
      <td>COLTISHALL</td>
      <td>COLTISHALL</td>
      <td>ENGLAND</td>
      <td>52</td>
      <td>45</td>
      <td>17</td>
      <td>N</td>
      <td>1</td>
      <td>21</td>
      <td>26</td>
      <td>E</td>
      <td>21</td>
      <td>52.755</td>
      <td>1.357</td>
    </tr>
    <tr>
      <th>3380</th>
      <td>KABI</td>
      <td>ABI</td>
      <td>ABILENE RGNL</td>
      <td>ABILENE</td>
      <td>USA</td>
      <td>32</td>
      <td>24</td>
      <td>40</td>
      <td>N</td>
      <td>99</td>
      <td>40</td>
      <td>54</td>
      <td>W</td>
      <td>546</td>
      <td>32.411</td>
      <td>-99.682</td>
    </tr>
    <tr>
      <th>3381</th>
      <td>KABQ</td>
      <td>ABQ</td>
      <td>NaN</td>
      <td>ALBUQUERQUE</td>
      <td>USA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>3382</th>
      <td>KACK</td>
      <td>ACK</td>
      <td>NANTUCKET MEM</td>
      <td>NANTUCKET</td>
      <td>USA</td>
      <td>41</td>
      <td>15</td>
      <td>10</td>
      <td>N</td>
      <td>70</td>
      <td>3</td>
      <td>36</td>
      <td>W</td>
      <td>15</td>
      <td>41.253</td>
      <td>-70.060</td>
    </tr>
    <tr>
      <th>3383</th>
      <td>KACT</td>
      <td>ACT</td>
      <td>WACO RGNL</td>
      <td>WACO</td>
      <td>USA</td>
      <td>31</td>
      <td>36</td>
      <td>40</td>
      <td>N</td>
      <td>97</td>
      <td>13</td>
      <td>49</td>
      <td>W</td>
      <td>158</td>
      <td>31.611</td>
      <td>-97.230</td>
    </tr>
    <tr>
      <th>3384</th>
      <td>KACY</td>
      <td>ACY</td>
      <td>ATLANTIC CITY INTERNATIONAL</td>
      <td>ATLANTIC CITY</td>
      <td>USA</td>
      <td>39</td>
      <td>27</td>
      <td>27</td>
      <td>N</td>
      <td>74</td>
      <td>34</td>
      <td>37</td>
      <td>W</td>
      <td>23</td>
      <td>39.458</td>
      <td>-74.577</td>
    </tr>
    <tr>
      <th>3386</th>
      <td>KADW</td>
      <td>ADW</td>
      <td>ANDREWS AFB</td>
      <td>CAMP SPRINGS</td>
      <td>USA</td>
      <td>38</td>
      <td>48</td>
      <td>38</td>
      <td>N</td>
      <td>76</td>
      <td>52</td>
      <td>1</td>
      <td>W</td>
      <td>86</td>
      <td>38.811</td>
      <td>-76.867</td>
    </tr>
    <tr>
      <th>3387</th>
      <td>KAEX</td>
      <td>AEX</td>
      <td>ALEXANDRIA INTERNATIONAL</td>
      <td>ALEXANDRIA</td>
      <td>USA</td>
      <td>31</td>
      <td>19</td>
      <td>38</td>
      <td>N</td>
      <td>92</td>
      <td>32</td>
      <td>54</td>
      <td>W</td>
      <td>28</td>
      <td>31.327</td>
      <td>-92.548</td>
    </tr>
    <tr>
      <th>3389</th>
      <td>KAGS</td>
      <td>AGS</td>
      <td>AUGUSTA RGNL AT BUSH FLD</td>
      <td>BUSH FIELD</td>
      <td>USA</td>
      <td>33</td>
      <td>22</td>
      <td>11</td>
      <td>N</td>
      <td>81</td>
      <td>57</td>
      <td>52</td>
      <td>W</td>
      <td>44</td>
      <td>33.370</td>
      <td>-81.964</td>
    </tr>
    <tr>
      <th>3391</th>
      <td>KALB</td>
      <td>ALB</td>
      <td>ALBANY INTERNATIONAL</td>
      <td>ALBANY</td>
      <td>USA</td>
      <td>42</td>
      <td>44</td>
      <td>53</td>
      <td>N</td>
      <td>73</td>
      <td>48</td>
      <td>10</td>
      <td>W</td>
      <td>87</td>
      <td>42.748</td>
      <td>-73.803</td>
    </tr>
    <tr>
      <th>3394</th>
      <td>KAMA</td>
      <td>AMA</td>
      <td>AMARILLO INTERNATIONAL</td>
      <td>AMARILLO</td>
      <td>USA</td>
      <td>35</td>
      <td>13</td>
      <td>9</td>
      <td>N</td>
      <td>101</td>
      <td>42</td>
      <td>21</td>
      <td>W</td>
      <td>1100</td>
      <td>35.219</td>
      <td>-101.706</td>
    </tr>
    <tr>
      <th>3395</th>
      <td>KANB</td>
      <td>ANB</td>
      <td>ANNISTON METROPOLITAN</td>
      <td>ANNISTON</td>
      <td>USA</td>
      <td>33</td>
      <td>35</td>
      <td>17</td>
      <td>N</td>
      <td>85</td>
      <td>51</td>
      <td>29</td>
      <td>W</td>
      <td>187</td>
      <td>33.588</td>
      <td>-85.858</td>
    </tr>
    <tr>
      <th>3397</th>
      <td>KAOO</td>
      <td>AOO</td>
      <td>ALTOONA BLAIR CO</td>
      <td>ALTOONA</td>
      <td>USA</td>
      <td>40</td>
      <td>17</td>
      <td>47</td>
      <td>N</td>
      <td>78</td>
      <td>19</td>
      <td>12</td>
      <td>W</td>
      <td>459</td>
      <td>40.296</td>
      <td>-78.320</td>
    </tr>
    <tr>
      <th>3399</th>
      <td>KARA</td>
      <td>ARA</td>
      <td>ACADIANA REGIONAL</td>
      <td>LOUISIANA</td>
      <td>USA</td>
      <td>30</td>
      <td>2</td>
      <td>15</td>
      <td>N</td>
      <td>91</td>
      <td>53</td>
      <td>2</td>
      <td>W</td>
      <td>8</td>
      <td>30.038</td>
      <td>-91.884</td>
    </tr>
    <tr>
      <th>3400</th>
      <td>KART</td>
      <td>ART</td>
      <td>WATERTOWN INTERNATIONAL</td>
      <td>WATERTOWN</td>
      <td>USA</td>
      <td>43</td>
      <td>59</td>
      <td>30</td>
      <td>N</td>
      <td>76</td>
      <td>1</td>
      <td>18</td>
      <td>W</td>
      <td>100</td>
      <td>43.992</td>
      <td>-76.022</td>
    </tr>
    <tr>
      <th>3401</th>
      <td>KATL</td>
      <td>ATL</td>
      <td>THE WILLIAM B HARTSFIELD ATLANTA INTERNATIONAL</td>
      <td>ATLANTA</td>
      <td>USA</td>
      <td>33</td>
      <td>38</td>
      <td>25</td>
      <td>N</td>
      <td>84</td>
      <td>25</td>
      <td>37</td>
      <td>W</td>
      <td>313</td>
      <td>33.640</td>
      <td>-84.427</td>
    </tr>
    <tr>
      <th>3402</th>
      <td>KAUG</td>
      <td>AUG</td>
      <td>AUGUSTA STATE</td>
      <td>AUGUSTA</td>
      <td>USA</td>
      <td>44</td>
      <td>19</td>
      <td>14</td>
      <td>N</td>
      <td>69</td>
      <td>47</td>
      <td>50</td>
      <td>W</td>
      <td>108</td>
      <td>44.321</td>
      <td>-69.797</td>
    </tr>
    <tr>
      <th>3403</th>
      <td>KAUS</td>
      <td>AUS</td>
      <td>AUSTIN BERGSTROM INTERNATIONAL</td>
      <td>AUSTIN</td>
      <td>USA</td>
      <td>30</td>
      <td>11</td>
      <td>40</td>
      <td>N</td>
      <td>97</td>
      <td>40</td>
      <td>11</td>
      <td>W</td>
      <td>166</td>
      <td>30.194</td>
      <td>-97.670</td>
    </tr>
    <tr>
      <th>3406</th>
      <td>KBAD</td>
      <td>BAD</td>
      <td>BARKSDALE AFB</td>
      <td>SHREVEPORT</td>
      <td>USA</td>
      <td>32</td>
      <td>30</td>
      <td>6</td>
      <td>N</td>
      <td>93</td>
      <td>39</td>
      <td>45</td>
      <td>W</td>
      <td>51</td>
      <td>32.502</td>
      <td>-93.663</td>
    </tr>
    <tr>
      <th>3407</th>
      <td>KBCT</td>
      <td>BCT</td>
      <td>BOCA RATON</td>
      <td>BOCA RATON</td>
      <td>USA</td>
      <td>26</td>
      <td>22</td>
      <td>42</td>
      <td>N</td>
      <td>80</td>
      <td>6</td>
      <td>27</td>
      <td>W</td>
      <td>4</td>
      <td>26.378</td>
      <td>-80.107</td>
    </tr>
    <tr>
      <th>3409</th>
      <td>KBDL</td>
      <td>BDL</td>
      <td>BRADLEY INTERNATIONAL</td>
      <td>WINDSOR LOCKS</td>
      <td>USA</td>
      <td>41</td>
      <td>56</td>
      <td>20</td>
      <td>N</td>
      <td>72</td>
      <td>40</td>
      <td>59</td>
      <td>W</td>
      <td>53</td>
      <td>41.939</td>
      <td>-72.683</td>
    </tr>
    <tr>
      <th>3410</th>
      <td>KBDR</td>
      <td>BDR</td>
      <td>IGOR I SIKORSKY MEM</td>
      <td>STRATFORD</td>
      <td>USA</td>
      <td>41</td>
      <td>9</td>
      <td>48</td>
      <td>N</td>
      <td>73</td>
      <td>7</td>
      <td>34</td>
      <td>W</td>
      <td>3</td>
      <td>41.163</td>
      <td>-73.126</td>
    </tr>
    <tr>
      <th>3411</th>
      <td>KBED</td>
      <td>BED</td>
      <td>LAURENCE G HANSCOM FLD</td>
      <td>BEDFORD</td>
      <td>USA</td>
      <td>42</td>
      <td>28</td>
      <td>11</td>
      <td>N</td>
      <td>71</td>
      <td>17</td>
      <td>20</td>
      <td>W</td>
      <td>41</td>
      <td>42.470</td>
      <td>-71.289</td>
    </tr>
    <tr>
      <th>3412</th>
      <td>KBFI</td>
      <td>BFI</td>
      <td>BOEING FLD KING CO INTERNATIONAL</td>
      <td>SEATTLE</td>
      <td>USA</td>
      <td>47</td>
      <td>31</td>
      <td>47</td>
      <td>N</td>
      <td>122</td>
      <td>18</td>
      <td>7</td>
      <td>W</td>
      <td>6</td>
      <td>47.530</td>
      <td>-122.302</td>
    </tr>
    <tr>
      <th>3413</th>
      <td>KBFL</td>
      <td>BFL</td>
      <td>MEADOWS FLD</td>
      <td>BAKERSFIELD</td>
      <td>USA</td>
      <td>35</td>
      <td>26</td>
      <td>0</td>
      <td>N</td>
      <td>119</td>
      <td>3</td>
      <td>24</td>
      <td>W</td>
      <td>155</td>
      <td>35.433</td>
      <td>-119.057</td>
    </tr>
    <tr>
      <th>3414</th>
      <td>KBFM</td>
      <td>BFM</td>
      <td>MOBILE DOWNTOWN</td>
      <td>MOBILE</td>
      <td>USA</td>
      <td>30</td>
      <td>37</td>
      <td>35</td>
      <td>N</td>
      <td>88</td>
      <td>4</td>
      <td>4</td>
      <td>W</td>
      <td>8</td>
      <td>30.626</td>
      <td>-88.068</td>
    </tr>
    <tr>
      <th>3415</th>
      <td>KBGR</td>
      <td>BGR</td>
      <td>BANGOR INTERNATIONAL</td>
      <td>BANGOR</td>
      <td>USA</td>
      <td>44</td>
      <td>48</td>
      <td>26</td>
      <td>N</td>
      <td>68</td>
      <td>49</td>
      <td>41</td>
      <td>W</td>
      <td>59</td>
      <td>44.807</td>
      <td>-68.828</td>
    </tr>
    <tr>
      <th>3417</th>
      <td>KBHM</td>
      <td>BHM</td>
      <td>BIRMINGHAM INTERNATIONAL</td>
      <td>BIRMINGHAM</td>
      <td>USA</td>
      <td>33</td>
      <td>33</td>
      <td>46</td>
      <td>N</td>
      <td>86</td>
      <td>45</td>
      <td>12</td>
      <td>W</td>
      <td>197</td>
      <td>33.563</td>
      <td>-86.753</td>
    </tr>
    <tr>
      <th>3418</th>
      <td>KBIF</td>
      <td>BIF</td>
      <td>BIGGS AAF</td>
      <td>EL PASO</td>
      <td>USA</td>
      <td>31</td>
      <td>50</td>
      <td>58</td>
      <td>N</td>
      <td>106</td>
      <td>22</td>
      <td>48</td>
      <td>W</td>
      <td>1203</td>
      <td>31.849</td>
      <td>-106.380</td>
    </tr>
    <tr>
      <th>3421</th>
      <td>KBLI</td>
      <td>BLI</td>
      <td>BELLINGHAM INTERNATIONAL</td>
      <td>BELLINGHAM</td>
      <td>USA</td>
      <td>48</td>
      <td>47</td>
      <td>33</td>
      <td>N</td>
      <td>122</td>
      <td>32</td>
      <td>15</td>
      <td>W</td>
      <td>52</td>
      <td>48.792</td>
      <td>-122.537</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>6624</th>
      <td>PAUN</td>
      <td>UNK</td>
      <td>UNALAKLEET</td>
      <td>UNALAKLEET</td>
      <td>USA</td>
      <td>63</td>
      <td>53</td>
      <td>18</td>
      <td>N</td>
      <td>160</td>
      <td>47</td>
      <td>56</td>
      <td>W</td>
      <td>7</td>
      <td>63.888</td>
      <td>-160.799</td>
    </tr>
    <tr>
      <th>6625</th>
      <td>PAVD</td>
      <td>VDZ</td>
      <td>VALDEZ PIONEER FIELD</td>
      <td>VALDEZ</td>
      <td>USA</td>
      <td>61</td>
      <td>8</td>
      <td>2</td>
      <td>N</td>
      <td>146</td>
      <td>14</td>
      <td>54</td>
      <td>W</td>
      <td>37</td>
      <td>61.134</td>
      <td>-146.248</td>
    </tr>
    <tr>
      <th>6627</th>
      <td>PAWT</td>
      <td>AIN</td>
      <td>WAINWRIGHT AS</td>
      <td>FORT WAINWRIGHT</td>
      <td>USA</td>
      <td>70</td>
      <td>36</td>
      <td>48</td>
      <td>N</td>
      <td>159</td>
      <td>51</td>
      <td>37</td>
      <td>W</td>
      <td>11</td>
      <td>70.613</td>
      <td>-159.860</td>
    </tr>
    <tr>
      <th>6629</th>
      <td>PAYA</td>
      <td>YAK</td>
      <td>YAKUTAT</td>
      <td>YAKUTAT</td>
      <td>USA</td>
      <td>59</td>
      <td>30</td>
      <td>11</td>
      <td>N</td>
      <td>139</td>
      <td>39</td>
      <td>36</td>
      <td>W</td>
      <td>12</td>
      <td>59.503</td>
      <td>-139.660</td>
    </tr>
    <tr>
      <th>6633</th>
      <td>PFYU</td>
      <td>FYU</td>
      <td>FORT YUKON</td>
      <td>FORT YUKON</td>
      <td>USA</td>
      <td>66</td>
      <td>34</td>
      <td>17</td>
      <td>N</td>
      <td>145</td>
      <td>15</td>
      <td>1</td>
      <td>W</td>
      <td>132</td>
      <td>66.571</td>
      <td>-145.250</td>
    </tr>
    <tr>
      <th>6638</th>
      <td>PGRO</td>
      <td>ROP</td>
      <td>ROTA INTERNATIONAL</td>
      <td>ROTA</td>
      <td>MARIANA ISLANDS</td>
      <td>14</td>
      <td>10</td>
      <td>28</td>
      <td>N</td>
      <td>145</td>
      <td>14</td>
      <td>36</td>
      <td>E</td>
      <td>186</td>
      <td>14.174</td>
      <td>145.243</td>
    </tr>
    <tr>
      <th>6639</th>
      <td>PGSN</td>
      <td>SPN</td>
