index.html

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

<title>project_scripts</title>

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


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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </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 */
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<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; }
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<h1 id="Importing-The-Data"><strong>Importing The Data</strong><a class="anchor-link" href="#Importing-The-Data">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Google collaboratory deletes files in the notebook runtime, so these are </span>
<span class="sd">  the steps to follow whenever opening the notebook:</span>
<span class="sd">  </span>
<span class="sd">  1 - Download &#39;weather.csv&#39;, &#39;BOG-MED_2018-2019.xlsx&#39;, and </span>
<span class="sd">      &#39;MED-BOG_2018-2019.xlsx&#39; from the Google Drive</span>
<span class="sd">  2 - Create folder in runtime called &#39;data&#39;</span>
<span class="sd">  3 - Place downloaded files in folder &#39;data&#39;</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="c1"># converting XLSX to a pandas DataFrame</span>
<span class="n">data_bog_med</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s1">&#39;data/BOG-MED_2018-2019.xlsx&#39;</span><span class="p">)</span>
<span class="n">data_med_bog</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s1">&#39;data/MED-BOG_2018-2019.xlsx&#39;</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data_bog_med</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data_med_bog</span><span class="p">)</span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_columns&#39;</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>AbruptAccelerations</th>
      <th>AbruptBrakings</th>
      <th>ArrivalPointId</th>
      <th>ArrivalPointName</th>
      <th>AverageSpeed</th>
      <th>CustomerId</th>
      <th>DeparturePointId</th>
      <th>DeparturePointName</th>
      <th>DriverId</th>
      <th>EstimatedArrivalTimeSpan</th>
      <th>ExecutingStatusId</th>
      <th>ExecutingStatusName</th>
      <th>ExternalCode</th>
      <th>FleetId</th>
      <th>IgnitionTime</th>
      <th>MovingTime</th>
      <th>OperatingStatusId</th>
      <th>OperatingStatusName</th>
      <th>ProgrammedArrivalTime</th>
      <th>ProgrammedDepartureTime</th>
      <th>RealArrivalTime</th>
      <th>RealDepartureTime</th>
      <th>Speedings</th>
      <th>TemplateId</th>
      <th>Timestamp</th>
      <th>TraveledDistance</th>
      <th>TripComment</th>
      <th>TripId</th>
      <th>TripRouteId</th>
      <th>TripRouteName</th>
      <th>TripRouteTemplateName</th>
      <th>VehicleId</th>
      <th>TripTypeId</th>
      <th>AuxiliaryVehicle</th>
      <th>CompanyId</th>
      <th>TemplateGroupId</th>
      <th>TemplateGroupName</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1.0</td>
      <td>0.0</td>
      <td>1224</td>
      <td>Medellin</td>
      <td>52.17</td>
      <td>12</td>
      <td>1199</td>
      <td>Bogota</td>
      <td>3620.0</td>
      <td>106.0</td>
      <td>3</td>
      <td>Anticipado</td>
      <td>3976157</td>
      <td>160.0</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>8</td>
      <td>Cumplido</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-02 01:44:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>2018-01-05 04:01:48.369</td>
      <td>472676.0</td>
      <td>NaN</td>
      <td>275738</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3752.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>1224</td>
      <td>Medellin</td>
      <td>40.25</td>
      <td>12</td>
      <td>1199</td>
      <td>Bogota</td>
      <td>3378.0</td>
      <td>-218.0</td>
      <td>4</td>
      <td>Atrasado</td>
      <td>3944883</td>
      <td>160.0</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>8</td>
      <td>Cumplido</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 15:18:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>2018-01-06 00:02:49.519</td>
      <td>505184.0</td>
      <td>NaN</td>
      <td>271248</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3573.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>1224</td>
      <td>Medellin</td>
      <td>42.98</td>
      <td>12</td>
      <td>1199</td>
      <td>Bogota</td>
      <td>5184.0</td>
      <td>-153.0</td>
      <td>4</td>
      <td>Atrasado</td>
      <td>3941720</td>
      <td>155.0</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>8</td>
      <td>Cumplido</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 16:33:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>2018-01-06 00:02:49.717</td>
      <td>495517.0</td>
      <td>NaN</td>
      <td>271249</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3650.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.0</td>
      <td>1.0</td>
      <td>1224</td>
      <td>Medellin</td>
      <td>44.63</td>
      <td>12</td>
      <td>1199</td>
      <td>Bogota</td>
      <td>3616.0</td>
      <td>-134.0</td>
      <td>4</td>
      <td>Atrasado</td>
      <td>3936069</td>
      <td>44.0</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>8</td>
      <td>Cumplido</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 17:54:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>5.0</td>
      <td>NaN</td>
      <td>2018-01-06 00:02:49.942</td>
      <td>467722.0</td>
      <td>NaN</td>
      <td>271250</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>4079.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>1224</td>
      <td>Medellin</td>
      <td>44.41</td>
      <td>12</td>
      <td>1199</td>
      <td>Bogota</td>
      <td>3636.0</td>
      <td>-96.0</td>
      <td>4</td>
      <td>Atrasado</td>
      <td>3941713</td>
      <td>155.0</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>8</td>
      <td>Cumplido</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 18:06:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>0.0</td>
      <td>NaN</td>
      <td>2018-01-06 00:02:50.028</td>
      <td>458692.0</td>
      <td>NaN</td>
      <td>271251</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3590.0</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h1 id="Mapping-Columns"><strong>Mapping Columns</strong><a class="anchor-link" href="#Mapping-Columns">&#182;</a></h1>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Rename columns for organizational purposes / Pythonic naming conventions</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="n">name_map</span> <span class="o">=</span> <span class="p">{</span>
    <span class="c1"># 1 - IDs to identify the trip</span>
    <span class="s1">&#39;CompanyId&#39;</span><span class="p">:</span> <span class="s1">&#39;id_company&#39;</span><span class="p">,</span>
    <span class="s1">&#39;DriverId&#39;</span><span class="p">:</span> <span class="s1">&#39;id_driver&#39;</span><span class="p">,</span>
    <span class="s1">&#39;VehicleId&#39;</span><span class="p">:</span> <span class="s1">&#39;id_vehicle&#39;</span><span class="p">,</span>

    <span class="c1"># 2 - Infraction information</span>
    <span class="s1">&#39;AbruptAccelerations&#39;</span><span class="p">:</span> <span class="s1">&#39;infraction_abrupt_accelerations&#39;</span><span class="p">,</span>
    <span class="s1">&#39;AbruptBrakings&#39;</span><span class="p">:</span> <span class="s1">&#39;infraction_abrupt_brakings&#39;</span><span class="p">,</span>
    <span class="s1">&#39;Speedings&#39;</span><span class="p">:</span> <span class="s1">&#39;infraction_speedings&#39;</span><span class="p">,</span>