      <td>SAIPAN INTERNATIONAL</td>
      <td>SAIPAN</td>
      <td>MARIANA ISLANDS</td>
      <td>15</td>
      <td>7</td>
      <td>10</td>
      <td>N</td>
      <td>145</td>
      <td>43</td>
      <td>45</td>
      <td>E</td>
      <td>66</td>
      <td>15.119</td>
      <td>145.729</td>
    </tr>
    <tr>
      <th>6641</th>
      <td>PGUA</td>
      <td>UAM</td>
      <td>ANDERSEN AFB</td>
      <td>ANDERSEN</td>
      <td>MARIANA ISLANDS</td>
      <td>13</td>
      <td>35</td>
      <td>2</td>
      <td>N</td>
      <td>144</td>
      <td>55</td>
      <td>48</td>
      <td>E</td>
      <td>192</td>
      <td>13.584</td>
      <td>144.930</td>
    </tr>
    <tr>
      <th>6642</th>
      <td>PGUM</td>
      <td>GUM</td>
      <td>GUAM INTERNATIONAL</td>
      <td>AGANA</td>
      <td>MARIANA ISLANDS</td>
      <td>13</td>
      <td>29</td>
      <td>2</td>
      <td>N</td>
      <td>144</td>
      <td>47</td>
      <td>49</td>
      <td>E</td>
      <td>91</td>
      <td>13.484</td>
      <td>144.797</td>
    </tr>
    <tr>
      <th>6649</th>
      <td>PHHN</td>
      <td>HNM</td>
      <td>HANA</td>
      <td>HANA</td>
      <td>USA</td>
      <td>20</td>
      <td>47</td>
      <td>44</td>
      <td>N</td>
      <td>156</td>
      <td>0</td>
      <td>51</td>
      <td>W</td>
      <td>24</td>
      <td>20.796</td>
      <td>-156.014</td>
    </tr>
    <tr>
      <th>6652</th>
      <td>PHJH</td>
      <td>JHM</td>
      <td>KAPALUA</td>
      <td>LAHANIA-KAPALUA</td>
      <td>USA</td>
      <td>20</td>
      <td>57</td>
      <td>46</td>
      <td>N</td>
      <td>156</td>
      <td>40</td>
      <td>27</td>
      <td>W</td>
      <td>79</td>
      <td>20.963</td>
      <td>-156.674</td>
    </tr>
    <tr>
      <th>6655</th>
      <td>PHKO</td>
      <td>KOA</td>
      <td>KONA INTERNATIONAL AT KEAHOLE</td>
      <td>KONA</td>
      <td>USA</td>
      <td>19</td>
      <td>44</td>
      <td>19</td>
      <td>N</td>
      <td>156</td>
      <td>2</td>
      <td>44</td>
      <td>W</td>
      <td>15</td>
      <td>19.739</td>
      <td>-156.046</td>
    </tr>
    <tr>
      <th>6658</th>
      <td>PHLI</td>
      <td>LIH</td>
      <td>LIHUE</td>
      <td>LIHUE</td>
      <td>USA</td>
      <td>21</td>
      <td>58</td>
      <td>34</td>
      <td>N</td>
      <td>159</td>
      <td>20</td>
      <td>19</td>
      <td>W</td>
      <td>47</td>
      <td>21.976</td>
      <td>-159.339</td>
    </tr>
    <tr>
      <th>6659</th>
      <td>PHMK</td>
      <td>MKK</td>
      <td>MOLOKAI</td>
      <td>MOLOKAI</td>
      <td>USA</td>
      <td>21</td>
      <td>9</td>
      <td>10</td>
      <td>N</td>
      <td>157</td>
      <td>5</td>
      <td>46</td>
      <td>W</td>
      <td>139</td>
      <td>21.153</td>
      <td>-157.096</td>
    </tr>
    <tr>
      <th>6661</th>
      <td>PHMU</td>
      <td>MUE</td>
      <td>WAIMEA KOHALA</td>
      <td>KAMUELA</td>
      <td>USA</td>
      <td>20</td>
      <td>0</td>
      <td>4</td>
      <td>N</td>
      <td>155</td>
      <td>40</td>
      <td>5</td>
      <td>W</td>
      <td>815</td>
      <td>20.001</td>
      <td>-155.668</td>
    </tr>
    <tr>
      <th>6665</th>
      <td>PHNG</td>
      <td>NGF</td>
      <td>KANEOHE BAY MCAF</td>
      <td>KANEOHE BAY</td>
      <td>USA</td>
      <td>21</td>
      <td>26</td>
      <td>57</td>
      <td>N</td>
      <td>157</td>
      <td>46</td>
      <td>4</td>
      <td>W</td>
      <td>6</td>
      <td>21.449</td>
      <td>-157.768</td>
    </tr>
    <tr>
      <th>6666</th>
      <td>PHNL</td>
      <td>HNL</td>
      <td>HONOLULU INTERNATIONAL</td>
      <td>HONOLULU</td>
      <td>USA</td>
      <td>21</td>
      <td>18</td>
      <td>57</td>
      <td>N</td>
      <td>157</td>
      <td>55</td>
      <td>36</td>
      <td>W</td>
      <td>4</td>
      <td>21.316</td>
      <td>-157.927</td>
    </tr>
    <tr>
      <th>6667</th>
      <td>PHNY</td>
      <td>LNY</td>
      <td>LANAI</td>
      <td>LANAI</td>
      <td>USA</td>
      <td>20</td>
      <td>47</td>
      <td>8</td>
      <td>N</td>
      <td>156</td>
      <td>57</td>
      <td>5</td>
      <td>W</td>
      <td>399</td>
      <td>20.786</td>
      <td>-156.951</td>
    </tr>
    <tr>
      <th>6668</th>
      <td>PHOG</td>
      <td>OGG</td>
      <td>KAHULUI</td>
      <td>KAHULUI</td>
      <td>USA</td>
      <td>20</td>
      <td>53</td>
      <td>55</td>
      <td>N</td>
      <td>156</td>
      <td>25</td>
      <td>50</td>
      <td>W</td>
      <td>17</td>
      <td>20.899</td>
      <td>-156.431</td>
    </tr>
    <tr>
      <th>6670</th>
      <td>PHTO</td>
      <td>ITO</td>
      <td>HILO INTERNATIONAL</td>
      <td>HILO</td>
      <td>USA</td>
      <td>19</td>
      <td>43</td>
      <td>13</td>
      <td>N</td>
      <td>155</td>
      <td>2</td>
      <td>55</td>
      <td>W</td>
      <td>12</td>
      <td>19.720</td>
      <td>-155.049</td>
    </tr>
    <tr>
      <th>6686</th>
      <td>PPIZ</td>
      <td>PIZ</td>
      <td>POINT LAY LRRS</td>
      <td>POINT LAY</td>
      <td>USA</td>
      <td>69</td>
      <td>43</td>
      <td>58</td>
      <td>N</td>
      <td>163</td>
      <td>0</td>
      <td>19</td>
      <td>W</td>
      <td>8</td>
      <td>69.733</td>
      <td>-163.005</td>
    </tr>
    <tr>
      <th>8020</th>
      <td>TIST</td>
      <td>STT</td>
      <td>CYRIL E KING</td>
      <td>ST. THOMAS</td>
      <td>VIRGIN ISL.</td>
      <td>18</td>
      <td>20</td>
      <td>14</td>
      <td>N</td>
      <td>64</td>
      <td>58</td>
      <td>24</td>
      <td>W</td>
      <td>8</td>
      <td>18.337</td>
      <td>-64.973</td>
    </tr>
    <tr>
      <th>8021</th>
      <td>TISX</td>
      <td>STX</td>
      <td>HENRY E ROHLSEN</td>
      <td>ST. CRIOX ISLAND</td>
      <td>VIRGIN ISL.</td>
      <td>17</td>
      <td>42</td>
      <td>6</td>
      <td>N</td>
      <td>64</td>
      <td>47</td>
      <td>54</td>
      <td>W</td>
      <td>20</td>
      <td>17.702</td>
      <td>-64.798</td>
    </tr>
    <tr>
      <th>8022</th>
      <td>TJBQ</td>
      <td>BQN</td>
      <td>RAFAEL HERNANDEZ</td>
      <td>AGUADILLA</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>29</td>
      <td>41</td>
      <td>N</td>
      <td>67</td>
      <td>7</td>
      <td>46</td>
      <td>W</td>
      <td>73</td>
      <td>18.495</td>
      <td>-67.129</td>
    </tr>
    <tr>
      <th>8023</th>
      <td>TJCG</td>
      <td>VQS</td>
      <td>NaN</td>
      <td>VIEQUES</td>
      <td>PUERTO RICO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>8024</th>
      <td>TJCP</td>
      <td>CPX</td>
      <td>NaN</td>
      <td>CULEBRA</td>
      <td>PUERTO RICO</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>U</td>
      <td>0</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>8027</th>
      <td>TJIG</td>
      <td>SIG</td>
      <td>FERNANDO LUIS RIBAS DOMINICCI</td>
      <td>SAN JUAN</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>27</td>
      <td>24</td>
      <td>N</td>
      <td>66</td>
      <td>5</td>
      <td>53</td>
      <td>W</td>
      <td>4</td>
      <td>18.457</td>
      <td>-66.098</td>
    </tr>
    <tr>
      <th>8028</th>
      <td>TJMZ</td>
      <td>MAZ</td>
      <td>EUGENIO MARIA DE HOSTOS</td>
      <td>MAYAGUEZ</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>15</td>
      <td>20</td>
      <td>N</td>
      <td>67</td>
      <td>8</td>
      <td>54</td>
      <td>W</td>
      <td>9</td>
      <td>18.256</td>
      <td>-67.148</td>
    </tr>
    <tr>
      <th>8030</th>
      <td>TJPS</td>
      <td>PSE</td>
      <td>MERCEDITA</td>
      <td>PONCE</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>0</td>
      <td>29</td>
      <td>N</td>
      <td>66</td>
      <td>33</td>
      <td>46</td>
      <td>W</td>
      <td>8</td>
      <td>18.008</td>
      <td>-66.563</td>
    </tr>
    <tr>
      <th>8031</th>
      <td>TJSJ</td>
      <td>SJU</td>
      <td>LUIS MUNOZ MARIN INTERNATIONAL</td>
      <td>SAN JUAN</td>
      <td>PUERTO RICO</td>
      <td>18</td>
      <td>26</td>
      <td>21</td>
      <td>N</td>
      <td>66</td>
      <td>0</td>
      <td>6</td>
      <td>W</td>
      <td>3</td>
      <td>18.439</td>
      <td>-66.002</td>
    </tr>
  </tbody>
</table>
<p>371 rows × 16 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pos_dict</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">airport</span> <span class="ow">in</span> <span class="n">lat_long</span><span class="p">[</span><span class="n">lat_long</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">pass_2015</span><span class="o">.</span><span class="n">nodes</span><span class="p">()))]</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
    <span class="n">pos_dict</span><span class="p">[</span><span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">15</span><span class="p">],</span> <span class="n">airport</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">14</span><span class="p">])</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pos_dict</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[17]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;CLF&#39;: (1.357, 52.755),
 &#39;ABI&#39;: (-99.682, 32.411),
 &#39;ABQ&#39;: (-106.609, 35.04),
 &#39;ACK&#39;: (-70.06, 41.253),
 &#39;ACT&#39;: (-97.23, 31.611),
 &#39;ACY&#39;: (-74.577, 39.458),
 &#39;ADW&#39;: (-76.867, 38.811),
 &#39;AEX&#39;: (-92.54799999999999, 31.326999999999998),
 &#39;AGS&#39;: (-81.964, 33.37),
 &#39;ALB&#39;: (-73.803, 42.748000000000005),
 &#39;AMA&#39;: (-101.706, 35.219),
 &#39;ANB&#39;: (-85.85799999999999, 33.588),
 &#39;AOO&#39;: (-78.32, 40.296),
 &#39;ARA&#39;: (-91.884, 30.038),
 &#39;ART&#39;: (-76.02199999999999, 43.992),
 &#39;ATL&#39;: (-84.427, 33.64),
 &#39;AUG&#39;: (-69.797, 44.321000000000005),
 &#39;AUS&#39;: (-97.67, 30.194000000000003),
 &#39;BAD&#39;: (-93.663, 32.501999999999995),
 &#39;BCT&#39;: (-80.107, 26.378),
 &#39;BDL&#39;: (-72.683, 41.93899999999999),
 &#39;BDR&#39;: (-73.126, 41.163000000000004),
 &#39;BED&#39;: (-71.289, 42.47),
 &#39;BFI&#39;: (-122.302, 47.53),
 &#39;BFL&#39;: (-119.057, 35.433),
 &#39;BFM&#39;: (-88.068, 30.625999999999998),
 &#39;BGR&#39;: (-68.828, 44.806999999999995),
 &#39;BHM&#39;: (-86.75299999999999, 33.563),
 &#39;BIF&#39;: (-106.38, 31.849),
 &#39;BLI&#39;: (-122.537, 48.792),
 &#39;BLV&#39;: (-89.835, 38.545),
 &#39;BNA&#39;: (-86.678, 36.124),
 &#39;BOI&#39;: (-116.223, 43.56399999999999),
 &#39;BOS&#39;: (-71.005, 42.364),
 &#39;BPT&#39;: (-94.021, 29.951),
 &#39;BRO&#39;: (-97.426, 25.906999999999996),
 &#39;BTR&#39;: (-91.149, 30.533),
 &#39;BTV&#39;: (-73.153, 44.472),
 &#39;BUF&#39;: (-78.732, 42.94),
 &#39;BUR&#39;: (-118.359, 34.201),
 &#39;BWI&#39;: (-76.668, 39.175),
 &#39;CAE&#39;: (-81.119, 33.939),
 &#39;CDC&#39;: (-113.09899999999999, 37.701),
 &#39;CEF&#39;: (-72.53399999999999, 42.198),
 &#39;CEW&#39;: (-86.522, 30.779),
 &#39;CHA&#39;: (-85.204, 35.035),
 &#39;CHS&#39;: (-80.04, 32.899),
 &#39;CIC&#39;: (-121.85799999999999, 39.795),
 &#39;CLE&#39;: (-81.85, 41.412),
 &#39;CLL&#39;: (-96.36399999999999, 30.588),
 &#39;CLT&#39;: (-80.943, 35.214),
 &#39;CMH&#39;: (-82.89200000000001, 39.998000000000005),
 &#39;CNM&#39;: (-104.26299999999999, 32.336999999999996),
 &#39;COS&#39;: (-104.7, 38.806),
 &#39;COU&#39;: (-92.219, 38.818000000000005),
 &#39;CPR&#39;: (-106.464, 42.908),
 &#39;CRP&#39;: (-97.501, 27.77),
 &#39;CVG&#39;: (-84.662, 39.046),
 &#39;CVS&#39;: (-103.322, 34.383),
 &#39;CYS&#39;: (-104.81200000000001, 41.156000000000006),
 &#39;DAL&#39;: (-96.852, 32.847),
 &#39;DAY&#39;: (-84.219, 39.902),
 &#39;DCA&#39;: (-77.03699999999999, 38.852),
 &#39;DEN&#39;: (-104.667, 39.858000000000004),
 &#39;DET&#39;: (-83.01, 42.409),
 &#39;DFW&#39;: (-97.037, 32.896),
 &#39;DHN&#39;: (-85.449, 31.320999999999998),
 &#39;DLH&#39;: (-92.194, 46.842),
 &#39;DMA&#39;: (-110.883, 32.166),
 &#39;DOV&#39;: (-75.46600000000001, 39.13),
 &#39;DPA&#39;: (-88.249, 41.908),
 &#39;DRO&#39;: (-107.75399999999999, 37.150999999999996),
 &#39;DRT&#39;: (-100.926, 29.373),
 &#39;DSM&#39;: (-93.663, 41.534),
 &#39;DTW&#39;: (-83.353, 42.211999999999996),
 &#39;EDW&#39;: (-117.884, 34.905),
 &#39;EFD&#39;: (-95.15899999999999, 29.607),
 &#39;ELD&#39;: (-92.81299999999999, 33.221),
 &#39;ELP&#39;: (-106.37799999999999, 31.807),
 &#39;ENV&#39;: (-114.031, 40.719),
 &#39;EWN&#39;: (-77.043, 35.073),
 &#39;EWR&#39;: (-74.169, 40.692),
 &#39;EYW&#39;: (-81.759, 24.555999999999997),
 &#39;FAT&#39;: (-119.71799999999999, 36.775999999999996),
 &#39;FFO&#39;: (-84.04799999999999, 39.826),
 &#39;FLL&#39;: (-80.153, 26.072),
 &#39;FLO&#39;: (-79.72399999999999, 34.185),
 &#39;FMH&#39;: (-70.521, 41.658),
 &#39;FMN&#39;: (-108.23, 36.741),
 &#39;FMY&#39;: (-81.863, 26.586),
 &#39;FOD&#39;: (-94.193, 42.551),
 &#39;FOE&#39;: (-95.664, 38.951),
 &#39;FOK&#39;: (-72.632, 40.844),
 &#39;FSI&#39;: (-98.402, 34.65),
 &#39;FSM&#39;: (-94.367, 35.336),
 &#39;FTW&#39;: (-97.36200000000001, 32.82),
 &#39;FXE&#39;: (-80.171, 26.197),
 &#39;FYV&#39;: (-94.17, 36.005),
 &#39;GCK&#39;: (-100.72399999999999, 37.927),
 &#39;GEG&#39;: (-117.53399999999999, 47.62),
 &#39;GFK&#39;: (-97.176, 47.949),
 &#39;GGG&#39;: (-94.711, 32.385),
 &#39;GNV&#39;: (-82.272, 29.69),
 &#39;GRB&#39;: (-88.12899999999999, 44.485),
 &#39;GRF&#39;: (-122.581, 47.07899999999999),
 &#39;GRK&#39;: (-97.829, 31.066999999999997),
 &#39;GRR&#39;: (-85.523, 42.881),
 &#39;GSB&#39;: (-77.961, 35.339),
 &#39;GTF&#39;: (-111.37100000000001, 47.482),
 &#39;GUS&#39;: (-86.152, 40.648),
 &#39;GVT&#39;: (-96.065, 33.068000000000005),
 &#39;HFD&#39;: (-72.65, 41.736000000000004),
 &#39;HIB&#39;: (-92.839, 47.386),
 &#39;HKY&#39;: (-81.389, 35.741),
 &#39;HLN&#39;: (-111.98299999999999, 46.607),
 &#39;HMN&#39;: (-106.10600000000001, 32.852),
 &#39;HOB&#39;: (-103.21700000000001, 32.688),
 &#39;HON&#39;: (-98.228, 44.385),
 &#39;HOP&#39;: (-87.49600000000001, 36.668),
 &#39;HOU&#39;: (-95.279, 29.645),
 &#39;HPN&#39;: (-73.707, 41.067),
 &#39;HRL&#39;: (-97.654, 26.228),
 &#39;HRO&#39;: (-93.155, 36.260999999999996),
 &#39;HUF&#39;: (-87.307, 39.451),
 &#39;HVR&#39;: (-109.762, 48.543),
 &#39;IAB&#39;: (-97.26700000000001, 37.623000000000005),
 &#39;IAD&#39;: (-77.456, 38.944),
 &#39;IAG&#39;: (-78.946, 43.107),
 &#39;IAH&#39;: (-95.34, 29.98),
 &#39;ICT&#39;: (-97.43299999999999, 37.65),
 &#39;ILG&#39;: (-75.60600000000001, 39.679),
 &#39;ILM&#39;: (-77.903, 34.271),
 &#39;IND&#39;: (-86.294, 39.717),
 &#39;INL&#39;: (-93.40299999999999, 48.566),
 &#39;INT&#39;: (-80.222, 36.134),
 &#39;IPL&#39;: (-115.579, 32.834),
 &#39;IPT&#39;: (-76.921, 41.242),
 &#39;ISN&#39;: (-103.64200000000001, 48.178000000000004),
 &#39;ISP&#39;: (-73.1, 40.795),
 &#39;JAN&#39;: (-90.07600000000001, 32.311),
 &#39;JAX&#39;: (-81.688, 30.494),
 &#39;JBR&#39;: (-90.646, 35.832),
 &#39;JFK&#39;: (-73.779, 40.64),
 &#39;LAN&#39;: (-84.587, 42.778999999999996),
 &#39;LAS&#39;: (-115.152, 36.08),
 &#39;LAX&#39;: (-118.40799999999999, 33.942),
 &#39;LBB&#39;: (-101.823, 33.664),
 &#39;LCH&#39;: (-93.223, 30.125999999999998),
 &#39;LCK&#39;: (-82.928, 39.814),
 &#39;LFI&#39;: (-76.36, 37.083),
 &#39;LFT&#39;: (-91.98700000000001, 30.205),
 &#39;LGA&#39;: (-73.872, 40.777),
 &#39;LGB&#39;: (-118.15100000000001, 33.818000000000005),
 &#39;LIT&#39;: (-92.22399999999999, 34.729),
 &#39;LNK&#39;: (-96.759, 40.851),
 &#39;LRD&#39;: (-99.461, 27.544),
 &#39;LSF&#39;: (-84.991, 32.336999999999996),
 &#39;LSV&#39;: (-115.03399999999999, 36.236),
 &#39;LUK&#39;: (-84.419, 39.103),
 &#39;MAF&#39;: (-102.20200000000001, 31.941999999999997),
 &#39;MCC&#39;: (-121.40100000000001, 38.667),
 &#39;MCF&#39;: (-82.521, 27.849),
 &#39;MCI&#39;: (-94.714, 39.297),
 &#39;MCN&#39;: (-83.649, 32.693000000000005),
 &#39;MCO&#39;: (-81.316, 28.429000000000002),
 &#39;MDT&#39;: (-76.763, 40.193000000000005),
 &#39;MDW&#39;: (-87.75200000000001, 41.786),
 &#39;MEM&#39;: (-89.977, 35.042),
 &#39;MER&#39;: (-120.568, 37.38),
 &#39;MFE&#39;: (-98.23899999999999, 26.176),
 &#39;MHR&#39;: (-121.29700000000001, 38.554),
 &#39;MIA&#39;: (-80.291, 25.793000000000003),
 &#39;MIB&#39;: (-101.35700000000001, 48.416000000000004),
 &#39;MKE&#39;: (-87.896, 42.946999999999996),
 &#39;MKL&#39;: (-88.916, 35.6),
 &#39;MLB&#39;: (-80.645, 28.103),
 &#39;MLU&#39;: (-92.037, 32.510999999999996),
 &#39;MOB&#39;: (-88.243, 30.691),
 &#39;MOD&#39;: (-120.954, 37.626),
 &#39;MOT&#39;: (-101.28, 48.25899999999999),
 &#39;MQT&#39;: (-87.56200000000001, 46.534),
 &#39;MSN&#39;: (-89.337, 43.14),
 &#39;MSP&#39;: (-93.21700000000001, 44.88),
 &#39;MSS&#39;: (-74.845, 44.93600000000001),
 &#39;MSY&#39;: (-90.258, 29.993000000000002),
 &#39;MWH&#39;: (-119.32, 47.208),
 &#39;MXF&#39;: (-86.36200000000001, 32.379),
 &#39;MYR&#39;: (-78.928, 33.68),
 &#39;ABY&#39;: (0.0, 0.0),
 &#39;NBG&#39;: (-90.035, 29.825),
 &#39;BQK&#39;: (0.0, 0.0),
 &#39;NGU&#39;: (-76.289, 36.938),
 &#39;NIP&#39;: (-81.681, 30.236),
 &#39;NJK&#39;: (-115.67200000000001, 32.829),
 &#39;NKX&#39;: (-117.14299999999999, 32.868),
 &#39;NPA&#39;: (-87.319, 30.353),
 &#39;NQA&#39;: (-89.87, 35.357),
 &#39;NQX&#39;: (-81.689, 24.576),
 &#39;SFB&#39;: (0.0, 0.0),
 &#39;NTD&#39;: (-119.12100000000001, 34.12),
 &#39;NTU&#39;: (-76.033, 36.821),
 &#39;NUQ&#39;: (-122.04799999999999, 37.415),
 &#39;NUW&#39;: (-122.656, 48.352),
 &#39;NZC&#39;: (-81.876, 30.219),
 &#39;NZY&#39;: (-117.215, 32.699),
 &#39;OAK&#39;: (-122.221, 37.721),
 &#39;OFF&#39;: (-95.913, 41.118),
 &#39;OGS&#39;: (-75.46600000000001, 44.681999999999995),
 &#39;OKC&#39;: (-97.601, 35.393),
 &#39;OMA&#39;: (-95.89399999999999, 41.302),
 &#39;ONT&#39;: (-117.601, 34.056),
 &#39;OPF&#39;: (-80.278, 25.906999999999996),
 &#39;ORD&#39;: (-87.904, 41.979),
 &#39;ORF&#39;: (-76.20100000000001, 36.894),
 &#39;ORL&#39;: (-81.333, 28.545),
 &#39;PAE&#39;: (-122.281, 47.906000000000006),
 &#39;PAM&#39;: (-85.57600000000001, 30.07),
 &#39;PBG&#39;: (-73.468, 44.651),
 &#39;PBI&#39;: (-80.096, 26.683000000000003),
 &#39;PDX&#39;: (-122.59700000000001, 45.589),
 &#39;PHF&#39;: (-76.493, 37.132),
 &#39;PHL&#39;: (-75.241, 39.872),
 &#39;PHN&#39;: (-82.529, 42.911),
 &#39;PHX&#39;: (-112.008, 33.434),
 &#39;PIE&#39;: (-82.68700000000001, 27.910999999999998),
 &#39;PIT&#39;: (-80.233, 40.491),
 &#39;PNE&#39;: (-75.01100000000001, 40.082),
 &#39;PNS&#39;: (-87.18700000000001, 30.473000000000003),
 &#39;POB&#39;: (-79.014, 35.171),
 &#39;PQI&#39;: (-68.045, 46.68899999999999),
 &#39;PRC&#39;: (-112.419, 34.654),
 &#39;PSP&#39;: (-116.507, 33.829),
 &#39;PUB&#39;: (-104.49600000000001, 38.289),
 &#39;PVD&#39;: (-71.428, 41.724),
 &#39;PWM&#39;: (-70.309, 43.646),
 &#39;RCA&#39;: (-103.103, 44.145),
 &#39;RDU&#39;: (-78.78699999999999, 35.876999999999995),
 &#39;RIC&#39;: (-77.319, 37.505),
 &#39;RIV&#39;: (-117.259, 33.881),
 &#39;RME&#39;: (-75.407, 43.233999999999995),
 &#39;RNO&#39;: (-119.76799999999999, 39.498000000000005),
 &#39;ROC&#39;: (-77.672, 43.119),
 &#39;ROW&#39;: (-104.531, 33.301),
 &#39;RSW&#39;: (-81.755, 26.535999999999998),
 &#39;SAC&#39;: (-121.493, 38.513000000000005),
 &#39;SAF&#39;: (-106.088, 35.617),
 &#39;SAN&#39;: (-117.189, 32.733000000000004),
 &#39;SAT&#39;: (-98.47, 29.534000000000002),
 &#39;SAV&#39;: (-81.202, 32.126999999999995),
 &#39;SBY&#39;: (-75.51, 38.34),
 &#39;SCK&#39;: (-121.23899999999999, 37.894),
 &#39;SEA&#39;: (-122.309, 47.449),
 &#39;SFO&#39;: (-122.375, 37.619),
 &#39;SFZ&#39;: (-71.491, 41.92100000000001),
 &#39;SHV&#39;: (-93.82600000000001, 32.446),
 &#39;SJC&#39;: (-121.929, 37.361999999999995),
 &#39;SJT&#39;: (-100.49600000000001, 31.358),
 &#39;SKF&#39;: (-98.581, 29.384),
 &#39;SLC&#39;: (-111.978, 40.788000000000004),
 &#39;SMF&#39;: (-121.59100000000001, 38.695),
 &#39;SNA&#39;: (-117.868, 33.676),
 &#39;SPB&#39;: (-122.86200000000001, 45.773),
 &#39;SPS&#39;: (-98.492, 33.989000000000004),
 &#39;SSC&#39;: (-80.473, 33.973),
 &#39;STL&#39;: (-90.36, 38.748000000000005),
 &#39;SUU&#39;: (-121.927, 38.263000000000005),
 &#39;SUX&#39;: (-96.384, 42.402),
 &#39;SVN&#39;: (-81.146, 32.01),
 &#39;SWF&#39;: (-74.105, 41.504),
 &#39;SYR&#39;: (-76.10600000000001, 43.111000000000004),
 &#39;SZL&#39;: (-93.54799999999999, 38.73),
 &#39;TBN&#39;: (-92.141, 37.741),
 &#39;TEB&#39;: (-74.061, 40.85),
 &#39;TIK&#39;: (-97.38600000000001, 35.415),
 &#39;TLH&#39;: (-84.35, 30.396),
 &#39;TMB&#39;: (-80.433, 25.648000000000003),
 &#39;TNT&#39;: (-80.89699999999999, 25.862),
 &#39;TPA&#39;: (-82.53299999999999, 27.975),
 &#39;TTN&#39;: (-74.813, 40.277),
 &#39;TUL&#39;: (-95.88799999999999, 36.198),
 &#39;TUS&#39;: (-110.941, 32.116),
 &#39;TXK&#39;: (-93.991, 33.454),
 &#39;TYR&#39;: (-95.402, 32.354),
 &#39;TYS&#39;: (-83.993, 35.812),
 &#39;VAD&#39;: (-83.193, 30.968000000000004),
 &#39;VCV&#39;: (-117.37899999999999, 34.593),
 &#39;VPS&#39;: (-86.525, 30.483),
 &#39;VRB&#39;: (-80.418, 27.656),
 &#39;WRB&#39;: (-83.59200000000001, 32.64),
 &#39;WRI&#39;: (-74.594, 40.016),
 &#39;WWD&#39;: (-74.908, 39.008),
 &#39;YIP&#39;: (-83.53, 42.238),
 &#39;YNG&#39;: (-80.679, 41.261),
 &#39;YUM&#39;: (-114.60600000000001, 32.656),
 &#39;PCA&#39;: (-98.78200000000001, 20.077),
 &#39;PPG&#39;: (-170.71, -14.331),
 &#39;TKF&#39;: (0.0, 0.0),
 &#39;PAQ&#39;: (-149.089, 61.595),
 &#39;BTI&#39;: (-143.577, 70.134),
 &#39;BET&#39;: (-161.838, 60.78),
 &#39;BRW&#39;: (-156.766, 71.285),
 &#39;BTT&#39;: (-151.528, 66.915),
 &#39;CDB&#39;: (-162.724, 55.206),
 &#39;CDV&#39;: (-145.477, 60.492),
 &#39;ADK&#39;: (-176.646, 51.878),
 &#39;DLG&#39;: (-158.503, 59.045),
 &#39;ADQ&#39;: (-152.494, 57.75),
 &#39;DUT&#39;: (-166.543, 53.9),
 &#39;EDF&#39;: (-149.806, 61.251000000000005),
 &#39;EHM&#39;: (-162.061, 58.647),
 &#39;EIL&#39;: (-147.101, 64.666),
 &#39;ENA&#39;: (-151.245, 60.573),
 &#39;FAI&#39;: (-147.856, 64.815),
 &#39;FBK&#39;: (-147.614, 64.837),
 &#39;GAL&#39;: (-156.937, 64.736),
 &#39;GKN&#39;: (-145.45600000000002, 62.155),
 &#39;SGY&#39;: (-135.316, 59.46),
 &#39;HOM&#39;: (-151.476, 59.646),
 &#39;ILI&#39;: (-154.911, 59.754),
 &#39;UTO&#39;: (-153.704, 65.993),
 &#39;JNU&#39;: (-134.576, 58.355),
 &#39;AKN&#39;: (-156.649, 58.677),
 &#39;KTN&#39;: (-131.714, 55.356),
 &#39;LUR&#39;: (-166.11, 68.875),
 &#39;MCG&#39;: (-155.606, 62.953),
 &#39;MRI&#39;: (-149.846, 61.214),
 &#39;ANC&#39;: (-149.996, 61.174),
 &#39;OME&#39;: (-165.445, 64.512),
 &#39;ORT&#39;: (-141.929, 62.961000000000006),
 &#39;OTZ&#39;: (-162.59799999999998, 66.884),
 &#39;PML&#39;: (-161.819, 59.011),
 &#39;SCC&#39;: (-148.465, 70.195),
 &#39;SIT&#39;: (-135.361, 57.047),
 &#39;SNP&#39;: (-170.22, 57.167),
 &#39;SVW&#39;: (-155.57399999999998, 61.097),
 &#39;SYA&#39;: (174.114, 52.711999999999996),
 &#39;TAL&#39;: (-152.109, 65.17399999999999),
 &#39;TNC&#39;: (-167.922, 65.563),
 &#39;TKA&#39;: (-150.094, 62.32),
 &#39;TLJ&#39;: (-155.976, 62.894),
 &#39;UNK&#39;: (-160.799, 63.888000000000005),
 &#39;VDZ&#39;: (-146.248, 61.13399999999999),
 &#39;AIN&#39;: (-159.86, 70.613),
 &#39;YAK&#39;: (-139.66, 59.503),
 &#39;FYU&#39;: (-145.25, 66.571),
 &#39;ROP&#39;: (145.243, 14.174000000000001),
 &#39;SPN&#39;: (145.72899999999998, 15.119000000000002),
 &#39;UAM&#39;: (144.93, 13.584000000000001),
 &#39;GUM&#39;: (144.797, 13.484000000000002),
 &#39;HNM&#39;: (-156.014, 20.796),
 &#39;JHM&#39;: (-156.674, 20.963),
 &#39;KOA&#39;: (-156.046, 19.739),
 &#39;LIH&#39;: (-159.339, 21.976),
 &#39;MKK&#39;: (-157.096, 21.153000000000002),
 &#39;MUE&#39;: (-155.668, 20.000999999999998),
 &#39;NGF&#39;: (-157.768, 21.449),
 &#39;HNL&#39;: (-157.92700000000002, 21.316),
 &#39;LNY&#39;: (-156.951, 20.785999999999998),
 &#39;OGG&#39;: (-156.431, 20.899),
 &#39;ITO&#39;: (-155.049, 19.72),
 &#39;PIZ&#39;: (-163.005, 69.733),
 &#39;STT&#39;: (-64.973, 18.337),
 &#39;STX&#39;: (-64.798, 17.702),
 &#39;BQN&#39;: (-67.12899999999999, 18.495),
 &#39;VQS&#39;: (0.0, 0.0),
 &#39;CPX&#39;: (0.0, 0.0),
 &#39;SIG&#39;: (-66.098, 18.457),
 &#39;MAZ&#39;: (-67.148, 18.256),
 &#39;PSE&#39;: (-66.563, 18.008),
 &#39;SJU&#39;: (-66.002, 18.439)}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h2><p>Using the position dictionary <code>pos_dict</code> create a plot of the airports, only the nodes not the edges.</p>
<ul>
<li>As we don't have coordinates for all the airports we have to create a subgraph first.</li>
<li>Use <code>nx.subgraph(Graph, iterable of nodes)</code> to create the subgraph</li>
<li>Use <code>nx.draw_networkx_nodes(G, pos)</code> to map the nodes. </li>
</ul>
<p>or</p>
<ul>
<li>Just use a scatter plot :)</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">subgraph</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_networkx_nodes</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">pos</span><span class="o">=</span><span class="n">pos_dict</span><span class="p">,</span> <span class="n">node_size</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">node_color</span><span class="o">=</span><span class="s1">&#39;b&#39;</span><span class="p">)</span>