    <span class="c1"># 3 - Data about the trip</span>
    <span class="s1">&#39;AverageSpeed&#39;</span><span class="p">:</span> <span class="s1">&#39;data_average_speed&#39;</span><span class="p">,</span>
    <span class="s1">&#39;IgnitionTime&#39;</span><span class="p">:</span> <span class="s1">&#39;data_ignition_time&#39;</span><span class="p">,</span>
    <span class="s1">&#39;MovingTime&#39;</span><span class="p">:</span> <span class="s1">&#39;data_moving_time&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TraveledDistance&#39;</span><span class="p">:</span> <span class="s1">&#39;data_total_distance&#39;</span><span class="p">,</span>

    <span class="c1"># 4 - Departure information</span>
    <span class="s1">&#39;DeparturePointName&#39;</span><span class="p">:</span> <span class="s1">&#39;departure_location&#39;</span><span class="p">,</span>
    <span class="s1">&#39;ProgrammedDepartureTime&#39;</span><span class="p">:</span> <span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">,</span>
    <span class="s1">&#39;RealDepartureTime&#39;</span><span class="p">:</span> <span class="s1">&#39;departure_time_actual&#39;</span><span class="p">,</span>

    <span class="c1"># 5 - Arrival information</span>
    <span class="s1">&#39;ArrivalPointName&#39;</span><span class="p">:</span> <span class="s1">&#39;arrival_location&#39;</span><span class="p">,</span>
    <span class="s1">&#39;ProgrammedArrivalTime&#39;</span><span class="p">:</span> <span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">,</span>
    <span class="s1">&#39;RealArrivalTime&#39;</span><span class="p">:</span> <span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">name_map</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">name_map</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<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>id_company</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>NaN</td>
      <td>3620.0</td>
      <td>3752.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>52.17</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>472676.0</td>
      <td>Bogota</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>Medellin</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-02 01:44:00</td>
    </tr>
    <tr>
      <th>1</th>
      <td>NaN</td>
      <td>3378.0</td>
      <td>3573.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>40.25</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>505184.0</td>
      <td>Bogota</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>Medellin</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 15:18:00</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NaN</td>
      <td>5184.0</td>
      <td>3650.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.98</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>495517.0</td>
      <td>Bogota</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>Medellin</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 16:33:00</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NaN</td>
      <td>3616.0</td>
      <td>4079.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>44.63</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>467722.0</td>
      <td>Bogota</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>Medellin</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 17:54:00</td>
    </tr>
    <tr>
      <th>4</th>
      <td>NaN</td>
      <td>3636.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.41</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>458692.0</td>
      <td>Bogota</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>Medellin</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:06:00</td>
    </tr>
  </tbody>
</table>
</div>
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<h1 id="Cleaning-Missing-Data"><strong>Cleaning Missing Data</strong><a class="anchor-link" href="#Cleaning-Missing-Data">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Company id and route id was included for dates later in the year, but we can </span>
<span class="sd">  manually populate them since there is only one company and two routes.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;id_company&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">9</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;id_route&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;departure_location&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="s1">&#39;2932&#39;</span> <span class="k">if</span> <span class="n">x</span> <span class="o">==</span> <span class="s1">&#39;Medellin&#39;</span> <span class="k">else</span> <span class="s1">&#39;2857&#39;</span><span class="p">)</span>

<span class="c1"># remove rows with missing data</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rows before: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)))</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rows after: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)))</span>

<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<pre>Rows before: 13754
Rows after: 12635
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id_company</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>id_route</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>9</td>
      <td>3620.0</td>
      <td>3752.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>52.17</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>472676.0</td>
      <td>Bogota</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>Medellin</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-02 01:44:00</td>
      <td>2857</td>
    </tr>
    <tr>
      <th>1</th>
      <td>9</td>
      <td>3378.0</td>
      <td>3573.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>40.25</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>505184.0</td>
      <td>Bogota</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>Medellin</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 15:18:00</td>
      <td>2857</td>
    </tr>
    <tr>
      <th>2</th>
      <td>9</td>
      <td>5184.0</td>
      <td>3650.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.98</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>495517.0</td>
      <td>Bogota</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>Medellin</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 16:33:00</td>
      <td>2857</td>
    </tr>
    <tr>
      <th>3</th>
      <td>9</td>
      <td>3616.0</td>
      <td>4079.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>44.63</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>467722.0</td>
      <td>Bogota</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>Medellin</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 17:54:00</td>
      <td>2857</td>
    </tr>
    <tr>
      <th>4</th>
      <td>9</td>
      <td>3636.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.41</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>458692.0</td>
      <td>Bogota</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>Medellin</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:06:00</td>
      <td>2857</td>
    </tr>
  </tbody>
</table>
</div>
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<h1 id="Adding-Weather-Data"><strong>Adding Weather Data</strong><a class="anchor-link" href="#Adding-Weather-Data">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Populating weather at departure and destination (w/ appropriate times).</span>

<span class="sd">  We will use the &#39;departure_time_programmed&#39; and &#39;arrival_time_programmed&#39;</span>
<span class="sd">  to get weather forcasts (because &#39;departure_time_actual&#39; &amp; &#39;arrival_time_actual&#39;)</span>
<span class="sd">  are determined after the fact and our model will have neither available before</span>
<span class="sd">  a trip starts.</span>

<span class="sd">  This is done before partitioning the data because weather data is dependent on</span>
<span class="sd">  location and is not company or route-specific.</span>
<span class="sd">&#39;&#39;&#39;</span>

<span class="c1"># add weather data</span>

<span class="n">weather</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/weather.csv&#39;</span><span class="p">)</span>

<span class="n">name_map</span> <span class="o">=</span> <span class="p">{</span>
  <span class="s1">&#39;STATION&#39;</span><span class="p">:</span> <span class="s1">&#39;station&#39;</span><span class="p">,</span>
  <span class="s1">&#39;NAME&#39;</span><span class="p">:</span> <span class="s1">&#39;name&#39;</span><span class="p">,</span>
  <span class="s1">&#39;LATITUDE&#39;</span><span class="p">:</span> <span class="s1">&#39;latitude&#39;</span><span class="p">,</span>
  <span class="s1">&#39;LONGITUDE&#39;</span><span class="p">:</span> <span class="s1">&#39;longitude&#39;</span><span class="p">,</span>
  <span class="s1">&#39;ELEVATION&#39;</span><span class="p">:</span> <span class="s1">&#39;elevation&#39;</span><span class="p">,</span>
  <span class="s1">&#39;DATE&#39;</span><span class="p">:</span> <span class="s1">&#39;date&#39;</span><span class="p">,</span>
  <span class="s1">&#39;PRCP&#39;</span><span class="p">:</span> <span class="s1">&#39;rainfall&#39;</span><span class="p">,</span>
  <span class="s1">&#39;SNWD&#39;</span><span class="p">:</span> <span class="s1">&#39;snow_depth&#39;</span><span class="p">,</span>
  <span class="s1">&#39;TAVG&#39;</span><span class="p">:</span> <span class="s1">&#39;temp&#39;</span><span class="p">,</span>
  <span class="s1">&#39;TMAX&#39;</span><span class="p">:</span> <span class="s1">&#39;max_temp&#39;</span><span class="p">,</span>
  <span class="s1">&#39;TMIN&#39;</span><span class="p">:</span> <span class="s1">&#39;min_temp&#39;</span>
<span class="p">}</span>
<span class="n">weather</span> <span class="o">=</span> <span class="n">weather</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">name_map</span><span class="p">)</span>
<span class="n">weather</span> <span class="o">=</span> <span class="n">weather</span><span class="o">.</span><span class="n">replace</span><span class="p">({</span><span class="s1">&#39;OLAYA HERRERA, CO&#39;</span><span class="p">:</span> <span class="s1">&#39;Medellin&#39;</span><span class="p">,</span> <span class="s1">&#39;BOGOTA ELDORADO, CO&#39;</span><span class="p">:</span> <span class="s1">&#39;Bogota&#39;</span><span class="p">})</span>