<span class="c1"># nx.draw_networkx_edges(G, pos=pos_dict, width=0.1, arrows=False)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="mi">9</span><span class="p">))</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">pos_dict</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[19]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.collections.PathCollection at 0x116ad4cc0&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="What-about-degree-distribution-of-this-network?">What about degree distribution of this network?<a class="anchor-link" href="#What-about-degree-distribution-of-this-network?">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAD3lJREFUeJzt3X+MZWV9x/H3p2yBaqMsMCF2lzoYt22waQOdIq2pbcVWwOqSFA3pDzd0k01bWm1pUtfahMT+g01TionBbMS6JEah1JRNpRoK2MY/oA5IQaCUcRXZDT9GQKxStdRv/5hn7WXd2Z2dM3vvHZ/3K7m5z3nOc+75ztk9+5lznnvvpqqQJPXnByZdgCRpMgwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqc2TLqAwzn11FNrdnZ20mVI0rpy1113faWqZo40bqoDYHZ2lvn5+UmXIUnrSpJHVjLOW0CS1KkjBkCSDyV5MsnnR/pOTnJLkofb88bWnyTvS7KQ5N4kZ49ss62NfzjJtmPz40iSVmolVwAfBs4/qG8ncGtVbQFubcsAFwBb2mMHcA0sBQZwBfBq4BzgigOhIUmajCMGQFX9K/D0Qd1bgd2tvRu4aKT/ulpyB3BSkpcBbwBuqaqnq+oZ4Ba+N1QkSWO02jmA06rqsdZ+HDittTcBj46M29f6luuXJE3I4EngWvofZdbsf5VJsiPJfJL5xcXFtXpZSdJBVhsAT7RbO7TnJ1v/fuD0kXGbW99y/d+jqnZV1VxVzc3MHPFtrJKkVVptAOwBDryTZxtw00j/29q7gc4Fnm23ij4F/GqSjW3y91dbnyRpQo74QbAkHwV+CTg1yT6W3s1zJXBDku3AI8Bb2/CbgQuBBeA54FKAqno6yV8An23j3lNVB08sS5LGKNP8n8LPzc3VkE8Cz+78xBpWs3JfuvKNE9mvJAEkuauq5o40zk8CS1KnDABJ6pQBIEmdMgAkqVMGgCR1ygCQpE4ZAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVMGgCR1ygCQpE4ZAJLUKQNAkjplAEhSpwYFQJI/TnJ/ks8n+WiSE5OckeTOJAtJrk9yfBt7QlteaOtn1+IHkCStzqoDIMkm4O3AXFX9JHAccAnwXuCqqnol8AywvW2yHXim9V/VxkmSJmToLaANwA8l2QC8CHgMeB1wY1u/G7iotbe2Zdr685Jk4P4lSau06gCoqv3AXwFfZukf/meBu4CvVtXzbdg+YFNrbwIebds+38afstr9S5KGGXILaCNLv9WfAfwI8GLg/KEFJdmRZD7J/OLi4tCXkyQtY8gtoNcDX6yqxar6H+DjwGuAk9otIYDNwP7W3g+cDtDWvxR46uAXrapdVTVXVXMzMzMDypMkHc6QAPgycG6SF7V7+ecBDwC3Axe3MduAm1p7T1umrb+tqmrA/iVJAwyZA7iTpcncu4H72mvtAt4JXJ5kgaV7/Ne2Ta4FTmn9lwM7B9QtSRpow5GHLK+qrgCuOKh7L3DOIcZ+E3jLkP1JktaOnwSWpE4ZAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVMGgCR1ygCQpE4ZAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKRODQqAJCcluTHJfyR5MMnPJTk5yS1JHm7PG9vYJHlfkoUk9yY5e21+BEnSagy9Arga+GRV/QTw08CDwE7g1qraAtzalgEuALa0xw7gmoH7liQNsOoASPJS4LXAtQBV9e2q+iqwFdjdhu0GLmrtrcB1teQO4KQkL1t15ZKkQYZcAZwBLAJ/m+RzST6Y5MXAaVX1WBvzOHBaa28CHh3Zfl/rkyRNwJAA2ACcDVxTVWcB3+D/b/cAUFUF1NG8aJIdSeaTzC8uLg4oT5J0OEMCYB+wr6rubMs3shQITxy4tdOen2zr9wOnj2y/ufW9QFXtqqq5qpqbmZkZUJ4k6XBWHQBV9TjwaJIfb13nAQ8Ae4BtrW8bcFNr7wHe1t4NdC7w7MitIknSmG0YuP0fAh9JcjywF7iUpVC5Icl24BHgrW3szcCFwALwXBsrSZqQQQFQVfcAc4dYdd4hxhZw2ZD9SZLWjp8ElqROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVMGgCR1ygCQpE4ZAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktSpwQGQ5Lgkn0vyj235jCR3JllIcn2S41v/CW15oa2fHbpvSdLqrcUVwDuAB0eW3wtcVVWvBJ4Btrf+7cAzrf+qNk6SNCGDAiDJZuCNwAfbcoDXATe2IbuBi1p7a1umrT+vjZckTcDQK4C/Af4U+E5bPgX4alU935b3AZtaexPwKEBb/2wb/wJJdiSZTzK/uLg4sDxJ0nJWHQBJfg14sqruWsN6qKpdVTVXVXMzMzNr+dKSpBEbBmz7GuDNSS4ETgReAlwNnJRkQ/stfzOwv43fD5wO7EuyAXgp8NSA/UuSBlj1FUBVvauqNlfVLHAJcFtV/SZwO3BxG7YNuKm197Rl2vrbqqpWu39J0jDH4nMA7wQuT7LA0j3+a1v/tcAprf9yYOcx2LckaYWG3AL6rqr6NPDp1t4LnHOIMd8E3rIW+5MkDecngSWpUwaAJHXKAJCkThkAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVMGgCR1ygCQpE4ZAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVOrDoAkpye5PckDSe5P8o7Wf3KSW5I83J43tv4keV+ShST3Jjl7rX4ISdLRG3IF8DzwJ1V1JnAucFmSM4GdwK1VtQW4tS0DXABsaY8dwDUD9i1JGmjVAVBVj1XV3a39X8CDwCZgK7C7DdsNXNTaW4HraskdwElJXrbqyiVJg6zJHECSWeAs4E7gtKp6rK16HDittTcBj45stq/1SZImYHAAJPlh4O+BP6qqr42uq6oC6ihfb0eS+STzi4uLQ8uTJC1jUAAk+UGW/vH/SFV9vHU/ceDWTnt+svXvB04f2Xxz63uBqtpVVXNVNTczMzOkPEnSYQx5F1CAa4EHq+qvR1btAba19jbgppH+t7V3A50LPDtyq0iSNGYbBmz7GuC3gfuS3NP6/gy4ErghyXbgEeCtbd3NwIXAAvAccOmAfUuSBlp1AFTVZ4Ass/q8Q4wv4LLV7k+StLb8JLAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlAEgSZ0yACSpUwaAJHXKAJCkThkAktQpA0CSOjXk20C1jNmdn5jIfr905Rsnsl9J65NXAJLUKQNAkjplAEhSpwwASeqUASBJnTIAJKlTBoAkdcoAkKROGQCS1CkDQJI6ZQBIUqcMAEnqlF8G931kUl9CB34RnbQeeQUgSZ0yACSpUwaAJHXKAJCkTjkJrHXNiW9p9bwCkKROeQWgNTHJ38Qlrc7YAyDJ+cDVwHHAB6vqynHXIK2FSYWet560VsYaAEmOA94P/AqwD/hskj1V9cA465DWsx6vtgy9Y2PccwDnAAtVtbeqvg18DNg65hokSYz/FtAm4NGR5X3Aq8dcg6R1xqueY2PqJoGT7AB2tMWvJ3lolS91KvCVtanqmLLOtbMeagTrXGvfl3XmvYP29fKVDBp3AOwHTh9Z3tz6vquqdgG7hu4oyXxVzQ19nWPNOtfOeqgRrHOtWefqjXsO4LPAliRnJDkeuATYM+YaJEmM+Qqgqp5P8gfAp1h6G+iHqur+cdYgSVoy9jmAqroZuHkMuxp8G2lMrHPtrIcawTrXmnWuUqpq0jVIkibA7wKSpE6tywBIcn6Sh5IsJNl5iPUnJLm+rb8zyezIune1/oeSvGHaakwym+S/k9zTHh84VjWusM7XJrk7yfNJLj5o3bYkD7fHtimu839HjucxfdPBCuq8PMkDSe5NcmuSl4+sm6bjebg6p+l4/m6S+1otn0ly5si6aTnXD1njuM/1Q6qqdfVgafL4C8ArgOOBfwfOPGjM7wMfaO1LgOtb+8w2/gTgjPY6x01ZjbPA56foWM4CPwVcB1w80n8ysLc9b2ztjdNWZ1v39Sk6nr8MvKi1f2/kz33ajuch65zC4/mSkfabgU+29jSd68vVOLZzfbnHerwCWMnXSWwFdrf2jcB5SdL6P1ZV36qqLwIL7fWmqcZxOmKdVfWlqroX+M5B274BuKWqnq6qZ4BbgPOnsM5xWkmdt1fVc23xDpY+CwPTdzyXq3OcVlLn10YWXwwcmNScmnP9MDVO3HoMgEN9ncSm5cZU1fPAs8ApK9x20jUCnJHkc0n+JckvHIP6jqbOY7Ht0Rq6rxOTzCe5I8lFa1vaCxxtnduBf1rltkMMqROm7HgmuSzJF4C/BN5+NNtOuEYY37l+SFP3VRDiMeBHq+qpJD8D/EOSVx30W4SOzsuran+SVwC3Jbmvqr4wyYKS/BYwB/ziJOs4kmXqnKrjWVXvB96f5DeAPweO6fzJaixT48TP9fV4BXDEr5MYHZNkA/BS4KkVbjvRGtsl61MAVXUXS/cXf+wY1LjSOo/Ftkdr0L6qan973gt8GjhrLYsbsaI6k7weeDfw5qr61tFsOwV1Tt3xHPEx4MAVyTSd66O+W+OYz/VDm+QExGoeLF217GVpYufApMurDhpzGS+cYL2htV/FCyeG9nJsJoaG1DhzoCaWJpb2AydP6liOjP0w3zsJ/EWWJiw3tvY01rkROKG1TwUe5qBJujH/uZ/F0om+5aD+qTqeh6lz2o7nlpH2m4D51p6mc325Gsd2ri9b/zh3toYH/ULgP9tf0He3vvew9JsKwInA37E08fNvwCtGtn132+4h4IJpqxH4deB+4B7gbuBNEz6WP8vSfc1vsHQVdf/Itr/T6l8ALp3GOoGfB+5rJ+Z9wPYJ1/nPwBPtz/ceYM+UHs9D1jmFx/PqkfPldkb+8Z2ic/2QNY77XD/Uw08CS1Kn1uMcgCRpDRgAktQpA0CSOmUASFKnDABJ6pQBIEmdMgAkqVMGgCR16v8Aa1FiL8/7hpwAAAAASUVORK5CYII=
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's plot a log log plot to get a better overview of this.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">d</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">dict</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="k">if</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">d</span><span class="p">:</span>
        <span class="n">d</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">d</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log2</span><span class="p">(</span><span class="nb">list</span><span class="p">((</span><span class="n">d</span><span class="o">.</span><span class="n">keys</span><span class="p">())))</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log2</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">values</span><span class="p">()))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Directed-Graphs">Directed Graphs<a class="anchor-link" href="#Directed-Graphs">&#182;</a></h3><p><img src="images/pagerank.png" alt="title"></p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>

<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># print(G.edges())</span>
<span class="c1"># G[1][2]</span>
<span class="c1"># G[2][1]</span>
<span class="c1"># G.is_directed()</span>
<span class="c1"># type(G)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edges_from</span><span class="p">([(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">2</span><span class="p">)])</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

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

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>InDegreeView({1: 0, 2: 6, 3: 0, 4: 0, 5: 0, 6: 0, 7: 0})</pre>
</div>

</div>

</div>
</div>

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

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>{1: 0.0826448180198328,
 2: 0.5041310918810031,
 3: 0.0826448180198328,
 4: 0.0826448180198328,
 5: 0.0826448180198328,
 6: 0.0826448180198328,
 7: 0.0826448180198328}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>{1: 0.08024854052495894,
 2: 0.4844028780560986,
 3: 0.08024854052495894,
 4: 0.08024854052495894,
 5: 0.08024854052495894,
 6: 0.11435441931910648,
 7: 0.08024854052495894}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw_circular</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">with_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[29]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{1: 0.05378612718073915,
 2: 0.3246687852772877,
 3: 0.05378612718073915,
 4: 0.05378612718073915,
 5: 0.05378612718073915,
 6: 0.0766454192258098,
 7: 0.05378612718073915,
 8: 0.3297551595932067}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Moving-back-to-Airports">Moving back to Airports<a class="anchor-link" href="#Moving-back-to-Airports">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ANC&#39;, 0.010425531156396332),
 (&#39;HPN&#39;, 0.008715287139161587),
 (&#39;FAI&#39;, 0.007865131822111036),
 (&#39;DFW&#39;, 0.007168038232113773),
 (&#39;DEN&#39;, 0.006557279519803018),
 (&#39;ATL&#39;, 0.006367579588749718),
 (&#39;ORD&#39;, 0.006178836107660135),
 (&#39;YIP&#39;, 0.005821525504523931),
 (&#39;ADQ&#39;, 0.005482597083474197),
 (&#39;MSP&#39;, 0.005481962582230961)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">betweenness_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[31]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ANC&#39;, 0.28907458480586606),
 (&#39;FAI&#39;, 0.08042857784594384),
 (&#39;SEA&#39;, 0.06745549919241699),
 (&#39;HPN&#39;, 0.06046810178534726),
 (&#39;ORD&#39;, 0.045544143864829294),
 (&#39;ADQ&#39;, 0.040170160000905696),
 (&#39;DEN&#39;, 0.038543251364241436),
 (&#39;BFI&#39;, 0.03811277548952854),
 (&#39;MSP&#39;, 0.03774809342340624),
 (&#39;TEB&#39;, 0.036229439542316354)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[32]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ATL&#39;, 0.3643595863166269),
 (&#39;ORD&#39;, 0.354813046937152),
 (&#39;DFW&#39;, 0.3420843277645187),
 (&#39;MSP&#39;, 0.3261734287987271),
 (&#39;DEN&#39;, 0.31821797931583135),
 (&#39;ANC&#39;, 0.3046937151949085),
 (&#39;MEM&#39;, 0.29196499602227527),
 (&#39;LAX&#39;, 0.2840095465393795),
 (&#39;IAH&#39;, 0.28082736674622116),
 (&#39;DTW&#39;, 0.27446300715990457)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>'ANC' is the airport code of Anchorage airport, a place in Alaska, and according to pagerank and betweenness centrality it is the most important airport in this network Isn't that weird? Thoughts?</p>
<p>related blog post: <a href="https://toreopsahl.com/2011/08/12/why-anchorage-is-not-that-important-binary-ties-and-sample-selection/">https://toreopsahl.com/2011/08/12/why-anchorage-is-not-that-important-binary-ties-and-sample-selection/</a></p>
<p>Let's look at weighted version, i.e taking into account the number of people flying to these places.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">betweenness_centrality</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[33]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;SEA&#39;, 2.2656145673621046e+50),
 (&#39;ANC&#39;, 1.4996592705774285e+49),
 (&#39;CDV&#39;, 1.1625885650735055e+49),
 (&#39;ADQ&#39;, 8.328664868877188e+48),
 (&#39;BFI&#39;, 6.99097447478957e+48),
 (&#39;PHX&#39;, 3.84552515586718e+48),
 (&#39;PDX&#39;, 3.120901981185909e+48),
 (&#39;LRD&#39;, 4.583490839909188e+47),
 (&#39;SIT&#39;, 1.7910862390475677e+46),
 (&#39;FAI&#39;, 1.137539313512378e+46)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[34]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ATL&#39;, 0.037535963029303135),
 (&#39;ORD&#39;, 0.028329766122739346),
 (&#39;SEA&#39;, 0.028274564067008245),
 (&#39;ANC&#39;, 0.027127866647567035),
 (&#39;DFW&#39;, 0.02570050418889442),
 (&#39;DEN&#39;, 0.025260024346433315),
 (&#39;LAX&#39;, 0.02394043498608451),
 (&#39;PHX&#39;, 0.018373176636420224),
 (&#39;CLT&#39;, 0.01780703930063076),
 (&#39;LAS&#39;, 0.017649683141049966)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="How-reachable-is-this-network?">How reachable is this network?<a class="anchor-link" href="#How-reachable-is-this-network?">&#182;</a></h2><p>We calculate the average shortest path length of this network, it gives us an idea about the number of jumps we need to make around the network to go from one airport to any other airport in this network.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">average_shortest_path_length</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_text output_error">
<pre>
<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
<span class="ansi-red-fg">NetworkXError</span>                             Traceback (most recent call last)
<span class="ansi-green-fg">&lt;ipython-input-35-1bbd89279bb2&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span><span class="ansi-blue-fg">()</span>
<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span>nx<span class="ansi-blue-fg">.</span>average_shortest_path_length<span class="ansi-blue-fg">(</span>pass_2015<span class="ansi-blue-fg">)</span>

<span class="ansi-green-fg">~/dev/venv/system/lib/python3.6/site-packages/networkx/algorithms/shortest_paths/generic.py</span> in <span class="ansi-cyan-fg">average_shortest_path_length</span><span class="ansi-blue-fg">(G, weight)</span>
<span class="ansi-green-intense-fg ansi-bold">    320</span>     <span class="ansi-red-fg"># Shortest path length is undefined if the graph is disconnected.</span>
<span class="ansi-green-intense-fg ansi-bold">    321</span>     <span class="ansi-green-fg">if</span> G<span class="ansi-blue-fg">.</span>is_directed<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span> <span class="ansi-green-fg">and</span> <span class="ansi-green-fg">not</span> nx<span class="ansi-blue-fg">.</span>is_weakly_connected<span class="ansi-blue-fg">(</span>G<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">:</span>
<span class="ansi-green-fg">--&gt; 322</span><span class="ansi-red-fg">         </span><span class="ansi-green-fg">raise</span> nx<span class="ansi-blue-fg">.</span>NetworkXError<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;Graph is not weakly connected.&#34;</span><span class="ansi-blue-fg">)</span>
<span class="ansi-green-intense-fg ansi-bold">    323</span>     <span class="ansi-green-fg">if</span> <span class="ansi-green-fg">not</span> G<span class="ansi-blue-fg">.</span>is_directed<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">)</span> <span class="ansi-green-fg">and</span> <span class="ansi-green-fg">not</span> nx<span class="ansi-blue-fg">.</span>is_connected<span class="ansi-blue-fg">(</span>G<span class="ansi-blue-fg">)</span><span class="ansi-blue-fg">:</span>
<span class="ansi-green-intense-fg ansi-bold">    324</span>         <span class="ansi-green-fg">raise</span> nx<span class="ansi-blue-fg">.</span>NetworkXError<span class="ansi-blue-fg">(</span><span class="ansi-blue-fg">&#34;Graph is not connected.&#34;</span><span class="ansi-blue-fg">)</span>

<span class="ansi-red-fg">NetworkXError</span>: Graph is not weakly connected.</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Wait, What??? This network is not connected. That seems like a really stupid thing to do.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">weakly_connected_components</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[36]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[{&#39;RDB&#39;,
  &#39;RDU&#39;,
  &#39;WWP&#39;,
  &#39;SLC&#39;,
  &#39;DUT&#39;,
  &#39;CHS&#39;,
  &#39;UTO&#39;,
  &#39;GGG&#39;,
  &#39;WKK&#39;,
  &#39;PAM&#39;,
  &#39;VWD&#39;,
  &#39;HNM&#39;,
  &#39;CVS&#39;,
  &#39;AL7&#39;,
  &#39;AKP&#39;,
  &#39;VWN&#39;,
  &#39;T1X&#39;,
  &#39;PDB&#39;,
  &#39;MKG&#39;,
  &#39;COS&#39;,
  &#39;JNU&#39;,
  &#39;JHM&#39;,
  &#39;SLN&#39;,
  &#39;PNS&#39;,
  &#39;CMI&#39;,
  &#39;KWT&#39;,
  &#39;RBG&#39;,
  &#39;HSL&#39;,
  &#39;TEK&#39;,
  &#39;MD1&#39;,
  &#39;ORD&#39;,
  &#39;RNT&#39;,
  &#39;KPR&#39;,
  &#39;SMF&#39;,
  &#39;AUS&#39;,
  &#39;VEL&#39;,
  &#39;UES&#39;,
  &#39;YUM&#39;,
  &#39;KPV&#39;,
  &#39;PIA&#39;,
  &#39;PLN&#39;,
  &#39;PDK&#39;,
  &#39;OLH&#39;,
  &#39;IGM&#39;,
  &#39;ELN&#39;,
  &#39;SVN&#39;,
  &#39;DUA&#39;,
  &#39;PAE&#39;,
  &#39;DKK&#39;,
  &#39;WRG&#39;,
  &#39;NME&#39;,
  &#39;GUF&#39;,
  &#39;LGB&#39;,
  &#39;XXN&#39;,
  &#39;PYM&#39;,
  &#39;AIA&#39;,
  &#39;QQB&#39;,
  &#39;TEX&#39;,
  &#39;LEW&#39;,
  &#39;SJC&#39;,
  &#39;TEB&#39;,
  &#39;GTR&#39;,
  &#39;CLG&#39;,
  &#39;UMT&#39;,
  &#39;RUT&#39;,
  &#39;MCN&#39;,
  &#39;MTM&#39;,
  &#39;06A&#39;,
  &#39;08A&#39;,
  &#39;7AK&#39;,
  &#39;ARC&#39;,
  &#39;BTI&#39;,
  &#39;SCE&#39;,
  &#39;MFR&#39;,
  &#39;ELD&#39;,
  &#39;MCG&#39;,
  &#39;SBY&#39;,
  &#39;CNO&#39;,
  &#39;WLK&#39;,
  &#39;EDF&#39;,
  &#39;DRO&#39;,
  &#39;MOD&#39;,
  &#39;GSB&#39;,
  &#39;BET&#39;,
  &#39;N1Y&#39;,
  &#39;FFO&#39;,
  &#39;MMT&#39;,
  &#39;IRC&#39;,
  &#39;FVQ&#39;,
  &#39;PIR&#39;,
  &#39;PKB&#39;,
  &#39;AWM&#39;,
  &#39;WST&#39;,
  &#39;PSP&#39;,
  &#39;SUX&#39;,
  &#39;JBR&#39;,
  &#39;CAE&#39;,
  &#39;MSN&#39;,
  &#39;TIX&#39;,
  &#39;SAN&#39;,
  &#39;TDZ&#39;,
  &#39;FLG&#39;,
  &#39;EWN&#39;,
  &#39;NZY&#39;,
  &#39;SFZ&#39;,
  &#39;NPA&#39;,
  &#39;WNA&#39;,
  &#39;STC&#39;,
  &#39;VUO&#39;,
  &#39;RCE&#39;,
  &#39;JST&#39;,
  &#39;ORF&#39;,
  &#39;GDC&#39;,
  &#39;BKE&#39;,
  &#39;PPV&#39;,
  &#39;KPB&#39;,
  &#39;AKB&#39;,
  &#39;CHO&#39;,
  &#39;DEN&#39;,
  &#39;RDM&#39;,
  &#39;BLD&#39;,
  &#39;LEX&#39;,
  &#39;LEB&#39;,
  &#39;KNW&#39;,
  &#39;BPT&#39;,
  &#39;GBD&#39;,
  &#39;WRL&#39;,
  &#39;CON&#39;,
  &#39;ONH&#39;,
  &#39;CPX&#39;,
  &#39;GYR&#39;,
  &#39;VCT&#39;,
  &#39;RBH&#39;,
  &#39;ENN&#39;,
  &#39;ASE&#39;,
  &#39;UKI&#39;,
  &#39;TNK&#39;,
  &#39;SC1&#39;,
  &#39;SAV&#39;,
  &#39;HCR&#39;,
  &#39;DSM&#39;,
  &#39;GRR&#39;,
  &#39;OJC&#39;,
  &#39;KPN&#39;,
  &#39;GPM&#39;,
  &#39;GLR&#39;,
  &#39;NGF&#39;,
  &#39;CKB&#39;,
  &#39;ME2&#39;,
  &#39;KLN&#39;,
  &#39;TMB&#39;,
  &#39;BRW&#39;,
  &#39;AKK&#39;,
  &#39;ZXB&#39;,
  &#39;OFU&#39;,
  &#39;SEG&#39;,
  &#39;LKK&#39;,
  &#39;ATW&#39;,
  &#39;ROA&#39;,
  &#39;LCH&#39;,
  &#39;KLG&#39;,
  &#39;GRI&#39;,
  &#39;KAE&#39;,
  &#39;MVM&#39;,
  &#39;HIK&#39;,
  &#39;PWK&#39;,
  &#39;MTJ&#39;,
  &#39;AKI&#39;,
  &#39;ROG&#39;,
  &#39;LVD&#39;,
  &#39;JQF&#39;,
  &#39;DRT&#39;,
  &#39;LBB&#39;,
  &#39;SEE&#39;,
  &#39;AA8&#39;,
  &#39;BED&#39;,
  &#39;SSW&#39;,
  &#39;WVL&#39;,
  &#39;SCC&#39;,
  &#39;MHM&#39;,
  &#39;A52&#39;,
  &#39;OGA&#39;,
  &#39;TRM&#39;,
  &#39;LNS&#39;,
  &#39;CZF&#39;,
  &#39;CEZ&#39;,
  &#39;AHN&#39;,
  &#39;SAF&#39;,
  &#39;EGV&#39;,
  &#39;A02&#39;,
  &#39;GRK&#39;,
  &#39;CEF&#39;,
  &#39;MSV&#39;,
  &#39;PKA&#39;,
  &#39;UST&#39;,
  &#39;ABR&#39;,
  &#39;ZXN&#39;,
  &#39;HOM&#39;,
  &#39;SGR&#39;,
  &#39;RDG&#39;,
  &#39;UDG&#39;,
  &#39;PGD&#39;,
  &#39;BKW&#39;,
  &#39;MNT&#39;,
  &#39;VZY&#39;,
  &#39;KZB&#39;,
  &#39;DDC&#39;,
  &#39;GAM&#39;,
  &#39;SVW&#39;,
  &#39;1G4&#39;,
  &#39;WTL&#39;,
  &#39;PNE&#39;,
  &#39;PAQ&#39;,
  &#39;FAY&#39;,
  &#39;HVC&#39;,
  &#39;VZR&#39;,
  &#39;APF&#39;,
  &#39;HKY&#39;,
  &#39;ZXC&#39;,
  &#39;JZT&#39;,
  &#39;KLS&#39;,
  &#39;JLA&#39;,
  &#39;TYS&#39;,
  &#39;APC&#39;,
  &#39;ABE&#39;,
  &#39;TUS&#39;,
  &#39;ALS&#39;,
  &#39;NYL&#39;,
  &#39;ONP&#39;,
  &#39;SKK&#39;,
  &#39;WAA&#39;,
  &#39;CWA&#39;,
  &#39;C01&#39;,
  &#39;OLU&#39;,
  &#39;MAZ&#39;,
  &#39;DAL&#39;,
  &#39;BDR&#39;,
  &#39;OPF&#39;,
  &#39;DXR&#39;,
  &#39;BIH&#39;,
  &#39;GFL&#39;,
  &#39;MCC&#39;,
  &#39;OLE&#39;,
  &#39;EAA&#39;,
  &#39;AK5&#39;,
  &#39;MYK&#39;,
  &#39;FOD&#39;,
  &#39;SYR&#39;,
  &#39;AZO&#39;,
  &#39;MFE&#39;,
  &#39;MQJ&#39;,
  &#39;WQZ&#39;,
  &#39;DMA&#39;,
  &#39;STP&#39;,
  &#39;IMT&#39;,
  &#39;MJX&#39;,
  &#39;GBH&#39;,
  &#39;PTH&#39;,
  &#39;EEK&#39;,
  &#39;VZM&#39;,
  &#39;TVL&#39;,
  &#39;MSS&#39;,
  &#39;KPY&#39;,
  &#39;SSI&#39;,
  &#39;FAT&#39;,
  &#39;ME1&#39;,
  &#39;KY3&#39;,
  &#39;MQT&#39;,
  &#39;EYW&#39;,
  &#39;VT1&#39;,
  &#39;SDM&#39;,
  &#39;ELI&#39;,
  &#39;AUO&#39;,
  &#39;MWA&#39;,
  &#39;HHH&#39;,
  &#39;VA6&#39;,
  &#39;GKN&#39;,
  &#39;ACT&#39;,
  &#39;CIG&#39;,
  &#39;FVZ&#39;,
  &#39;MA2&#39;,
  &#39;CNY&#39;,
  &#39;OMA&#39;,
  &#39;SVC&#39;,
  &#39;BDL&#39;,
  &#39;HII&#39;,
  &#39;TX1&#39;,
  &#39;UXI&#39;,
  &#39;IAD&#39;,
  &#39;DHN&#39;,
  &#39;BIL&#39;,
  &#39;BTV&#39;,
  &#39;GNV&#39;,
  &#39;PUB&#39;,
  &#39;HOU&#39;,
  &#39;C1A&#39;,
  &#39;IGG&#39;,
  &#39;LMA&#39;,
  &#39;GEK&#39;,
  &#39;WUQ&#39;,
  &#39;ACK&#39;,
  &#39;CDL&#39;,
  &#39;RAC&#39;,
  &#39;SDY&#39;,
  &#39;JFK&#39;,
  &#39;ART&#39;,
  &#39;VPS&#39;,
  &#39;CBE&#39;,
  &#39;BIS&#39;,
  &#39;DCA&#39;,
  &#39;OR2&#39;,
  &#39;SAC&#39;,
  &#39;F70&#39;,
  &#39;HYG&#39;,
  &#39;RLU&#39;,
  &#39;EDA&#39;,
  &#39;UGS&#39;,
  &#39;NIN&#39;,
  &#39;TYE&#39;,
  &#39;ALO&#39;,
  &#39;VZA&#39;,
  &#39;EWB&#39;,
  &#39;LKE&#39;,
  &#39;QQY&#39;,
  &#39;FMH&#39;,
  &#39;RQV&#39;,
  &#39;PWA&#39;,
  &#39;STG&#39;,
  &#39;EHM&#39;,
  &#39;TLA&#39;,
  &#39;WA9&#39;,
  &#39;SEA&#39;,
  &#39;GLH&#39;,
  &#39;MQI&#39;,
  &#39;MCK&#39;,
  &#39;MHT&#39;,
  &#39;PGS&#39;,
  &#39;HSH&#39;,
  &#39;MDT&#39;,
  &#39;MA5&#39;,
  &#39;LWM&#39;,
  &#39;AXN&#39;,
  &#39;TWA&#39;,
  &#39;HVR&#39;,
  &#39;WA6&#39;,
  &#39;HKB&#39;,
  &#39;MCW&#39;,
  &#39;ESC&#39;,
  &#39;AK7&#39;,
  &#39;ABL&#39;,
  &#39;EFD&#39;,
  &#39;SDF&#39;,
  &#39;GUP&#39;,
  &#39;JHW&#39;,
  &#39;LPR&#39;,
  &#39;CVG&#39;,
  &#39;MCI&#39;,
  &#39;EDE&#39;,
  &#39;MNZ&#39;,
  &#39;MA1&#39;,
  &#39;LAM&#39;,
  &#39;WRI&#39;,
  &#39;WSJ&#39;,
  &#39;GTF&#39;,
  &#39;SPN&#39;,
  &#39;CKD&#39;,
  &#39;EKA&#39;,
  &#39;ALB&#39;,
  &#39;HOP&#39;,
  &#39;ICT&#39;,
  &#39;GSH&#39;,
  &#39;CHD&#39;,
  &#39;WQU&#39;,
  &#39;MKK&#39;,
  &#39;DQH&#39;,
  &#39;KEH&#39;,
  &#39;HDN&#39;,
  &#39;KMO&#39;,
  &#39;LVK&#39;,
  &#39;DTW&#39;,
  &#39;GSP&#39;,
  &#39;A50&#39;,
  &#39;OFF&#39;,
  &#39;CT1&#39;,
  &#39;MSL&#39;,
  &#39;HLM&#39;,
  &#39;ESN&#39;,
  &#39;VGT&#39;,
  &#39;DAB&#39;,
  &#39;SCK&#39;,
  &#39;NHZ&#39;,
  &#39;IRK&#39;,
  &#39;MSO&#39;,
  &#39;EUG&#39;,
  &#39;CDW&#39;,
  &#39;ME4&#39;,
  &#39;IAN&#39;,
  &#39;HNH&#39;,
  &#39;PGV&#39;,
  &#39;OWD&#39;,
  &#39;DPA&#39;,
  &#39;A83&#39;,
  &#39;MXF&#39;,
  &#39;CGA&#39;,
  &#39;DMN&#39;,
  &#39;VLD&#39;,
  &#39;BWI&#39;,
  &#39;A40&#39;,
  &#39;RCA&#39;,
  &#39;MVW&#39;,
  &#39;GCC&#39;,
  &#39;BLM&#39;,
  &#39;APA&#39;,
  &#39;IN2&#39;,
  &#39;KSM&#39;,
  &#39;VIK&#39;,
  &#39;AVW&#39;,
  &#39;PBK&#39;,
  &#39;HRL&#39;,
  &#39;AIN&#39;,
  &#39;OSU&#39;,
  &#39;AUG&#39;,
  &#39;OWB&#39;,
  &#39;GCK&#39;,
  &#39;OOK&#39;,
  &#39;ILN&#39;,
  &#39;MXY&#39;,
  &#39;LYH&#39;,
  &#39;AEX&#39;,
  &#39;LGD&#39;,
  &#39;CLT&#39;,
  &#39;STT&#39;,
  &#39;STX&#39;,
  &#39;AID&#39;,
  &#39;GON&#39;,
  &#39;WRB&#39;,
  &#39;FAR&#39;,
  &#39;KOT&#39;,
  &#39;PML&#39;,
  &#39;JRF&#39;,
  &#39;SLE&#39;,
  &#39;MTN&#39;,
  &#39;ME3&#39;,
  &#39;ORV&#39;,
  &#39;EAR&#39;,
  &#39;MDW&#39;,
  &#39;RBN&#39;,
  &#39;LGA&#39;,
  &#39;FMN&#39;,
  &#39;ORI&#39;,
  &#39;ILI&#39;,
  &#39;TOG&#39;,
  &#39;BKC&#39;,
  &#39;II3&#39;,
  &#39;SJT&#39;,
  &#39;BDY&#39;,
  &#39;HTS&#39;,
  &#39;KY1&#39;,
  &#39;RBD&#39;,
  &#39;BFD&#39;,
  &#39;ECP&#39;,
  &#39;HGR&#39;,
  &#39;PHN&#39;,
  &#39;SLK&#39;,
  &#39;ROP&#39;,
  &#39;HPB&#39;,
  &#39;BKL&#39;,
  &#39;WWD&#39;,
  &#39;CWI&#39;,
  &#39;VAD&#39;,
  &#39;MZJ&#39;,
  &#39;AET&#39;,
  &#39;KQA&#39;,
  &#39;NJ1&#39;,
  &#39;KOZ&#39;,
  &#39;PVU&#39;,
  &#39;RSW&#39;,
  &#39;SGY&#39;,
  &#39;LBF&#39;,
  &#39;SBM&#39;,
  &#39;DCK&#39;,
  &#39;POU&#39;,
  &#39;ABI&#39;,
  &#39;FRY&#39;,
  &#39;05A&#39;,
  &#39;PTU&#39;,
  &#39;SCM&#39;,
  &#39;KUK&#39;,
  &#39;HKS&#39;,
  &#39;NQX&#39;,
  &#39;DVL&#39;,
  &#39;XSD&#39;,
  &#39;CTZ&#39;,
  &#39;LIH&#39;,
  &#39;NIP&#39;,
  &#39;BVU&#39;,
  &#39;BTP&#39;,
  &#39;RAP&#39;,
  &#39;GED&#39;,
  &#39;DUJ&#39;,
  &#39;IKO&#39;,
  &#39;ELM&#39;,
  &#39;ENV&#39;,
  &#39;FID&#39;,
  &#39;LOZ&#39;,
  &#39;EMK&#39;,
  &#39;NLG&#39;,
  &#39;FDY&#39;,
  &#39;HCB&#39;,
  &#39;ORH&#39;,
  &#39;ACY&#39;,
  &#39;RIV&#39;,
  &#39;IKV&#39;,
  &#39;HYA&#39;,
  &#39;MMH&#39;,
  &#39;SVH&#39;,
  &#39;FOK&#39;,
  &#39;GBR&#39;,
  &#39;WSB&#39;,
  &#39;SXP&#39;,
  &#39;A03&#39;,
  &#39;CGF&#39;,
  &#39;DE2&#39;,
  &#39;WBB&#39;,
  &#39;NNK&#39;,
  &#39;RDD&#39;,
  &#39;MDH&#39;,
  &#39;FKL&#39;,
  &#39;QQN&#39;,
  &#39;CVO&#39;,
  &#39;VNY&#39;,
  &#39;MI2&#39;,
  &#39;EEN&#39;,
  &#39;PIH&#39;,
  &#39;XXP&#39;,
  &#39;EXI&#39;,
  &#39;ADK&#39;,
  &#39;FLT&#39;,
  &#39;TUL&#39;,
  &#39;VDZ&#39;,
  &#39;MIE&#39;,
  &#39;EKO&#39;,
  &#39;KBC&#39;,
  &#39;JRV&#39;,
  &#39;VZE&#39;,
  &#39;SBN&#39;,
  &#39;ADS&#39;,
  &#39;BRD&#39;,
  &#39;CBA&#39;,
  &#39;GST&#39;,
  &#39;TIQ&#39;,
  &#39;CIK&#39;,
  &#39;ELP&#39;,
  &#39;VGC&#39;,
  &#39;L41&#39;,
  &#39;MKE&#39;,
  &#39;BGM&#39;,
  &#39;DQK&#39;,
  &#39;COU&#39;,
  &#39;PTA&#39;,
  &#39;TCL&#39;,
  &#39;MCE&#39;,
  &#39;KTN&#39;,
  &#39;KTS&#39;,
  &#39;MCF&#39;,
  &#39;HOB&#39;,
  &#39;SFO&#39;,
  &#39;SZL&#39;,
  &#39;MBL&#39;,
  &#39;SMK&#39;,
  &#39;RDV&#39;,
  &#39;CRP&#39;,
  &#39;CKV&#39;,
  &#39;TRI&#39;,
  &#39;GAI&#39;,
  &#39;GJT&#39;,
  &#39;BFL&#39;,
  &#39;MEO&#39;,
  &#39;BOK&#39;,
  &#39;SPI&#39;,
  &#39;FNL&#39;,
  &#39;DQS&#39;,
  &#39;MSP&#39;,
  &#39;FQW&#39;,
  &#39;BBD&#39;,
  &#39;PRB&#39;,
  &#39;KLL&#39;,
  &#39;VWX&#39;,
  &#39;MYU&#39;,
  &#39;BYA&#39;,
  &#39;MIA&#39;,
  &#39;JAX&#39;,
  &#39;TLH&#39;,
  &#39;CMX&#39;,
  &#39;CVN&#39;,
  &#39;MCO&#39;,
  &#39;MYR&#39;,
  &#39;BUR&#39;,
  &#39;MFD&#39;,
  &#39;KFP&#39;,
  &#39;FPR&#39;,
  &#39;NUP&#39;,
  &#39;MRN&#39;,
  &#39;ATY&#39;,
  &#39;TTD&#39;,
  &#39;HNS&#39;,
  &#39;SXQ&#39;,
  &#39;PWT&#39;,
  &#39;DLH&#39;,
  &#39;A04&#39;,
  &#39;BWG&#39;,
  &#39;BJC&#39;,
  &#39;RHI&#39;,
  &#39;CMH&#39;,
  &#39;LBL&#39;,
  &#39;AVP&#39;,
  &#39;YIP&#39;,
  &#39;OKC&#39;,
  &#39;RQZ&#39;,
  &#39;FBS&#39;,
  &#39;SWD&#39;,
  &#39;LAL&#39;,
  &#39;SSC&#39;,
  &#39;ANI&#39;,
  &#39;BUF&#39;,
  &#39;PA6&#39;,
  &#39;CHP&#39;,
  &#39;BQK&#39;,
  &#39;TSG&#39;,
  &#39;MOU&#39;,
  &#39;NTU&#39;,
  &#39;SVS&#39;,
  &#39;OAK&#39;,
  &#39;LCK&#39;,
  &#39;ZNC&#39;,
  &#39;BRO&#39;,
  &#39;ILG&#39;,
  &#39;GYY&#39;,
  &#39;PTV&#39;,
  &#39;O85&#39;,
  &#39;XWA&#39;,
  &#39;DQL&#39;,
  &#39;SNA&#39;,
  &#39;TKF&#39;,
  &#39;RSJ&#39;,
  &#39;DGB&#39;,
  &#39;MHK&#39;,
  &#39;OPH&#39;,
  &#39;HIO&#39;,
  &#39;RIL&#39;,
  &#39;DNL&#39;,
  &#39;FOE&#39;,
  &#39;RQN&#39;,
  &#39;JZU&#39;,
  &#39;NEW&#39;,
  &#39;ISM&#39;,
  &#39;SUN&#39;,
  &#39;WFB&#39;,
  &#39;UGI&#39;,
  &#39;LWB&#39;,