<span class="n">weather</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">weather</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span>

<span class="n">stations</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Medellin&#39;</span><span class="p">,</span> <span class="s1">&#39;Bogota&#39;</span><span class="p">]</span>
<span class="n">weather_subset</span> <span class="o">=</span> <span class="n">weather</span><span class="p">[</span><span class="n">weather</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">stations</span><span class="p">)][[</span><span class="s1">&#39;name&#39;</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="s1">&#39;rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;temp&#39;</span><span class="p">]]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;arrive&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;depart&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span>

<span class="n">res</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;arrive_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;arrive_temp&#39;</span><span class="p">])</span>  
<span class="n">weath</span> <span class="o">=</span> <span class="n">weather_subset</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">data</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
  <span class="n">depart</span> <span class="o">=</span> <span class="n">weath</span><span class="p">[(</span><span class="n">weath</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;departure_location&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">weath</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;depart&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
  <span class="n">arrive</span> <span class="o">=</span> <span class="n">weath</span><span class="p">[(</span><span class="n">weath</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;arrival_location&#39;</span><span class="p">])</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">weath</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;arrive&#39;</span><span class="p">])]</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
  
  <span class="n">curr</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">()</span> 
  <span class="n">curr</span><span class="p">[</span><span class="s1">&#39;arrive_rainfall&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">arrive</span><span class="p">[</span><span class="s1">&#39;rainfall&#39;</span><span class="p">]</span>
  <span class="n">curr</span><span class="p">[</span><span class="s1">&#39;arrive_temp&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">arrive</span><span class="p">[</span><span class="s1">&#39;temp&#39;</span><span class="p">]</span> 
  <span class="n">curr</span><span class="p">[</span><span class="s1">&#39;depart_rainfall&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">depart</span><span class="p">[</span><span class="s1">&#39;rainfall&#39;</span><span class="p">]</span>
  <span class="n">curr</span><span class="p">[</span><span class="s1">&#39;depart_temp&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">depart</span><span class="p">[</span><span class="s1">&#39;temp&#39;</span><span class="p">]</span>

  <span class="n">res</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">curr</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">data</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(),</span> <span class="n">res</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;arrive&#39;</span><span class="p">,</span> <span class="s1">&#39;depart&#39;</span><span class="p">])</span>

<span class="n">data</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_company</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>id_route</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>9</td>
      <td>3620.0</td>
      <td>3752.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>52.17</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>472676.0</td>
      <td>Bogota</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>Medellin</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-02 01:44:00</td>
      <td>2857</td>
      <td>NaN</td>
      <td>56</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>9</td>
      <td>3378.0</td>
      <td>3573.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>40.25</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>505184.0</td>
      <td>Bogota</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>Medellin</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 15:18:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>9</td>
      <td>5184.0</td>
      <td>3650.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.98</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>495517.0</td>
      <td>Bogota</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>Medellin</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 16:33:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>9</td>
      <td>3616.0</td>
      <td>4079.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>44.63</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>467722.0</td>
      <td>Bogota</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>Medellin</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 17:54:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>9</td>
      <td>3636.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.41</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>458692.0</td>
      <td>Bogota</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>Medellin</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:06:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</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>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>12630</th>
      <td>6907</td>
      <td>9</td>
      <td>6694.0</td>
      <td>4931.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>49.20</td>
      <td>31049.0</td>
      <td>28913.0</td>
      <td>419309.0</td>
      <td>Medellin</td>
      <td>2019-12-30 17:45:00</td>
      <td>2019-12-30 18:11:00</td>
      <td>Bogota</td>
      <td>2019-12-31 03:45:00</td>
      <td>2019-12-31 02:51:00</td>
      <td>2932</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>12631</th>
      <td>6908</td>
      <td>9</td>
      <td>3418.0</td>
      <td>4901.0</td>
      <td>2.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>53.70</td>
      <td>33120.0</td>
      <td>29839.0</td>
      <td>470959.0</td>
      <td>Medellin</td>
      <td>2019-12-30 17:46:00</td>
      <td>2019-12-30 18:02:00</td>
      <td>Bogota</td>
      <td>2019-12-31 04:01:00</td>
      <td>2019-12-31 03:14:00</td>
      <td>2932</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>12632</th>
      <td>6909</td>
      <td>9</td>
      <td>14650.0</td>
      <td>3636.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>49.22</td>
      <td>31096.0</td>
      <td>27731.0</td>
      <td>416148.0</td>
      <td>Medellin</td>
      <td>2019-12-30 17:47:00</td>
      <td>2019-12-30 17:57:00</td>
      <td>Bogota</td>
      <td>2019-12-31 04:02:00</td>
      <td>2019-12-31 02:49:00</td>
      <td>2932</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>12633</th>
      <td>6910</td>
      <td>9</td>
      <td>6584.0</td>
      <td>3676.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>54.10</td>
      <td>33360.0</td>
      <td>26698.0</td>
      <td>428667.0</td>
      <td>Medellin</td>
      <td>2019-12-31 01:40:00</td>
      <td>2019-12-31 02:03:00</td>
      <td>Bogota</td>
      <td>2019-12-31 11:40:00</td>
      <td>2019-12-31 11:07:00</td>
      <td>2932</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>12634</th>
      <td>6911</td>
      <td>9</td>
      <td>3580.0</td>
      <td>3623.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>54.43</td>
      <td>32640.0</td>
      <td>26955.0</td>
      <td>431446.0</td>
      <td>Medellin</td>
      <td>2019-12-31 04:00:00</td>
      <td>2019-12-31 04:23:00</td>
      <td>Bogota</td>
      <td>2019-12-31 14:00:00</td>
      <td>2019-12-31 13:31:00</td>
      <td>2932</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
<p>12635 rows × 22 columns</p>
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<h1 id="Partitioning-Data"><strong>Partitioning Data</strong><a class="anchor-link" href="#Partitioning-Data">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd"> Split the data by company ID </span>

<span class="sd"> The idea is to provide insights on a company-level basis.</span>
<span class="sd"> Different companies may be using different vehicle types that move at different base speeds.</span>
<span class="sd"> Conflating these vehicle types will skew the recommendations we can give each company.</span>
<span class="sd">&#39;&#39;&#39;</span>

<span class="n">unique_company_ids</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;id_company&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Companies: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">unique_company_ids</span><span class="o">.</span><span class="n">size</span><span class="p">))</span>