  &#39;GRB&#39;,
  &#39;GFK&#39;,
  &#39;MLI&#39;,
  &#39;LSF&#39;,
  &#39;AGS&#39;,
  &#39;BLI&#39;,
  &#39;RBW&#39;,
  &#39;GCN&#39;,
  &#39;KPC&#39;,
  &#39;HUF&#39;,
  &#39;ABQ&#39;,
  &#39;HMN&#39;,
  &#39;LWS&#39;,
  &#39;BFM&#39;,
  &#39;MHR&#39;,
  &#39;PQI&#39;,
  &#39;TKJ&#39;,
  &#39;MTH&#39;,
  &#39;KWN&#39;,
  &#39;PBG&#39;,
  &#39;UBF&#39;,
  &#39;AMA&#39;,
  &#39;SYA&#39;,
  &#39;FVX&#39;,
  &#39;A27&#39;,
  &#39;CRW&#39;,
  &#39;BOS&#39;,
  &#39;AUZ&#39;,
  &#39;CLU&#39;,
  &#39;TN1&#39;,
  &#39;SIG&#39;,
  &#39;ESD&#39;,
  &#39;ILM&#39;,
  &#39;KEK&#39;,
  &#39;GGE&#39;,
  &#39;PSC&#39;,
  &#39;WMO&#39;,
  &#39;RNO&#39;,
  &#39;SHD&#39;,
  &#39;NUQ&#39;,
  &#39;DLS&#39;,
  &#39;GGW&#39;,
  &#39;VEE&#39;,
  &#39;XWH&#39;,
  &#39;LAX&#39;,
  &#39;SAT&#39;,
  &#39;PSK&#39;,
  &#39;KWF&#39;,
  &#39;CLM&#39;,
  &#39;BFT&#39;,
  &#39;PHF&#39;,
  &#39;PVD&#39;,
  &#39;BIF&#39;,
  &#39;ISN&#39;,
  &#39;MUE&#39;,
  &#39;SLQ&#39;,
  &#39;ANV&#39;,
  &#39;PSF&#39;,
  &#39;TPA&#39;,
  &#39;XNA&#39;,
  &#39;LPS&#39;,
  &#39;SUA&#39;,
  &#39;FTY&#39;,
  &#39;FTW&#39;,
  &#39;BCT&#39;,
  &#39;COD&#39;,
  &#39;PA9&#39;,
  &#39;MOB&#39;,
  &#39;UIN&#39;,
  &#39;ISP&#39;,
  &#39;GEG&#39;,
  &#39;TIK&#39;,
  &#39;APN&#39;,
  &#39;SQA&#39;,
  &#39;SGU&#39;,
  &#39;KVC&#39;,
  &#39;GVT&#39;,
  &#39;AZ3&#39;,
  &#39;TAL&#39;,
  &#39;RMP&#39;,
  &#39;BWD&#39;,
  &#39;LNI&#39;,
  &#39;XXY&#39;,
  &#39;HRO&#39;,
  &#39;MI6&#39;,
  &#39;CEM&#39;,
  &#39;TN9&#39;,
  &#39;XWF&#39;,
  &#39;JMS&#39;,
  &#39;VIS&#39;,
  &#39;NAD&#39;,
  &#39;LZU&#39;,
  &#39;VQS&#39;,
  &#39;SGF&#39;,
  &#39;RSH&#39;,
  &#39;WGO&#39;,
  &#39;PGA&#39;,
  &#39;PHL&#39;,
  &#39;SOV&#39;,
  &#39;TIW&#39;,
  &#39;MQY&#39;,
  &#39;PWM&#39;,
  &#39;MRC&#39;,
  &#39;CNM&#39;,
  &#39;RBY&#39;,
  &#39;BAD&#39;,
  &#39;OAJ&#39;,
  &#39;LNK&#39;,
  &#39;COE&#39;,
  &#39;KOY&#39;,
  &#39;OTZ&#39;,
  &#39;LIT&#39;,
  &#39;CLD&#39;,
  &#39;PUW&#39;,
  &#39;TNT&#39;,
  &#39;HAO&#39;,
  &#39;HYL&#39;,
  &#39;AKN&#39;,
  &#39;MSC&#39;,
  &#39;BTL&#39;,
  &#39;KKB&#39;,
  &#39;MKL&#39;,
  &#39;UXP&#39;,
  &#39;DRG&#39;,
  &#39;ITO&#39;,
  &#39;DVT&#39;,
  &#39;QMN&#39;,
  &#39;AST&#39;,
  &#39;SWO&#39;,
  &#39;JAN&#39;,
  &#39;PQS&#39;,
  &#39;VWK&#39;,
  &#39;LAR&#39;,
  &#39;SMO&#39;,
  &#39;ELY&#39;,
  &#39;ARB&#39;,
  &#39;KCC&#39;,
  &#39;CHU&#39;,
  &#39;MGW&#39;,
  &#39;ZXM&#39;,
  &#39;ATK&#39;,
  &#39;OXC&#39;,
  &#39;NUI&#39;,
  &#39;CID&#39;,
  &#39;UTM&#39;,
  &#39;ORT&#39;,
  &#39;CLF&#39;,
  &#39;TN4&#39;,
  &#39;AL3&#39;,
  &#39;DET&#39;,
  &#39;LSE&#39;,
  &#39;JZE&#39;,
  &#39;TTN&#39;,
  &#39;DBQ&#39;,
  &#39;MKC&#39;,
  &#39;LAW&#39;,
  &#39;GA6&#39;,
  &#39;MVL&#39;,
  &#39;FMY&#39;,
  &#39;WA1&#39;,
  &#39;JLN&#39;,
  &#39;MT2&#39;,
  &#39;SUM&#39;,
  &#39;PBI&#39;,
  &#39;ONT&#39;,
  &#39;CXF&#39;,
  &#39;PDT&#39;,
  &#39;RFD&#39;,
  &#39;MLU&#39;,
  &#39;EKI&#39;,
  &#39;SKJ&#39;,
  &#39;ITH&#39;,
  &#39;OGD&#39;,
  &#39;MTP&#39;,
  &#39;UXR&#39;,
  &#39;DIO&#39;,
  &#39;EVV&#39;,
  &#39;ISS&#39;,
  &#39;MNN&#39;,
  &#39;VRB&#39;,
  &#39;TKA&#39;,
  &#39;IN1&#39;,
  &#39;ADQ&#39;,
  &#39;QMA&#39;,
  &#39;MSY&#39;,
  &#39;CIU&#39;,
  &#39;A3K&#39;,
  &#39;UGB&#39;,
  &#39;MVN&#39;,
  &#39;UOX&#39;,
  &#39;AOH&#39;,
  &#39;KYU&#39;,
  &#39;FSI&#39;,
  &#39;SHH&#39;,
  &#39;SNP&#39;,
  &#39;SNS&#39;,
  &#39;AMW&#39;,
  &#39;CPR&#39;,
  &#39;SDP&#39;,
  &#39;IAH&#39;,
  &#39;SYB&#39;,
  &#39;ATL&#39;,
  &#39;GUM&#39;,
  &#39;WA3&#39;,
  &#39;CKX&#39;,
  &#39;CPS&#39;,
  &#39;MRY&#39;,
  &#39;TDF&#39;,
  &#39;FTG&#39;,
  &#39;KTB&#39;,
  &#39;KOA&#39;,
  &#39;NIB&#39;,
  &#39;MEI&#39;,
  &#39;SHG&#39;,
  &#39;HPN&#39;,
  &#39;IDA&#39;,
  &#39;NUL&#39;,
  &#39;BHM&#39;,
  &#39;SPS&#39;,
  &#39;NQA&#39;,
  &#39;BYW&#39;,
  &#39;A43&#39;,
  &#39;MMI&#39;,
  &#39;HIE&#39;,
  &#39;ASH&#39;,
  &#39;HVN&#39;,
  &#39;LAS&#39;,
  &#39;LFI&#39;,
  &#39;SOP&#39;,
  &#39;BTM&#39;,
  &#39;LBE&#39;,
  &#39;WYS&#39;,
  &#39;INT&#39;,
  &#39;KGK&#39;,
  &#39;FWL&#39;,
  &#39;UXK&#39;,
  &#39;YAK&#39;,
  &#39;SIT&#39;,
  &#39;CO3&#39;,
  &#39;LAF&#39;,
  &#39;WVI&#39;,
  &#39;LUP&#39;,
  &#39;BCE&#39;,
  &#39;LUK&#39;,
  &#39;PCT&#39;,
  &#39;SHX&#39;,
  &#39;RQI&#39;,
  &#39;AVL&#39;,
  &#39;KKA&#39;,
  &#39;KGX&#39;,
  &#39;LUR&#39;,
  &#39;YNG&#39;,
  &#39;ZXH&#39;,
  &#39;NPT&#39;,
  &#39;AK6&#39;,
  &#39;KMY&#39;,
  &#39;IPT&#39;,
  &#39;LFT&#39;,
  &#39;WSN&#39;,
  &#39;RIC&#39;,
  &#39;POB&#39;,
  &#39;N1C&#39;,
  &#39;A20&#39;,
  &#39;IWD&#39;,
  &#39;KXA&#39;,
  &#39;AOS&#39;,
  &#39;A35&#39;,
  &#39;WA7&#39;,
  &#39;SRV&#39;,
  &#39;SQV&#39;,
  &#39;CDR&#39;,
  &#39;MTO&#39;,
  &#39;HYS&#39;,
  &#39;KLW&#39;,
  &#39;VAK&#39;,
  &#39;CHI&#39;,
  &#39;MRF&#39;,
  &#39;TLF&#39;,
  &#39;QSO&#39;,
  &#39;GRF&#39;,
  &#39;MRI&#39;,
  &#39;ADW&#39;,
  &#39;CLP&#39;,
  &#39;WMK&#39;,
  &#39;CSM&#39;,
  &#39;FAI&#39;,
  &#39;FWA&#39;,
  &#39;SMX&#39;,
  &#39;FSM&#39;,
  &#39;FRD&#39;,
  &#39;PBX&#39;,
  &#39;SJU&#39;,
  &#39;LAN&#39;,
  &#39;INL&#39;,
  &#39;TPL&#39;,
  &#39;DJN&#39;,
  &#39;KCQ&#39;,
  &#39;JAC&#39;,
  &#39;GAL&#39;,
  &#39;KKH&#39;,
  &#39;LRD&#39;,
  &#39;ACV&#39;,
  &#39;ZXT&#39;,
  &#39;JZY&#39;,
  &#39;BMG&#39;,
  &#39;AGC&#39;,
  &#39;WCR&#39;,
  &#39;IFP&#39;,
  &#39;TNC&#39;,
  &#39;ATT&#39;,
  &#39;NBG&#39;,
  &#39;SKF&#39;,
  &#39;RKS&#39;,
  &#39;ALZ&#39;,
  &#39;DCU&#39;,
  &#39;BMC&#39;,
  &#39;EGX&#39;,
  &#39;NKI&#39;,
  &#39;NUW&#39;,
  &#39;PRC&#39;,
  &#39;IAG&#39;,
  &#39;BQN&#39;,
  &#39;NKX&#39;,
  &#39;IPL&#39;,
  &#39;HTO&#39;,
  &#39;BID&#39;,
  &#39;PEC&#39;,
  &#39;ALN&#39;,
  &#39;JWY&#39;,
  &#39;PSG&#39;,
  &#39;TWF&#39;,
  &#39;TKE&#39;,
  &#39;UAM&#39;,
  &#39;KVL&#39;,
  &#39;ZXU&#39;,
  &#39;CDV&#39;,
  &#39;BVY&#39;,
  &#39;BZN&#39;,
  &#39;BFI&#39;,
  &#39;SBD&#39;,
  ...},
 {&#39;SPB&#39;, &#39;SSB&#39;},
 {&#39;AIK&#39;}]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="SPB,-SSB,-AIK-anyone?">SPB, SSB, AIK anyone?<a class="anchor-link" href="#SPB,-SSB,-AIK-anyone?">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;ORIGIN&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;AIK&#39;</span><span class="p">)]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[37]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>433338</th>
      <td>433338</td>
      <td>2015</td>
      <td>AIK</td>
      <td>AIK</td>
      <td>{'Wright Air Service'}</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[38]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015</span><span class="o">.</span><span class="n">remove_nodes_from</span><span class="p">([</span><span class="s1">&#39;SPB&#39;</span><span class="p">,</span> <span class="s1">&#39;SSB&#39;</span><span class="p">,</span> <span class="s1">&#39;AIK&#39;</span><span class="p">])</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[39]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_weakly_connected</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[40]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_strongly_connected</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Strongly-vs-weakly-connected-graphs.">Strongly vs weakly connected graphs.<a class="anchor-link" href="#Strongly-vs-weakly-connected-graphs.">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
<span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[42]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">G</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">nx</span><span class="o">.</span><span class="n">draw</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[43]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">is_strongly_connected</span><span class="p">(</span><span class="n">G</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[43]:</div>


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[44]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">strongly_connected_components</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>[{&#39;BCE&#39;},
 {&#39;WA3&#39;},
 {&#39;WA9&#39;},
 {&#39;TIW&#39;},
 {&#39;RQV&#39;},
 {&#39;SUA&#39;},
 {&#39;POU&#39;},
 {&#39;MA5&#39;},
 {&#39;MXF&#39;},
 {&#39;TSP&#39;},
 {&#39;MSV&#39;},
 {&#39;AST&#39;},
 {&#39;XXU&#39;},
 {&#39;OR2&#39;},
 {&#39;CLG&#39;},
 {&#39;QQN&#39;},
 {&#39;WVI&#39;},
 {&#39;CO3&#39;},
 {&#39;BOK&#39;},
 {&#39;XXY&#39;},
 {&#39;ZXC&#39;},
 {&#39;ZXT&#39;},
 {&#39;C1A&#39;},
 {&#39;ELN&#39;},
 {&#39;BKE&#39;},
 {&#39;EKI&#39;},
 {&#39;MA4&#39;},
 {&#39;MI6&#39;},
 {&#39;TMB&#39;},
 {&#39;XWF&#39;},
 {&#39;LZU&#39;},
 {&#39;GUF&#39;},
 {&#39;N1Y&#39;},
 {&#39;DKK&#39;},
 {&#39;TIX&#39;},
 {&#39;MRF&#39;},
 {&#39;VAD&#39;},
 {&#39;RDB&#39;,
  &#39;RDU&#39;,
  &#39;WWP&#39;,
  &#39;SLC&#39;,
  &#39;DUT&#39;,
  &#39;CHS&#39;,
  &#39;UTO&#39;,
  &#39;GGG&#39;,
  &#39;WKK&#39;,
  &#39;HNM&#39;,
  &#39;VWD&#39;,
  &#39;AZA&#39;,
  &#39;AL7&#39;,
  &#39;AKP&#39;,
  &#39;CVS&#39;,
  &#39;VWN&#39;,
  &#39;T1X&#39;,
  &#39;PDB&#39;,
  &#39;MKG&#39;,
  &#39;JNU&#39;,
  &#39;COS&#39;,
  &#39;JHM&#39;,
  &#39;SLN&#39;,
  &#39;PNS&#39;,
  &#39;KWT&#39;,
  &#39;CMI&#39;,
  &#39;RBG&#39;,
  &#39;HSL&#39;,
  &#39;TEK&#39;,
  &#39;MD1&#39;,
  &#39;ORD&#39;,
  &#39;RNT&#39;,
  &#39;SMF&#39;,
  &#39;AUS&#39;,
  &#39;VEL&#39;,
  &#39;UES&#39;,
  &#39;YUM&#39;,
  &#39;KPV&#39;,
  &#39;PIA&#39;,
  &#39;PDK&#39;,
  &#39;PLN&#39;,
  &#39;OLH&#39;,
  &#39;IGM&#39;,
  &#39;SVN&#39;,
  &#39;DUA&#39;,
  &#39;PAE&#39;,
  &#39;WRG&#39;,
  &#39;NME&#39;,
  &#39;LGB&#39;,
  &#39;XXN&#39;,
  &#39;PYM&#39;,
  &#39;AIA&#39;,
  &#39;QQB&#39;,
  &#39;LEW&#39;,
  &#39;TEX&#39;,
  &#39;SJC&#39;,
  &#39;TEB&#39;,
  &#39;GTR&#39;,
  &#39;UMT&#39;,
  &#39;MTM&#39;,
  &#39;MCN&#39;,
  &#39;06A&#39;,
  &#39;RUT&#39;,
  &#39;08A&#39;,
  &#39;7AK&#39;,
  &#39;ARC&#39;,
  &#39;BTI&#39;,
  &#39;SCE&#39;,
  &#39;MCG&#39;,
  &#39;ELD&#39;,
  &#39;MFR&#39;,
  &#39;WLK&#39;,
  &#39;SBY&#39;,
  &#39;CNO&#39;,
  &#39;EDF&#39;,
  &#39;DRO&#39;,
  &#39;MOD&#39;,
  &#39;BET&#39;,
  &#39;IRC&#39;,
  &#39;FVQ&#39;,
  &#39;PIR&#39;,
  &#39;PKB&#39;,
  &#39;WST&#39;,
  &#39;PSP&#39;,
  &#39;SUX&#39;,
  &#39;JBR&#39;,
  &#39;CAE&#39;,
  &#39;MSN&#39;,
  &#39;SAN&#39;,
  &#39;TDZ&#39;,
  &#39;FLG&#39;,
  &#39;WNA&#39;,
  &#39;EWN&#39;,
  &#39;SFZ&#39;,
  &#39;NZY&#39;,
  &#39;VUO&#39;,
  &#39;STC&#39;,
  &#39;PPV&#39;,
  &#39;KPB&#39;,
  &#39;ORF&#39;,
  &#39;RCE&#39;,
  &#39;GDC&#39;,
  &#39;JST&#39;,
  &#39;AKB&#39;,
  &#39;CHO&#39;,
  &#39;DEN&#39;,
  &#39;RDM&#39;,
  &#39;BLD&#39;,
  &#39;LEX&#39;,
  &#39;LEB&#39;,
  &#39;KNW&#39;,
  &#39;BPT&#39;,
  &#39;WRL&#39;,
  &#39;GBD&#39;,
  &#39;CON&#39;,
  &#39;ONH&#39;,
  &#39;CPX&#39;,
  &#39;GYR&#39;,
  &#39;VCT&#39;,
  &#39;RBH&#39;,
  &#39;ENN&#39;,
  &#39;ASE&#39;,
  &#39;UKI&#39;,
  &#39;TNK&#39;,
  &#39;SC1&#39;,
  &#39;HCR&#39;,
  &#39;SAV&#39;,
  &#39;DSM&#39;,
  &#39;GRR&#39;,
  &#39;OJC&#39;,
  &#39;KPN&#39;,
  &#39;GPM&#39;,
  &#39;GLR&#39;,
  &#39;ME2&#39;,
  &#39;CKB&#39;,
  &#39;KLN&#39;,
  &#39;BRW&#39;,
  &#39;ZXB&#39;,
  &#39;OFU&#39;,
  &#39;AKK&#39;,
  &#39;SEG&#39;,
  &#39;LKK&#39;,
  &#39;ATW&#39;,
  &#39;ROA&#39;,
  &#39;KLG&#39;,
  &#39;LCH&#39;,
  &#39;KAE&#39;,
  &#39;GRI&#39;,
  &#39;MVM&#39;,
  &#39;HIK&#39;,
  &#39;PWK&#39;,
  &#39;MTJ&#39;,
  &#39;AKI&#39;,
  &#39;ROG&#39;,
  &#39;LVD&#39;,
  &#39;DRT&#39;,
  &#39;JQF&#39;,
  &#39;LBB&#39;,
  &#39;SEE&#39;,
  &#39;AA8&#39;,
  &#39;BED&#39;,
  &#39;SSW&#39;,
  &#39;WVL&#39;,
  &#39;SCC&#39;,
  &#39;MHM&#39;,
  &#39;A52&#39;,
  &#39;OGA&#39;,
  &#39;TRM&#39;,
  &#39;LNS&#39;,
  &#39;EGV&#39;,
  &#39;CEZ&#39;,
  &#39;AHN&#39;,
  &#39;SAF&#39;,
  &#39;A02&#39;,
  &#39;CZF&#39;,
  &#39;GRK&#39;,
  &#39;PKA&#39;,
  &#39;CEF&#39;,
  &#39;UST&#39;,
  &#39;ZXN&#39;,
  &#39;ABR&#39;,
  &#39;HOM&#39;,
  &#39;SGR&#39;,
  &#39;UDG&#39;,
  &#39;RDG&#39;,
  &#39;PGD&#39;,
  &#39;VZY&#39;,
  &#39;BKW&#39;,
  &#39;KZB&#39;,
  &#39;MNT&#39;,
  &#39;DDC&#39;,
  &#39;SVW&#39;,
  &#39;GAM&#39;,
  &#39;WTL&#39;,
  &#39;1G4&#39;,
  &#39;PNE&#39;,
  &#39;PAQ&#39;,
  &#39;FAY&#39;,
  &#39;HVC&#39;,
  &#39;VZR&#39;,
  &#39;APF&#39;,
  &#39;HKY&#39;,
  &#39;JZT&#39;,
  &#39;KLS&#39;,
  &#39;JLA&#39;,
  &#39;TYS&#39;,
  &#39;APC&#39;,
  &#39;ABE&#39;,
  &#39;ALS&#39;,
  &#39;NYL&#39;,
  &#39;ONP&#39;,
  &#39;OLU&#39;,
  &#39;TUS&#39;,
  &#39;WAA&#39;,
  &#39;CWA&#39;,
  &#39;C01&#39;,
  &#39;SKK&#39;,
  &#39;MAZ&#39;,
  &#39;DAL&#39;,
  &#39;BDR&#39;,
  &#39;GFL&#39;,
  &#39;DXR&#39;,
  &#39;BIH&#39;,
  &#39;OLE&#39;,
  &#39;AK5&#39;,
  &#39;EAA&#39;,
  &#39;MCC&#39;,
  &#39;OPF&#39;,
  &#39;MYK&#39;,
  &#39;FOD&#39;,
  &#39;AZO&#39;,
  &#39;SYR&#39;,
  &#39;MFE&#39;,
  &#39;MQJ&#39;,
  &#39;WQZ&#39;,
  &#39;DMA&#39;,
  &#39;STP&#39;,
  &#39;IMT&#39;,
  &#39;MJX&#39;,
  &#39;GBH&#39;,
  &#39;EEK&#39;,
  &#39;PTH&#39;,
  &#39;VZM&#39;,
  &#39;TVL&#39;,
  &#39;MSS&#39;,
  &#39;KPY&#39;,
  &#39;SSI&#39;,
  &#39;ME1&#39;,