<span class="n">company_dataframes</span> <span class="o">=</span> <span class="p">{</span>
    <span class="n">k</span><span class="p">:</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;id_company&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">k</span><span class="p">]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;id_company&#39;</span><span class="p">])</span>
    <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">unique_company_ids</span>
<span class="p">}</span>

<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="n">company_dataframe</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span>

  <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">Company </span><span class="si">{}</span><span class="s2">&#39;s Dataframe (</span><span class="si">{}</span><span class="s2"> total entries):&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">company_dataframe</span><span class="p">)))</span>
  <span class="n">display</span><span class="p">(</span><span class="n">company_dataframe</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
</pre></div>

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<pre>Total Companies: 1

Company 9&#39;s Dataframe (12635 total entries):
</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>id_route</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>3620.0</td>
      <td>3752.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>52.17</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>472676.0</td>
      <td>Bogota</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>Medellin</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-02 01:44:00</td>
      <td>2857</td>
      <td>NaN</td>
      <td>56</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>3378.0</td>
      <td>3573.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>40.25</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>505184.0</td>
      <td>Bogota</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>Medellin</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 15:18:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>5184.0</td>
      <td>3650.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.98</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>495517.0</td>
      <td>Bogota</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>Medellin</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 16:33:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>3616.0</td>
      <td>4079.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>44.63</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>467722.0</td>
      <td>Bogota</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>Medellin</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 17:54:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>3636.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.41</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>458692.0</td>
      <td>Bogota</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>Medellin</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:06:00</td>
      <td>2857</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Split the data by route ID</span>
<span class="sd">    • The idea is to provide insights on a route-by-route basis.</span>
<span class="sd">    • Different routes may be using different vehicles/carrying different</span>
<span class="sd">    types of merchandise, or may have separate factors that affect travel time.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="n">company_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span>
  <span class="n">unique_route_ids</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;id_route&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

  <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total Unique Routes: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">unique_route_ids</span><span class="o">.</span><span class="n">size</span><span class="p">))</span>

  <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span>
      <span class="n">x</span><span class="p">:</span> <span class="n">company_data</span><span class="p">[</span><span class="n">company_data</span><span class="p">[</span><span class="s1">&#39;id_route&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;id_route&#39;</span><span class="p">])</span>
      <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">unique_route_ids</span>
  <span class="p">}</span>

  <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span>

    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">Company </span><span class="si">{}</span><span class="s2"> On Route </span><span class="si">{}</span><span class="s2"> (</span><span class="si">{}</span><span class="s2"> total entries):&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">id_route</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">route_data</span><span class="p">)))</span>
    <span class="n">display</span><span class="p">(</span><span class="n">route_data</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
</pre></div>

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<pre>Total Unique Routes: 2


Company 9 On Route 2857 (6349 total entries):
</pre>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>3620.0</td>
      <td>3752.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>52.17</td>
      <td>28481.0</td>
      <td>27777.0</td>
      <td>472676.0</td>
      <td>Bogota</td>
      <td>2018-01-01 17:00:00</td>
      <td>2018-01-01 17:28:00</td>
      <td>Medellin</td>
      <td>2018-01-02 03:30:00</td>
      <td>2018-01-02 01:44:00</td>
      <td>NaN</td>
      <td>56</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>3378.0</td>
      <td>3573.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>40.25</td>
      <td>43560.0</td>
      <td>34893.0</td>
      <td>505184.0</td>
      <td>Bogota</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:06:00</td>
      <td>Medellin</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 15:18:00</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>5184.0</td>
      <td>3650.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.98</td>
      <td>42300.0</td>
      <td>32748.0</td>
      <td>495517.0</td>
      <td>Bogota</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:24:00</td>
      <td>Medellin</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 16:33:00</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>3616.0</td>
      <td>4079.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>5.0</td>
      <td>44.63</td>
      <td>41280.0</td>
      <td>33050.0</td>
      <td>467722.0</td>
      <td>Bogota</td>
      <td>2018-01-02 05:40:00</td>
      <td>2018-01-02 06:07:00</td>
      <td>Medellin</td>
      <td>2018-01-02 15:40:00</td>
      <td>2018-01-02 17:54:00</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>3636.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.41</td>
      <td>37380.0</td>
      <td>33224.0</td>
      <td>458692.0</td>
      <td>Bogota</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 06:44:00</td>
      <td>Medellin</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:06:00</td>
      <td>0.02</td>
      <td>54</td>
      <td>NaN</td>
      <td>72</td>
    </tr>
  </tbody>
</table>
</div>
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<pre>

Company 9 On Route 2932 (6286 total entries):
</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6349</th>
      <td>0</td>
      <td>4776.0</td>
      <td>3697.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>48.46</td>
      <td>33660.0</td>
      <td>29922.0</td>
      <td>469358.0</td>
      <td>Medellin</td>
      <td>2018-01-02 01:40:00</td>
      <td>2018-01-02 02:05:00</td>
      <td>Bogota</td>
      <td>2018-01-02 11:40:00</td>
      <td>2018-01-02 12:23:00</td>
      <td>NaN</td>
      <td>75</td>
      <td>0.0</td>
      <td>58</td>
    </tr>
    <tr>
      <th>6350</th>
      <td>1</td>
      <td>3703.0</td>
      <td>3651.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.48</td>
      <td>37560.0</td>
      <td>31777.0</td>
      <td>498262.0</td>
      <td>Medellin</td>
      <td>2018-01-02 04:00:00</td>
      <td>2018-01-02 04:12:00</td>
      <td>Bogota</td>
      <td>2018-01-02 14:00:00</td>
      <td>2018-01-02 14:47:00</td>
      <td>NaN</td>
      <td>75</td>
      <td>0.0</td>
      <td>58</td>
    </tr>
    <tr>
      <th>6351</th>
      <td>2</td>
      <td>3445.0</td>
      <td>3745.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>45.72</td>
      <td>40381.0</td>
      <td>32716.0</td>
      <td>471793.0</td>
      <td>Medellin</td>
      <td>2018-01-02 06:30:00</td>
      <td>2018-01-02 07:06:00</td>
      <td>Bogota</td>
      <td>2018-01-02 16:30:00</td>
      <td>2018-01-02 18:30:00</td>
      <td>NaN</td>
      <td>75</td>
      <td>0.0</td>
      <td>58</td>
    </tr>
    <tr>
      <th>6352</th>
      <td>3</td>
      <td>3793.0</td>
      <td>3750.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>44.81</td>
      <td>36352.0</td>
      <td>31600.0</td>
      <td>488084.0</td>
      <td>Medellin</td>
      <td>2018-01-02 09:45:00</td>
      <td>2018-01-02 10:19:00</td>
      <td>Bogota</td>
      <td>2018-01-02 19:45:00</td>
      <td>2018-01-02 20:41:00</td>
      <td>NaN</td>
      <td>75</td>
      <td>0.0</td>
      <td>58</td>
    </tr>
    <tr>
      <th>6353</th>
      <td>4</td>
      <td>5221.0</td>
      <td>3685.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>48.12</td>
      <td>38162.0</td>
      <td>30690.0</td>
      <td>471535.0</td>
      <td>Medellin</td>
      <td>2018-01-02 15:00:00</td>
      <td>2018-01-02 15:43:00</td>
      <td>Bogota</td>
      <td>2018-01-03 01:00:00</td>
      <td>2018-01-03 02:34:00</td>
      <td>NaN</td>
      <td>75</td>
      <td>0.0</td>
      <td>58</td>
    </tr>
  </tbody>
</table>
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<h1 id="Converting-Timestamps"><strong>Converting Timestamps</strong><a class="anchor-link" href="#Converting-Timestamps">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Convert timestamps to four new columns:</span>
<span class="sd">  • datetime object</span>
<span class="sd">  • time of day (# of seconds since day started)</span>
<span class="sd">  • day of week (Mon = 0, Sun = 6)</span>
<span class="sd">  • month of year (Jan = 1, Dec = 12)</span>