  &#39;FAT&#39;,
  &#39;MQT&#39;,
  &#39;EYW&#39;,
  &#39;VT1&#39;,
  &#39;SDM&#39;,
  &#39;ELI&#39;,
  &#39;AUO&#39;,
  &#39;MWA&#39;,
  &#39;HHH&#39;,
  &#39;VA6&#39;,
  &#39;GKN&#39;,
  &#39;CIG&#39;,
  &#39;ACT&#39;,
  &#39;FVZ&#39;,
  &#39;MA2&#39;,
  &#39;CNY&#39;,
  &#39;OMA&#39;,
  &#39;SVC&#39;,
  &#39;BDL&#39;,
  &#39;HII&#39;,
  &#39;UXI&#39;,
  &#39;TX1&#39;,
  &#39;IAD&#39;,
  &#39;BIL&#39;,
  &#39;DHN&#39;,
  &#39;BTV&#39;,
  &#39;GNV&#39;,
  &#39;PUB&#39;,
  &#39;HOU&#39;,
  &#39;IGG&#39;,
  &#39;LMA&#39;,
  &#39;GEK&#39;,
  &#39;WUQ&#39;,
  &#39;ACK&#39;,
  &#39;CDL&#39;,
  &#39;RAC&#39;,
  &#39;SDY&#39;,
  &#39;JFK&#39;,
  &#39;CBE&#39;,
  &#39;EDA&#39;,
  &#39;VPS&#39;,
  &#39;ART&#39;,
  &#39;DCA&#39;,
  &#39;RLU&#39;,
  &#39;HYG&#39;,
  &#39;BIS&#39;,
  &#39;SAC&#39;,
  &#39;UGS&#39;,
  &#39;NIN&#39;,
  &#39;ALO&#39;,
  &#39;LKE&#39;,
  &#39;EWB&#39;,
  &#39;VZA&#39;,
  &#39;QQY&#39;,
  &#39;FMH&#39;,
  &#39;PWA&#39;,
  &#39;STG&#39;,
  &#39;EHM&#39;,
  &#39;TLA&#39;,
  &#39;SEA&#39;,
  &#39;MQI&#39;,
  &#39;GLH&#39;,
  &#39;MCK&#39;,
  &#39;MHT&#39;,
  &#39;PGS&#39;,
  &#39;HSH&#39;,
  &#39;MDT&#39;,
  &#39;LWM&#39;,
  &#39;AXN&#39;,
  &#39;WA6&#39;,
  &#39;TWA&#39;,
  &#39;HVR&#39;,
  &#39;HKB&#39;,
  &#39;MCW&#39;,
  &#39;AK7&#39;,
  &#39;ESC&#39;,
  &#39;ABL&#39;,
  &#39;EFD&#39;,
  &#39;SDF&#39;,
  &#39;GUP&#39;,
  &#39;JHW&#39;,
  &#39;LPR&#39;,
  &#39;CVG&#39;,
  &#39;MCI&#39;,
  &#39;EDE&#39;,
  &#39;MNZ&#39;,
  &#39;LAM&#39;,
  &#39;WRI&#39;,
  &#39;WSJ&#39;,
  &#39;GTF&#39;,
  &#39;SPN&#39;,
  &#39;CKD&#39;,
  &#39;EKA&#39;,
  &#39;ALB&#39;,
  &#39;HOP&#39;,
  &#39;WQU&#39;,
  &#39;ICT&#39;,
  &#39;GSH&#39;,
  &#39;KEH&#39;,
  &#39;DQH&#39;,
  &#39;CHD&#39;,
  &#39;MKK&#39;,
  &#39;HDN&#39;,
  &#39;KMO&#39;,
  &#39;LVK&#39;,
  &#39;DTW&#39;,
  &#39;GSP&#39;,
  &#39;A50&#39;,
  &#39;CT1&#39;,
  &#39;MSL&#39;,
  &#39;HLM&#39;,
  &#39;ESN&#39;,
  &#39;VGT&#39;,
  &#39;DAB&#39;,
  &#39;NHZ&#39;,
  &#39;IRK&#39;,
  &#39;SCK&#39;,
  &#39;MSO&#39;,
  &#39;EUG&#39;,
  &#39;IAN&#39;,
  &#39;ME4&#39;,
  &#39;HNH&#39;,
  &#39;OWD&#39;,
  &#39;PGV&#39;,
  &#39;DPA&#39;,
  &#39;A83&#39;,
  &#39;DMN&#39;,
  &#39;CGA&#39;,
  &#39;VLD&#39;,
  &#39;BWI&#39;,
  &#39;A40&#39;,
  &#39;RCA&#39;,
  &#39;VIK&#39;,
  &#39;GCC&#39;,
  &#39;MVW&#39;,
  &#39;KSM&#39;,
  &#39;IN2&#39;,
  &#39;APA&#39;,
  &#39;BLM&#39;,
  &#39;AVW&#39;,
  &#39;PBK&#39;,
  &#39;HRL&#39;,
  &#39;AIN&#39;,
  &#39;OSU&#39;,
  &#39;AUG&#39;,
  &#39;OWB&#39;,
  &#39;GCK&#39;,
  &#39;OOK&#39;,
  &#39;ILN&#39;,
  &#39;MXY&#39;,
  &#39;AEX&#39;,
  &#39;LGD&#39;,
  &#39;LYH&#39;,
  &#39;CLT&#39;,
  &#39;STT&#39;,
  &#39;STX&#39;,
  &#39;AID&#39;,
  &#39;GON&#39;,
  &#39;WRB&#39;,
  &#39;FAR&#39;,
  &#39;KOT&#39;,
  &#39;PML&#39;,
  &#39;ORV&#39;,
  &#39;MTN&#39;,
  &#39;SLE&#39;,
  &#39;ME3&#39;,
  &#39;JRF&#39;,
  &#39;RBN&#39;,
  &#39;EAR&#39;,
  &#39;MDW&#39;,
  &#39;LGA&#39;,
  &#39;ILI&#39;,
  &#39;FMN&#39;,
  &#39;TOG&#39;,
  &#39;ORI&#39;,
  &#39;BKC&#39;,
  &#39;II3&#39;,
  &#39;BDY&#39;,
  &#39;SJT&#39;,
  &#39;HTS&#39;,
  &#39;KY1&#39;,
  &#39;RBD&#39;,
  &#39;BFD&#39;,
  &#39;PHN&#39;,
  &#39;HPB&#39;,
  &#39;SLK&#39;,
  &#39;ECP&#39;,
  &#39;HGR&#39;,
  &#39;ROP&#39;,
  &#39;BKL&#39;,
  &#39;WWD&#39;,
  &#39;CWI&#39;,
  &#39;AET&#39;,
  &#39;KQA&#39;,
  &#39;MZJ&#39;,
  &#39;KOZ&#39;,
  &#39;NJ1&#39;,
  &#39;PVU&#39;,
  &#39;RSW&#39;,
  &#39;SGY&#39;,
  &#39;LBF&#39;,
  &#39;SBM&#39;,
  &#39;DCK&#39;,
  &#39;ABI&#39;,
  &#39;FRY&#39;,
  &#39;SCM&#39;,
  &#39;PTU&#39;,
  &#39;05A&#39;,
  &#39;KUK&#39;,
  &#39;ALN&#39;,
  &#39;XSD&#39;,
  &#39;NQX&#39;,
  &#39;KPR&#39;,
  &#39;DVL&#39;,
  &#39;CTZ&#39;,
  &#39;NIP&#39;,
  &#39;HKS&#39;,
  &#39;LIH&#39;,
  &#39;BTP&#39;,
  &#39;IKO&#39;,
  &#39;RAP&#39;,
  &#39;GED&#39;,
  &#39;DUJ&#39;,
  &#39;ELM&#39;,
  &#39;EMK&#39;,
  &#39;ENV&#39;,
  &#39;LOZ&#39;,
  &#39;FID&#39;,
  &#39;NLG&#39;,
  &#39;FDY&#39;,
  &#39;JZM&#39;,
  &#39;HCB&#39;,
  &#39;ACY&#39;,
  &#39;WSB&#39;,
  &#39;IKV&#39;,
  &#39;RIV&#39;,
  &#39;MMH&#39;,
  &#39;SVH&#39;,
  &#39;GBR&#39;,
  &#39;FOK&#39;,
  &#39;HYA&#39;,
  &#39;SXP&#39;,
  &#39;A03&#39;,
  &#39;DE2&#39;,
  &#39;CGF&#39;,
  &#39;WBB&#39;,
  &#39;NNK&#39;,
  &#39;RDD&#39;,
  &#39;MDH&#39;,
  &#39;FKL&#39;,
  &#39;CVO&#39;,
  &#39;XXP&#39;,
  &#39;VNY&#39;,
  &#39;ADK&#39;,
  &#39;EXI&#39;,
  &#39;MI2&#39;,
  &#39;EEN&#39;,
  &#39;PIH&#39;,
  &#39;FLT&#39;,
  &#39;TUL&#39;,
  &#39;VDZ&#39;,
  &#39;MIE&#39;,
  &#39;EKO&#39;,
  &#39;KBC&#39;,
  &#39;JRV&#39;,
  &#39;VZE&#39;,
  &#39;SBN&#39;,
  &#39;BRD&#39;,
  &#39;CBA&#39;,
  &#39;GST&#39;,
  &#39;ADS&#39;,
  &#39;CIK&#39;,
  &#39;TIQ&#39;,
  &#39;ELP&#39;,
  &#39;VGC&#39;,
  &#39;L41&#39;,
  &#39;MKE&#39;,
  &#39;BGM&#39;,
  &#39;DQK&#39;,
  &#39;COU&#39;,
  &#39;PTA&#39;,
  &#39;TCL&#39;,
  &#39;MCE&#39;,
  &#39;KTN&#39;,
  &#39;KTS&#39;,
  &#39;MCF&#39;,
  &#39;HOB&#39;,
  &#39;SFO&#39;,
  &#39;SZL&#39;,
  &#39;MBL&#39;,
  &#39;SMK&#39;,
  &#39;RDV&#39;,
  &#39;CRP&#39;,
  &#39;CKV&#39;,
  &#39;TRI&#39;,
  &#39;GAI&#39;,
  &#39;GJT&#39;,
  &#39;BFL&#39;,
  &#39;MEO&#39;,
  &#39;DQS&#39;,
  &#39;SPI&#39;,
  &#39;FNL&#39;,
  &#39;MSP&#39;,
  &#39;FQW&#39;,
  &#39;BBD&#39;,
  &#39;PRB&#39;,
  &#39;KLL&#39;,
  &#39;MYU&#39;,
  &#39;BYA&#39;,
  &#39;MIA&#39;,
  &#39;JAX&#39;,
  &#39;CVN&#39;,
  &#39;TLH&#39;,
  &#39;CMX&#39;,
  &#39;MCO&#39;,
  &#39;MYR&#39;,
  &#39;BUR&#39;,
  &#39;MFD&#39;,
  &#39;KFP&#39;,
  &#39;NUP&#39;,
  &#39;MRN&#39;,
  &#39;ATY&#39;,
  &#39;TTD&#39;,
  &#39;PWT&#39;,
  &#39;A04&#39;,
  &#39;HNS&#39;,
  &#39;DLH&#39;,
  &#39;SXQ&#39;,
  &#39;BWG&#39;,
  &#39;BJC&#39;,
  &#39;RHI&#39;,
  &#39;CMH&#39;,
  &#39;LBL&#39;,
  &#39;AVP&#39;,
  &#39;YIP&#39;,
  &#39;OKC&#39;,
  &#39;RQZ&#39;,
  &#39;FBS&#39;,
  &#39;SWD&#39;,
  &#39;LAL&#39;,
  &#39;SSC&#39;,
  &#39;ANI&#39;,
  &#39;BUF&#39;,
  &#39;PA6&#39;,
  &#39;CHP&#39;,
  &#39;TSG&#39;,
  &#39;BQK&#39;,
  &#39;MOU&#39;,
  &#39;SVS&#39;,
  &#39;NTU&#39;,
  &#39;OAK&#39;,
  &#39;LCK&#39;,
  &#39;ZNC&#39;,
  &#39;O85&#39;,
  &#39;PTV&#39;,
  &#39;BRO&#39;,
  &#39;GYY&#39;,
  &#39;ILG&#39;,
  &#39;XWA&#39;,
  &#39;DQL&#39;,
  &#39;SNA&#39;,
  &#39;TKF&#39;,
  &#39;RSJ&#39;,
  &#39;DGB&#39;,
  &#39;MHK&#39;,
  &#39;OPH&#39;,
  &#39;HIO&#39;,
  &#39;RIL&#39;,
  &#39;DNL&#39;,
  &#39;RQN&#39;,
  &#39;FOE&#39;,
  &#39;JZU&#39;,
  &#39;WFB&#39;,
  &#39;NEW&#39;,
  &#39;SUN&#39;,
  &#39;UGI&#39;,
  &#39;LWB&#39;,
  &#39;GRB&#39;,
  &#39;GFK&#39;,
  &#39;MLI&#39;,
  &#39;LSF&#39;,
  &#39;AGS&#39;,
  &#39;BLI&#39;,
  &#39;RBW&#39;,
  &#39;GCN&#39;,
  &#39;KPC&#39;,
  &#39;HUF&#39;,
  &#39;ABQ&#39;,
  &#39;TKJ&#39;,
  &#39;HMN&#39;,
  &#39;BFM&#39;,
  &#39;MHR&#39;,
  &#39;KWN&#39;,
  &#39;MTH&#39;,
  &#39;PQI&#39;,
  &#39;LWS&#39;,
  &#39;SYA&#39;,
  &#39;PBG&#39;,
  &#39;AMA&#39;,
  &#39;UBF&#39;,
  &#39;FVX&#39;,
  &#39;A27&#39;,
  &#39;CRW&#39;,
  &#39;BOS&#39;,
  &#39;CLU&#39;,
  &#39;AUZ&#39;,
  &#39;TN1&#39;,
  &#39;SIG&#39;,
  &#39;ESD&#39;,
  &#39;ILM&#39;,
  &#39;KEK&#39;,
  &#39;GGE&#39;,
  &#39;PSC&#39;,
  &#39;WMO&#39;,
  &#39;RNO&#39;,
  &#39;DLS&#39;,
  &#39;SHD&#39;,
  &#39;GGW&#39;,
  &#39;VEE&#39;,
  &#39;XWH&#39;,
  &#39;LAX&#39;,
  &#39;SAT&#39;,
  &#39;PSK&#39;,
  &#39;KWF&#39;,
  &#39;CLM&#39;,
  &#39;BFT&#39;,
  &#39;PVD&#39;,
  &#39;BIF&#39;,
  &#39;SLQ&#39;,
  &#39;PHF&#39;,
  &#39;ISN&#39;,
  &#39;ANV&#39;,
  &#39;MUE&#39;,
  &#39;PSF&#39;,
  &#39;TPA&#39;,
  &#39;XNA&#39;,
  &#39;LPS&#39;,
  &#39;FTY&#39;,
  &#39;FTW&#39;,
  &#39;BCT&#39;,
  &#39;COD&#39;,
  &#39;PA9&#39;,
  &#39;UIN&#39;,
  &#39;MOB&#39;,
  &#39;ISP&#39;,
  &#39;GEG&#39;,
  &#39;TIK&#39;,
  &#39;SQA&#39;,
  &#39;APN&#39;,
  &#39;SGU&#39;,
  &#39;KVC&#39;,
  &#39;TAL&#39;,
  &#39;AZ3&#39;,
  &#39;GVT&#39;,
  &#39;RMP&#39;,
  &#39;BWD&#39;,
  &#39;LNI&#39;,
  &#39;HRO&#39;,
  &#39;CEM&#39;,
  &#39;TN9&#39;,
  &#39;JMS&#39;,
  &#39;VIS&#39;,
  &#39;NAD&#39;,
  &#39;VQS&#39;,
  &#39;RSH&#39;,
  &#39;SGF&#39;,
  &#39;WGO&#39;,
  &#39;PGA&#39;,
  &#39;PHL&#39;,
  &#39;SOV&#39;,
  &#39;MQY&#39;,
  &#39;RBY&#39;,
  &#39;MRC&#39;,
  &#39;CNM&#39;,
  &#39;PWM&#39;,
  &#39;BAD&#39;,
  &#39;OAJ&#39;,
  &#39;LNK&#39;,
  &#39;COE&#39;,
  &#39;KOY&#39;,
  &#39;OTZ&#39;,
  &#39;LIT&#39;,
  &#39;CLD&#39;,
  &#39;PUW&#39;,
  &#39;TNT&#39;,
  &#39;HYL&#39;,
  &#39;AKN&#39;,
  &#39;MSC&#39;,
  &#39;KKB&#39;,
  &#39;BTL&#39;,
  &#39;MKL&#39;,
  &#39;DRG&#39;,
  &#39;PQS&#39;,
  &#39;ITO&#39;,
  &#39;DVT&#39;,
  &#39;ELY&#39;,
  &#39;SWO&#39;,
  &#39;JAN&#39;,
  &#39;VWK&#39;,
  &#39;CHU&#39;,
  &#39;KCC&#39;,
  &#39;SMO&#39;,
  &#39;ARB&#39;,
  &#39;LAR&#39;,
  &#39;ZXM&#39;,
  &#39;MGW&#39;,
  &#39;ATK&#39;,
  &#39;TYE&#39;,
  &#39;OXC&#39;,
  &#39;NUI&#39;,
  &#39;CID&#39;,
  &#39;ORT&#39;,
  &#39;UTM&#39;,
  &#39;CLF&#39;,
  &#39;TN4&#39;,
  &#39;AL3&#39;,
  &#39;DET&#39;,
  &#39;LSE&#39;,
  &#39;JZE&#39;,
  &#39;TTN&#39;,
  &#39;DBQ&#39;,
  &#39;LAW&#39;,
  &#39;MKC&#39;,
  &#39;GA6&#39;,
  &#39;FMY&#39;,
  &#39;MVL&#39;,
  &#39;WA1&#39;,
  &#39;MT2&#39;,
  &#39;JLN&#39;,
  &#39;PBI&#39;,
  &#39;ONT&#39;,
  &#39;CXF&#39;,
  &#39;PDT&#39;,
  &#39;MLU&#39;,
  &#39;RFD&#39;,
  &#39;SKJ&#39;,
  &#39;ITH&#39;,
  &#39;OGD&#39;,
  &#39;MTP&#39;,
  &#39;UXR&#39;,
  &#39;DIO&#39;,
  &#39;PRC&#39;,
  &#39;EVV&#39;,
  &#39;ISS&#39;,
  &#39;MNN&#39;,
  &#39;TKA&#39;,
  &#39;VRB&#39;,
  &#39;ADQ&#39;,
  &#39;IN1&#39;,
  &#39;QMA&#39;,
  &#39;MSY&#39;,
  &#39;A3K&#39;,
  &#39;CIU&#39;,
  &#39;UOX&#39;,
  &#39;MVN&#39;,
  &#39;KYU&#39;,
  &#39;AOH&#39;,
  &#39;FSI&#39;,
  &#39;SHH&#39;,
  &#39;SNP&#39;,
  &#39;AMW&#39;,
  &#39;SNS&#39;,
  &#39;SDP&#39;,
  &#39;CPR&#39;,
  &#39;SYB&#39;,
  &#39;IAH&#39;,
  &#39;ATL&#39;,
  &#39;GUM&#39;,
  &#39;CKX&#39;,
  &#39;MRY&#39;,
  &#39;CPS&#39;,
  &#39;FTG&#39;,
  &#39;TDF&#39;,
  &#39;KTB&#39;,
  &#39;KOA&#39;,
  &#39;NIB&#39;,
  &#39;MEI&#39;,
  &#39;SHG&#39;,
  &#39;HPN&#39;,
  &#39;NUL&#39;,
  &#39;IDA&#39;,
  &#39;BHM&#39;,
  &#39;SPS&#39;,
  &#39;NQA&#39;,
  &#39;A43&#39;,
  &#39;BYW&#39;,
  &#39;MMI&#39;,
  &#39;ASH&#39;,
  &#39;HVN&#39;,
  &#39;LAS&#39;,
  &#39;LFI&#39;,
  &#39;SOP&#39;,
  &#39;BTM&#39;,
  &#39;LBE&#39;,
  &#39;WYS&#39;,
  &#39;INT&#39;,
  &#39;KGK&#39;,
  &#39;FWL&#39;,
  &#39;UXK&#39;,
  &#39;YAK&#39;,
  &#39;SIT&#39;,
  &#39;LAF&#39;,
  &#39;LUP&#39;,
  &#39;SHX&#39;,
  &#39;LUK&#39;,
  &#39;PCT&#39;,
  &#39;RQI&#39;,
  &#39;AVL&#39;,
  &#39;KKA&#39;,
  &#39;KGX&#39;,
  &#39;LUR&#39;,
  &#39;YNG&#39;,
  &#39;ZXH&#39;,
  &#39;AK6&#39;,
  &#39;NPT&#39;,
  &#39;KMY&#39;,
  &#39;LFT&#39;,
  &#39;IPT&#39;,
  &#39;WSN&#39;,
  &#39;RIC&#39;,
  &#39;POB&#39;,
  &#39;N1C&#39;,
  &#39;A20&#39;,
  &#39;KXA&#39;,
  &#39;IWD&#39;,
  &#39;AOS&#39;,
  &#39;A35&#39;,
  &#39;WA7&#39;,
  &#39;SRV&#39;,
  &#39;SQV&#39;,
  &#39;CDR&#39;,
  &#39;MTO&#39;,
  &#39;HYS&#39;,
  &#39;KLW&#39;,
  &#39;VAK&#39;,
  &#39;CHI&#39;,
  &#39;TLF&#39;,
  &#39;QSO&#39;,
  &#39;BVU&#39;,
  &#39;CLP&#39;,
  &#39;ADW&#39;,
  &#39;MRI&#39;,
  &#39;WMK&#39;,
  &#39;CSM&#39;,
  &#39;FAI&#39;,
  &#39;FWA&#39;,
  &#39;SMX&#39;,
  &#39;FSM&#39;,
  &#39;FRD&#39;,
  &#39;PBX&#39;,
  &#39;INL&#39;,
  &#39;LAN&#39;,
  &#39;TPL&#39;,
  &#39;SJU&#39;,
  &#39;KCQ&#39;,
  &#39;JAC&#39;,
  &#39;GAL&#39;,
  &#39;KKH&#39;,
  &#39;LRD&#39;,
  &#39;ACV&#39;,
  &#39;JZY&#39;,
  &#39;BMG&#39;,
  &#39;AGC&#39;,
  &#39;TNC&#39;,
  &#39;ATT&#39;,
  &#39;IFP&#39;,
  &#39;WCR&#39;,
  &#39;SKF&#39;,
  &#39;RKS&#39;,
  &#39;ALZ&#39;,
  &#39;DCU&#39;,
  &#39;NKI&#39;,
  &#39;BMC&#39;,
  &#39;EGX&#39;,
  &#39;NUW&#39;,
  &#39;PEC&#39;,
  &#39;NKX&#39;,
  &#39;BQN&#39;,
  &#39;IPL&#39;,
  &#39;JWY&#39;,
  &#39;HTO&#39;,
  &#39;KVL&#39;,
  &#39;UAM&#39;,
  &#39;IAG&#39;,
  &#39;BID&#39;,
  &#39;PSG&#39;,
  &#39;TKE&#39;,
  &#39;TWF&#39;,
  &#39;UGB&#39;,
  &#39;ZXU&#39;,
  &#39;CDV&#39;,
  &#39;BVY&#39;,
  &#39;BFI&#39;,
  &#39;BZN&#39;,
  &#39;SBD&#39;,
  &#39;OSH&#39;,
  &#39;WWA&#39;,
  &#39;VOK&#39;,
  &#39;OGG&#39;,
  &#39;KNB&#39;,
  &#39;MIB&#39;,
  &#39;FNT&#39;,
  &#39;TN5&#39;,
  &#39;GUC&#39;,
  &#39;SWF&#39;,
  &#39;RIW&#39;,
  &#39;WHD&#39;,
  &#39;DTO&#39;,
  &#39;KEB&#39;,
  &#39;HUT&#39;,
  &#39;TOL&#39;,
  &#39;ANB&#39;,
  &#39;EWR&#39;,
  &#39;RME&#39;,
  &#39;BRL&#39;,
  &#39;EAT&#39;,
  &#39;CHZ&#39;,
  &#39;GTY&#39;,
  &#39;OBU&#39;,
  &#39;FYV&#39;,
  &#39;HLN&#39;,
  &#39;MYF&#39;,
  &#39;CHA&#39;,
  &#39;SFB&#39;,
  &#39;HNL&#39;,
  &#39;NZC&#39;,
  &#39;KAL&#39;,
  &#39;JZI&#39;,
  &#39;CDB&#39;,
  &#39;CYF&#39;,
  &#39;WTK&#39;,
  &#39;PSM&#39;,
  &#39;KCL&#39;,
  &#39;PA7&#39;,
  &#39;GVL&#39;,
  &#39;PDX&#39;,
  &#39;SVA&#39;,
  &#39;MOT&#39;,
  &#39;WSX&#39;,
  &#39;CEC&#39;,
  &#39;SCF&#39;,
  &#39;CYS&#39;,
  &#39;LCI&#39;,
  &#39;HOT&#39;,
  &#39;LA2&#39;,
  &#39;KWP&#39;,
  &#39;IYK&#39;,
  &#39;MAF&#39;,
  &#39;FBK&#39;,
  &#39;ROW&#39;,
  &#39;RSN&#39;,
  &#39;DFW&#39;,
  ...},
 {&#39;LSV&#39;},
 {&#39;FFO&#39;},
 {&#39;NGF&#39;},
 {&#39;NPA&#39;},