<span class="sd">  This is important because we want to see the best day/time combinations for leaving,</span>
<span class="sd">  but these may change throughout the year.</span>
<span class="sd">&#39;&#39;&#39;</span>

<span class="c1"># Convert timestamps to datetime</span>
<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="n">company_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span>

  <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_data</span><span class="p">[</span><span class="n">id_route</span><span class="p">]</span>

    <span class="n">route_data</span><span class="p">[</span>
      <span class="p">[</span>
       <span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">,</span>
       <span class="s1">&#39;departure_time_actual&#39;</span><span class="p">,</span>
       <span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">,</span>
       <span class="s1">&#39;arrival_time_actual&#39;</span>
      <span class="p">]</span>
    <span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span>
      <span class="p">[</span>
       <span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">,</span>
       <span class="s1">&#39;departure_time_actual&#39;</span><span class="p">,</span>
       <span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">,</span>
       <span class="s1">&#39;arrival_time_actual&#39;</span>
      <span class="p">]</span>
    <span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">,</span> <span class="n">errors</span><span class="o">=</span><span class="s1">&#39;coerce&#39;</span><span class="p">)</span> <span class="c1"># &#39;coerce&#39; causes invalid timestamps to be converted to NaT</span>
    <span class="n">route_data</span> <span class="o">=</span> <span class="n">route_data</span><span class="o">.</span><span class="n">dropna</span><span class="p">()</span>
    <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span>

<span class="c1"># Add the remaining columns using the datetime object</span>
<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="n">company_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span>

  <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_data</span><span class="p">[</span><span class="n">id_route</span><span class="p">]</span>

    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed_timeofday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">hour</span> <span class="o">*</span> <span class="mi">3600</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">minute</span> <span class="o">*</span> <span class="mi">60</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">second</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed_weekday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual_timeofday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">hour</span> <span class="o">*</span> <span class="mi">3600</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">minute</span> <span class="o">*</span> <span class="mi">60</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">second</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual_weekday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed_timeofday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">hour</span> <span class="o">*</span> <span class="mi">3600</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">minute</span> <span class="o">*</span> <span class="mi">60</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">second</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed_weekday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual_timeofday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">hour</span> <span class="o">*</span> <span class="mi">3600</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">minute</span> <span class="o">*</span> <span class="mi">60</span> <span class="o">+</span> <span class="n">dt</span><span class="o">.</span><span class="n">time</span><span class="p">()</span><span class="o">.</span><span class="n">second</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual_weekday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span><span class="p">)</span>
    <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">dt</span><span class="p">:</span> <span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="p">)</span>

    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Company </span><span class="si">{}</span><span class="s2"> Route </span><span class="si">{}</span><span class="s2">:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">id_route</span><span class="p">)))</span>
    <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span>
    <span class="n">display</span><span class="p">(</span><span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
</pre></div>

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<pre>Company 9 Route 2857:
</pre>
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<div class="output_html rendered_html output_subarea ">
<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>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>departure_time_actual_timeofday</th>
      <th>departure_time_actual_weekday</th>
      <th>departure_time_actual_month</th>
      <th>arrival_time_programmed_timeofday</th>
      <th>arrival_time_programmed_weekday</th>
      <th>arrival_time_programmed_month</th>
      <th>arrival_time_actual_timeofday</th>
      <th>arrival_time_actual_weekday</th>
      <th>arrival_time_actual_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>272</th>
      <td>285</td>
      <td>3625.0</td>
      <td>3681.0</td>
      <td>4.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>49.06</td>
      <td>32880.0</td>
      <td>28901.0</td>
      <td>423428.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:00:00</td>
      <td>2018-01-26 15:23:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:47:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>54000</td>
      <td>4</td>
      <td>1</td>
      <td>55380</td>
      <td>4</td>
      <td>1</td>
      <td>3600</td>
      <td>5</td>
      <td>1</td>
      <td>2820</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>273</th>
      <td>286</td>
      <td>3744.0</td>
      <td>3743.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>48.58</td>
      <td>34380.0</td>
      <td>21573.0</td>
      <td>463479.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:01:00</td>
      <td>2018-01-26 15:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:59:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>54060</td>
      <td>4</td>
      <td>1</td>
      <td>55260</td>
      <td>4</td>
      <td>1</td>
      <td>3600</td>
      <td>5</td>
      <td>1</td>
      <td>3540</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>274</th>
      <td>287</td>
      <td>5185.0</td>
      <td>3716.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>52.74</td>
      <td>30600.0</td>
      <td>28400.0</td>
      <td>428004.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:00:00</td>
      <td>2018-01-26 17:17:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:00:00</td>
      <td>2018-01-27 01:56:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>61200</td>
      <td>4</td>
      <td>1</td>
      <td>62220</td>
      <td>4</td>
      <td>1</td>
      <td>10800</td>
      <td>5</td>
      <td>1</td>
      <td>6960</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>275</th>
      <td>288</td>
      <td>3624.0</td>
      <td>3748.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>53.16</td>
      <td>31800.0</td>
      <td>28363.0</td>
      <td>426012.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:01:00</td>
      <td>2018-01-26 17:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:01:00</td>
      <td>2018-01-27 02:24:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>61260</td>
      <td>4</td>
      <td>1</td>
      <td>62460</td>
      <td>4</td>
      <td>1</td>
      <td>10860</td>
      <td>5</td>
      <td>1</td>
      <td>8640</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>276</th>
      <td>289</td>
      <td>5271.0</td>
      <td>3733.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>54.19</td>
      <td>29044.0</td>
      <td>26950.0</td>
      <td>435228.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:45:00</td>
      <td>2018-01-26 18:05:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:45:00</td>
      <td>2018-01-27 02:31:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>63900</td>
      <td>4</td>
      <td>1</td>
      <td>65100</td>
      <td>4</td>
      <td>1</td>
      <td>13500</td>
      <td>5</td>
      <td>1</td>
      <td>9060</td>
      <td>5</td>
      <td>1</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>
      <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>6299</th>
      <td>6787</td>
      <td>6440.0</td>
      <td>3628.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>41.93</td>
      <td>41880.0</td>
      <td>34034.0</td>
      <td>423314.0</td>
      <td>Bogota</td>
      <td>2019-12-26 05:40:00</td>
      <td>2019-12-26 06:03:00</td>
      <td>Medellin</td>
      <td>2019-12-26 15:40:00</td>
      <td>2019-12-26 17:49:00</td>
      <td>0.0</td>
      <td>59</td>
      <td>0.35</td>
      <td>70</td>
      <td>20400</td>
      <td>3</td>
      <td>12</td>
      <td>21780</td>
      <td>3</td>
      <td>12</td>
      <td>56400</td>
      <td>3</td>
      <td>12</td>
      <td>64140</td>
      <td>3</td>
      <td>12</td>
    </tr>
    <tr>
      <th>6300</th>
      <td>6788</td>
      <td>3396.0</td>
      <td>3590.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>43.55</td>
      <td>42900.0</td>
      <td>33776.0</td>
      <td>425555.0</td>
      <td>Bogota</td>
      <td>2019-12-26 06:30:00</td>
      <td>2019-12-26 06:53:00</td>
      <td>Medellin</td>
      <td>2019-12-26 16:30:00</td>
      <td>2019-12-26 19:35:00</td>
      <td>0.0</td>
      <td>59</td>
      <td>0.35</td>
      <td>70</td>
      <td>23400</td>
      <td>3</td>
      <td>12</td>
      <td>24780</td>
      <td>3</td>
      <td>12</td>
      <td>59400</td>
      <td>3</td>
      <td>12</td>
      <td>70500</td>
      <td>3</td>
      <td>12</td>
    </tr>
    <tr>
      <th>6301</th>
      <td>6789</td>
      <td>5571.0</td>
      <td>3620.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>46.10</td>
      <td>40200.0</td>
      <td>32161.0</td>
      <td>429062.0</td>
      <td>Bogota</td>
      <td>2019-12-26 09:45:00</td>
      <td>2019-12-26 10:01:00</td>
      <td>Medellin</td>
      <td>2019-12-26 19:45:00</td>
      <td>2019-12-26 21:17:00</td>
      <td>0.0</td>
      <td>59</td>
      <td>0.35</td>
      <td>70</td>
      <td>35100</td>
      <td>3</td>
      <td>12</td>
      <td>36060</td>
      <td>3</td>
      <td>12</td>
      <td>71100</td>
      <td>3</td>
      <td>12</td>
      <td>76620</td>
      <td>3</td>
      <td>12</td>
    </tr>
    <tr>
      <th>6302</th>
      <td>6790</td>
      <td>3690.0</td>
      <td>4792.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>47.29</td>
      <td>35880.0</td>
      <td>29284.0</td>
      <td>411405.0</td>
      <td>Bogota</td>
      <td>2019-12-26 15:00:00</td>
      <td>2019-12-26 15:56:00</td>
      <td>Medellin</td>
      <td>2019-12-27 01:00:00</td>
      <td>2019-12-27 02:01:00</td>
      <td>0.0</td>
      <td>58</td>
      <td>0.35</td>
      <td>70</td>
      <td>54000</td>
      <td>3</td>
      <td>12</td>
      <td>57360</td>
      <td>3</td>
      <td>12</td>
      <td>3600</td>
      <td>4</td>
      <td>12</td>
      <td>7260</td>
      <td>4</td>
      <td>12</td>
    </tr>
    <tr>
      <th>6303</th>
      <td>6792</td>
      <td>3417.0</td>
      <td>3307.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>46.58</td>
      <td>32220.0</td>
      <td>30370.0</td>
      <td>412169.0</td>
      <td>Bogota</td>
      <td>2019-12-26 17:01:00</td>
      <td>2019-12-26 17:36:00</td>
      <td>Medellin</td>
      <td>2019-12-27 03:01:00</td>
      <td>2019-12-27 02:37:00</td>
      <td>0.0</td>
      <td>58</td>
      <td>0.35</td>
      <td>70</td>
      <td>61260</td>
      <td>3</td>
      <td>12</td>
      <td>63360</td>
      <td>3</td>
      <td>12</td>
      <td>10860</td>
      <td>4</td>
      <td>12</td>
      <td>9420</td>
      <td>4</td>
      <td>12</td>
    </tr>
  </tbody>
</table>
<p>3732 rows × 32 columns</p>
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<pre>