 {&#39;NUQ&#39;},
 {&#39;UXP&#39;},
 {&#39;GSB&#39;},
 {&#39;VWX&#39;},
 {&#39;PAM&#39;},
 {&#39;GRF&#39;},
 {&#39;FPR&#39;},
 {&#39;HAO&#39;},
 {&#39;NJK&#39;},
 {&#39;DJN&#39;},
 {&#39;SUM&#39;},
 {&#39;NBG&#39;},
 {&#39;OFF&#39;},
 {&#39;AWM&#39;},
 {&#39;ISM&#39;},
 {&#39;KY3&#39;},
 {&#39;MMT&#39;},
 {&#39;QMN&#39;},
 {&#39;CDW&#39;},
 {&#39;MA1&#39;},
 {&#39;HIE&#39;},
 {&#39;B19&#39;},
 {&#39;F70&#39;},
 {&#39;DQY&#39;}]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[45]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;YEAR&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2015</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">pass_air_data</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;TSP&#39;</span><span class="p">)]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[45]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0</th>
      <th>YEAR</th>
      <th>ORIGIN</th>
      <th>DEST</th>
      <th>UNIQUE_CARRIER_NAME</th>
      <th>PASSENGERS</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>450245</th>
      <td>450245</td>
      <td>2015</td>
      <td>ONT</td>
      <td>TSP</td>
      <td>{'Federal Express Corporation'}</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[46]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_2015_strong</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">strongly_connected_component_subgraphs</span><span class="p">(</span><span class="n">pass_2015</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="nb">len</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[47]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[47]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>1190</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[48]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">average_shortest_path_length</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[48]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>3.174661992635574</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h4 id="Exercise!-(Actually-this-is-a-game-:D)">Exercise! (Actually this is a game :D)<a class="anchor-link" href="#Exercise!-(Actually-this-is-a-game-:D)">&#182;</a></h4><p>How can we decrease the avg shortest path length of this network?</p>
<p>Think of an effective way to add new edges to decrease the avg shortest path length.
Let's see if we can come up with a nice way to do this, and the one who gets the highest decrease wins!!!</p>
<p>The rules are simple:</p>
<ul>
<li>You can't add more than 2% of the current edges( ~500 edges)</li>
</ul>
<p>[10 mins]</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[49]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sort_degree</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">top_count</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">n</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">sort_degree</span><span class="p">:</span>
    <span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">node</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">sort_degree</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">node</span> <span class="o">!=</span> <span class="n">n</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">node</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pass_2015_strong</span><span class="o">.</span><span class="n">adj</span><span class="p">[</span><span class="n">n</span><span class="p">]:</span>
                <span class="n">pass_2015_strong</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">node</span><span class="p">)</span>
                <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
                <span class="k">if</span> <span class="n">count</span> <span class="o">==</span> <span class="mi">25</span><span class="p">:</span>
                    <span class="k">break</span>
    <span class="n">top_count</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">if</span> <span class="n">top_count</span> <span class="o">==</span> <span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nx</span><span class="o">.</span><span class="n">average_shortest_path_length</span><span class="p">(</span><span class="n">pass_2015_strong</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[50]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>3.088704581916871</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="What-about-airlines?-Can-we-find-airline-specific-reachability?">What about airlines? Can we find airline specific reachability?<a class="anchor-link" href="#What-about-airlines?-Can-we-find-airline-specific-reachability?">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[51]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">][</span><span class="mi">25</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>{&#39;YEAR&#39;: 2015,
 &#39;PASSENGERS&#39;: 1179941.0,
 &#39;UNIQUE_CARRIER_NAME&#39;: &#34;{&#39;Delta Air Lines Inc.&#39;, &#39;Virgin America&#39;, &#39;American Airlines Inc.&#39;, &#39;Sun Country Airlines d/b/a MN Airlines&#39;, &#39;JetBlue Airways&#39;, &#39;Vision Airlines&#39;, &#39;United Air Lines Inc.&#39;}&#34;}</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[52]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">str_to_list</span><span class="p">(</span><span class="n">a</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">a</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;, &#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[53]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">str_to_list</span><span class="p">(</span><span class="n">passenger_graph</span><span class="p">[</span><span class="s1">&#39;JFK&#39;</span><span class="p">][</span><span class="s1">&#39;SFO&#39;</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;UNIQUE_CARRIER_NAME&#39;</span><span class="p">]):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>&#39;Delta Air Lines Inc.&#39;
&#39;Virgin America&#39;
&#39;American Airlines Inc.&#39;
&#39;Sun Country Airlines d/b/a MN Airlines&#39;
&#39;JetBlue Airways&#39;
&#39;Vision Airlines&#39;
&#39;United Air Lines Inc.&#39;
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[54]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="k">time</span>
for origin, dest in passenger_graph.edges():
    for key in passenger_graph[origin][dest]:
        passenger_graph[origin][dest][key][&#39;airlines&#39;] = str_to_list(passenger_graph[origin][dest][key][&#39;UNIQUE_CARRIER_NAME&#39;])
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>CPU times: user 33.1 s, sys: 290 ms, total: 33.3 s
Wall time: 35.3 s
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h3><p>Play around with United Airlines network.</p>
<ul>
<li>Extract a network for United Airlines flights from the metagraph <code>passenger_graph</code> for the year 2015</li>
<li>Make sure it's a weighted network, where weight is the number of passengers.</li>
<li>Find the number of airports and connections in this network</li>
<li>Find the most important airport, according to PageRank and degree centrality.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[55]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">united_network</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">DiGraph</span><span class="p">()</span>
<span class="k">for</span> <span class="n">origin</span><span class="p">,</span> <span class="n">dest</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="o">.</span><span class="n">edges</span><span class="p">():</span>
    <span class="k">if</span> <span class="mi">25</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">]:</span>
        <span class="k">if</span> <span class="s2">&quot;&#39;United Air Lines Inc.&#39;&quot;</span> <span class="ow">in</span> <span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;airlines&#39;</span><span class="p">]:</span>
            <span class="n">united_network</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">origin</span><span class="p">,</span> <span class="n">dest</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="n">passenger_graph</span><span class="p">[</span><span class="n">origin</span><span class="p">][</span><span class="n">dest</span><span class="p">][</span><span class="mi">25</span><span class="p">][</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">])</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[56]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">united_network</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[56]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>134</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">united_network</span><span class="o">.</span><span class="n">edges</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[57]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>1097</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">pagerank</span><span class="p">(</span><span class="n">united_network</span><span class="p">,</span> <span class="n">weight</span><span class="o">=</span><span class="s1">&#39;weight&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[58]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ORD&#39;, 0.09229686412847604),
 (&#39;DEN&#39;, 0.06951536832747153),
 (&#39;LAX&#39;, 0.05547087049076451),
 (&#39;SFO&#39;, 0.04520212084776551),
 (&#39;IAH&#39;, 0.04398280474534501),
 (&#39;EWR&#39;, 0.03754166218607773),
 (&#39;ATL&#39;, 0.034778751100523315),
 (&#39;DFW&#39;, 0.03419728511206331),
 (&#39;PHX&#39;, 0.025365344038763896),
 (&#39;MSP&#39;, 0.022269133819322266)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[59]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sorted</span><span class="p">(</span><span class="n">nx</span><span class="o">.</span><span class="n">degree_centrality</span><span class="p">(</span><span class="n">united_network</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[59]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>[(&#39;ORD&#39;, 1.1729323308270676),
 (&#39;DEN&#39;, 0.9172932330827067),
 (&#39;IAH&#39;, 0.8195488721804511),
 (&#39;EWR&#39;, 0.744360902255639),
 (&#39;SFO&#39;, 0.5789473684210527),
 (&#39;LAX&#39;, 0.5338345864661653),
 (&#39;IAD&#39;, 0.5112781954887218),
 (&#39;CLE&#39;, 0.39849624060150374),
 (&#39;STL&#39;, 0.3609022556390977),
 (&#39;PHL&#39;, 0.3308270676691729)]</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">&#182;</a></h3><p>We are in New York so what should we do?</p>
<p>Obviously we will make a time series of number of passengers flying out of EWR/JFK/LGA with United Airlines over the years.</p>
<p>There are 2 ways of doing it.</p>
<ul>
<li>Create a new multidigraph specifically for this exercise.</li>
</ul>
<p>OR</p>
<ul>
<li>exploit the <code>pass_air_data</code> dataframe.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[60]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">ORIGIN</span> <span class="o">==</span> <span class="s1">&#39;EWR&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
              <span class="p">(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">UNIQUE_CARRIER_NAME</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;United Air Lines Inc.&#39;</span><span class="p">))</span>
             <span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">)[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12eec9da0&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">ORIGIN</span> <span class="o">==</span> <span class="s1">&#39;JFK&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
              <span class="p">(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">UNIQUE_CARRIER_NAME</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;United Air Lines Inc.&#39;</span><span class="p">))</span>
             <span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">)[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x10faf4978&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pass_air_data</span><span class="p">[(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">ORIGIN</span> <span class="o">==</span> <span class="s1">&#39;LGA&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
              <span class="p">(</span><span class="n">pass_air_data</span><span class="o">.</span><span class="n">UNIQUE_CARRIER_NAME</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;United Air Lines Inc.&#39;</span><span class="p">))</span>
             <span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;YEAR&#39;</span><span class="p">)[</span><span class="s1">&#39;PASSENGERS&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

<div class="prompt output_prompt">Out[62]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12ef21a90&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

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

 
</html>