Company 9 Route 2932:
</pre>
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<div class="output_html rendered_html output_subarea ">
<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>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>departure_time_actual_timeofday</th>
      <th>departure_time_actual_weekday</th>
      <th>departure_time_actual_month</th>
      <th>arrival_time_programmed_timeofday</th>
      <th>arrival_time_programmed_weekday</th>
      <th>arrival_time_programmed_month</th>
      <th>arrival_time_actual_timeofday</th>
      <th>arrival_time_actual_weekday</th>
      <th>arrival_time_actual_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6571</th>
      <td>235</td>
      <td>3472.0</td>
      <td>3597.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>50.39</td>
      <td>34020.0</td>
      <td>24210.0</td>
      <td>552891.0</td>
      <td>Medellin</td>
      <td>2018-01-23 05:40:00</td>
      <td>2018-01-23 06:01:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:40:00</td>
      <td>2018-01-23 15:46:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>20400</td>
      <td>1</td>
      <td>1</td>
      <td>21660</td>
      <td>1</td>
      <td>1</td>
      <td>60000</td>
      <td>1</td>
      <td>1</td>
      <td>56760</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6572</th>
      <td>236</td>
      <td>3843.0</td>
      <td>3747.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>49.14</td>
      <td>31980.0</td>
      <td>29505.0</td>
      <td>448275.0</td>
      <td>Medellin</td>
      <td>2018-01-23 06:30:00</td>
      <td>2018-01-23 07:00:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:30:00</td>
      <td>2018-01-23 16:57:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>23400</td>
      <td>1</td>
      <td>1</td>
      <td>25200</td>
      <td>1</td>
      <td>1</td>
      <td>59400</td>
      <td>1</td>
      <td>1</td>
      <td>61020</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6573</th>
      <td>237</td>
      <td>3523.0</td>
      <td>3742.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>51.64</td>
      <td>33840.0</td>
      <td>28815.0</td>
      <td>484459.0</td>
      <td>Medellin</td>
      <td>2018-01-23 09:45:00</td>
      <td>2018-01-23 10:04:00</td>
      <td>Bogota</td>
      <td>2018-01-23 19:45:00</td>
      <td>2018-01-23 19:43:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>35100</td>
      <td>1</td>
      <td>1</td>
      <td>36240</td>
      <td>1</td>
      <td>1</td>
      <td>71100</td>
      <td>1</td>
      <td>1</td>
      <td>70980</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6574</th>
      <td>238</td>
      <td>5533.0</td>
      <td>3679.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>48.84</td>
      <td>34200.0</td>
      <td>30066.0</td>
      <td>452579.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:00:00</td>
      <td>2018-01-23 15:22:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:00:00</td>
      <td>2018-01-24 01:03:00</td>
      <td>0.00</td>
      <td>74</td>
      <td>0.0</td>
      <td>57</td>
      <td>54000</td>
      <td>1</td>
      <td>1</td>
      <td>55320</td>
      <td>1</td>
      <td>1</td>
      <td>3600</td>
      <td>2</td>
      <td>1</td>
      <td>3780</td>
      <td>2</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6575</th>
      <td>239</td>
      <td>3468.0</td>
      <td>4083.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>52.05</td>
      <td>28740.0</td>
      <td>27632.0</td>
      <td>441809.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:01:00</td>
      <td>2018-01-23 15:21:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:01:00</td>
      <td>2018-01-24 00:13:00</td>
      <td>0.00</td>
      <td>74</td>
      <td>0.0</td>
      <td>57</td>
      <td>54060</td>
      <td>1</td>
      <td>1</td>
      <td>55260</td>
      <td>1</td>
      <td>1</td>
      <td>3660</td>
      <td>2</td>
      <td>1</td>
      <td>780</td>
      <td>2</td>
      <td>1</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>
      <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>12538</th>
      <td>6800</td>
      <td>5268.0</td>
      <td>3714.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>43.84</td>
      <td>41460.0</td>
      <td>30216.0</td>
      <td>413316.0</td>
      <td>Medellin</td>
      <td>2019-12-20 15:02:00</td>
      <td>2019-12-20 14:09:00</td>
      <td>Bogota</td>
      <td>2019-12-21 01:17:00</td>
      <td>2019-12-21 01:55:00</td>
      <td>0.35</td>
      <td>74</td>
      <td>0.0</td>
      <td>58</td>
      <td>54120</td>
      <td>4</td>
      <td>12</td>
      <td>50940</td>
      <td>4</td>
      <td>12</td>
      <td>4620</td>
      <td>5</td>
      <td>12</td>
      <td>6900</td>
      <td>5</td>
      <td>12</td>
    </tr>
    <tr>
      <th>12539</th>
      <td>6801</td>
      <td>7062.0</td>
      <td>5190.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>42.44</td>
      <td>36781.0</td>
      <td>31588.0</td>
      <td>391387.0</td>
      <td>Medellin</td>
      <td>2019-12-20 17:00:00</td>
      <td>2019-12-20 17:35:00</td>
      <td>Bogota</td>
      <td>2019-12-21 01:00:00</td>
      <td>2019-12-21 03:57:00</td>
      <td>0.35</td>
      <td>74</td>
      <td>0.0</td>
      <td>58</td>
      <td>61200</td>
      <td>4</td>
      <td>12</td>
      <td>63300</td>
      <td>4</td>
      <td>12</td>
      <td>3600</td>
      <td>5</td>
      <td>12</td>
      <td>14220</td>
      <td>5</td>
      <td>12</td>
    </tr>
    <tr>
      <th>12540</th>
      <td>6802</td>
      <td>3718.0</td>
      <td>3922.0</td>
      <td>2.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>43.11</td>
      <td>39780.0</td>
      <td>31674.0</td>
      <td>415848.0</td>
      <td>Medellin</td>
      <td>2019-12-20 17:01:00</td>
      <td>2019-12-20 15:48:00</td>
      <td>Bogota</td>
      <td>2019-12-21 03:01:00</td>
      <td>2019-12-21 03:24:00</td>
      <td>0.35</td>
      <td>74</td>
      <td>0.0</td>
      <td>58</td>
      <td>61260</td>
      <td>4</td>
      <td>12</td>
      <td>56880</td>
      <td>4</td>
      <td>12</td>
      <td>10860</td>
      <td>5</td>
      <td>12</td>
      <td>12240</td>
      <td>5</td>
      <td>12</td>
    </tr>
    <tr>
      <th>12541</th>
      <td>6803</td>
      <td>14546.0</td>
      <td>3693.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>46.29</td>
      <td>40320.0</td>
      <td>34208.0</td>
      <td>430617.0</td>
      <td>Medellin</td>
      <td>2019-12-20 17:02:00</td>
      <td>2019-12-20 17:33:00</td>
      <td>Bogota</td>
      <td>2019-12-21 03:17:00</td>
      <td>2019-12-21 04:47:00</td>
      <td>0.35</td>
      <td>70</td>
      <td>0.0</td>
      <td>58</td>
      <td>61320</td>
      <td>4</td>
      <td>12</td>
      <td>63180</td>
      <td>4</td>
      <td>12</td>
      <td>11820</td>
      <td>5</td>
      <td>12</td>
      <td>17220</td>
      <td>5</td>
      <td>12</td>
    </tr>
    <tr>
      <th>12542</th>
      <td>6804</td>
      <td>3711.0</td>
      <td>4076.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>46.27</td>
      <td>34033.0</td>
      <td>30443.0</td>
      <td>417437.0</td>
      <td>Medellin</td>
      <td>2019-12-20 17:45:00</td>
      <td>2019-12-20 18:26:00</td>
      <td>Bogota</td>
      <td>2019-12-21 03:45:00</td>
      <td>2019-12-21 03:57:00</td>
      <td>0.35</td>
      <td>70</td>
      <td>0.0</td>
      <td>58</td>
      <td>63900</td>
      <td>4</td>
      <td>12</td>
      <td>66360</td>
      <td>4</td>
      <td>12</td>
      <td>13500</td>
      <td>5</td>
      <td>12</td>
      <td>14220</td>
      <td>5</td>
      <td>12</td>
    </tr>
  </tbody>
</table>
<p>3644 rows × 32 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Add two new columns after data_moving_time</span>
<span class="sd">  • data_total_time_programmed</span>
<span class="sd">  • data_total_time_actual</span>
<span class="sd">&#39;&#39;&#39;</span>

<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="n">company_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">]</span>

  <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_data</span><span class="p">[</span><span class="n">id_route</span><span class="p">]</span>

    <span class="n">route_data</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="s1">&#39;data_total_time_programmed&#39;</span><span class="p">,</span> <span class="p">(</span><span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_programmed&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_programmed&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">td</span><span class="p">:</span> <span class="n">td</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">()))</span>
    <span class="n">route_data</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">11</span><span class="p">,</span> <span class="s1">&#39;data_total_time_actual&#39;</span><span class="p">,</span> <span class="p">(</span><span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;arrival_time_actual&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;departure_time_actual&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">td</span><span class="p">:</span> <span class="n">td</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">()))</span>

    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Company </span><span class="si">{}</span><span class="s2"> Route </span><span class="si">{}</span><span class="s2"> (</span><span class="si">{}</span><span class="s2"> total entries):&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">id_route</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">route_data</span><span class="p">)))</span>
    <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span>
    <span class="n">display</span><span class="p">(</span><span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
</pre></div>

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<pre>Company 9 Route 2857 (3732 total entries):
</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>departure_time_actual_timeofday</th>
      <th>departure_time_actual_weekday</th>
      <th>departure_time_actual_month</th>
      <th>arrival_time_programmed_timeofday</th>
      <th>arrival_time_programmed_weekday</th>
      <th>arrival_time_programmed_month</th>
      <th>arrival_time_actual_timeofday</th>
      <th>arrival_time_actual_weekday</th>
      <th>arrival_time_actual_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>272</th>
      <td>285</td>
      <td>3625.0</td>
      <td>3681.0</td>
      <td>4.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>49.06</td>
      <td>32880.0</td>
      <td>28901.0</td>
      <td>423428.0</td>
      <td>36000.0</td>
      <td>33840.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:00:00</td>
      <td>2018-01-26 15:23:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:47:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>54000</td>
      <td>4</td>
      <td>1</td>
      <td>55380</td>
      <td>4</td>
      <td>1</td>
      <td>3600</td>
      <td>5</td>
      <td>1</td>
      <td>2820</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>273</th>
      <td>286</td>
      <td>3744.0</td>
      <td>3743.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>48.58</td>
      <td>34380.0</td>
      <td>21573.0</td>
      <td>463479.0</td>
      <td>35940.0</td>
      <td>34680.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:01:00</td>
      <td>2018-01-26 15:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:59:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>54060</td>
      <td>4</td>
      <td>1</td>
      <td>55260</td>
      <td>4</td>
      <td>1</td>
      <td>3600</td>
      <td>5</td>
      <td>1</td>
      <td>3540</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>274</th>
      <td>287</td>
      <td>5185.0</td>
      <td>3716.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>52.74</td>
      <td>30600.0</td>
      <td>28400.0</td>
      <td>428004.0</td>
      <td>36000.0</td>
      <td>31140.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:00:00</td>
      <td>2018-01-26 17:17:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:00:00</td>
      <td>2018-01-27 01:56:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>61200</td>
      <td>4</td>
      <td>1</td>
      <td>62220</td>
      <td>4</td>
      <td>1</td>
      <td>10800</td>
      <td>5</td>
      <td>1</td>
      <td>6960</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>275</th>
      <td>288</td>
      <td>3624.0</td>
      <td>3748.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>53.16</td>
      <td>31800.0</td>
      <td>28363.0</td>
      <td>426012.0</td>
      <td>36000.0</td>
      <td>32580.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:01:00</td>
      <td>2018-01-26 17:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:01:00</td>
      <td>2018-01-27 02:24:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>61260</td>
      <td>4</td>
      <td>1</td>
      <td>62460</td>
      <td>4</td>
      <td>1</td>
      <td>10860</td>
      <td>5</td>
      <td>1</td>
      <td>8640</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>276</th>
      <td>289</td>
      <td>5271.0</td>
      <td>3733.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>54.19</td>
      <td>29044.0</td>
      <td>26950.0</td>
      <td>435228.0</td>
      <td>36000.0</td>
      <td>30360.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:45:00</td>
      <td>2018-01-26 18:05:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:45:00</td>
      <td>2018-01-27 02:31:00</td>
      <td>0.0</td>
      <td>55</td>
      <td>0.08</td>
      <td>75</td>
      <td>63900</td>
      <td>4</td>
      <td>1</td>
      <td>65100</td>
      <td>4</td>
      <td>1</td>
      <td>13500</td>
      <td>5</td>
      <td>1</td>
      <td>9060</td>
      <td>5</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
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Company 9 Route 2932 (3644 total entries):
</pre>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>departure_time_actual_timeofday</th>
      <th>departure_time_actual_weekday</th>
      <th>departure_time_actual_month</th>
      <th>arrival_time_programmed_timeofday</th>
      <th>arrival_time_programmed_weekday</th>
      <th>arrival_time_programmed_month</th>
      <th>arrival_time_actual_timeofday</th>
      <th>arrival_time_actual_weekday</th>
      <th>arrival_time_actual_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6571</th>
      <td>235</td>
      <td>3472.0</td>
      <td>3597.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>50.39</td>
      <td>34020.0</td>
      <td>24210.0</td>
      <td>552891.0</td>
      <td>39600.0</td>
      <td>35100.0</td>
      <td>Medellin</td>
      <td>2018-01-23 05:40:00</td>
      <td>2018-01-23 06:01:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:40:00</td>
      <td>2018-01-23 15:46:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>20400</td>
      <td>1</td>
      <td>1</td>
      <td>21660</td>
      <td>1</td>
      <td>1</td>
      <td>60000</td>
      <td>1</td>
      <td>1</td>
      <td>56760</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6572</th>
      <td>236</td>
      <td>3843.0</td>
      <td>3747.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>49.14</td>
      <td>31980.0</td>
      <td>29505.0</td>
      <td>448275.0</td>
      <td>36000.0</td>
      <td>35820.0</td>
      <td>Medellin</td>
      <td>2018-01-23 06:30:00</td>
      <td>2018-01-23 07:00:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:30:00</td>
      <td>2018-01-23 16:57:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>23400</td>
      <td>1</td>
      <td>1</td>
      <td>25200</td>
      <td>1</td>
      <td>1</td>
      <td>59400</td>
      <td>1</td>
      <td>1</td>
      <td>61020</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6573</th>
      <td>237</td>
      <td>3523.0</td>
      <td>3742.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>51.64</td>
      <td>33840.0</td>
      <td>28815.0</td>
      <td>484459.0</td>
      <td>36000.0</td>
      <td>34740.0</td>
      <td>Medellin</td>
      <td>2018-01-23 09:45:00</td>
      <td>2018-01-23 10:04:00</td>
      <td>Bogota</td>
      <td>2018-01-23 19:45:00</td>
      <td>2018-01-23 19:43:00</td>
      <td>0.08</td>
      <td>75</td>
      <td>0.0</td>
      <td>57</td>
      <td>35100</td>
      <td>1</td>
      <td>1</td>
      <td>36240</td>
      <td>1</td>
      <td>1</td>
      <td>71100</td>
      <td>1</td>
      <td>1</td>
      <td>70980</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6574</th>
      <td>238</td>
      <td>5533.0</td>
      <td>3679.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>48.84</td>
      <td>34200.0</td>
      <td>30066.0</td>
      <td>452579.0</td>
      <td>36000.0</td>
      <td>34860.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:00:00</td>
      <td>2018-01-23 15:22:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:00:00</td>
      <td>2018-01-24 01:03:00</td>
      <td>0.00</td>
      <td>74</td>
      <td>0.0</td>
      <td>57</td>
      <td>54000</td>
      <td>1</td>
      <td>1</td>
      <td>55320</td>
      <td>1</td>
      <td>1</td>
      <td>3600</td>
      <td>2</td>
      <td>1</td>
      <td>3780</td>
      <td>2</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6575</th>
      <td>239</td>
      <td>3468.0</td>
      <td>4083.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>52.05</td>
      <td>28740.0</td>
      <td>27632.0</td>
      <td>441809.0</td>
      <td>36000.0</td>
      <td>31920.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:01:00</td>
      <td>2018-01-23 15:21:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:01:00</td>
      <td>2018-01-24 00:13:00</td>
      <td>0.00</td>
      <td>74</td>
      <td>0.0</td>
      <td>57</td>
      <td>54060</td>
      <td>1</td>
      <td>1</td>
      <td>55260</td>
      <td>1</td>
      <td>1</td>
      <td>3660</td>
      <td>2</td>
      <td>1</td>
      <td>780</td>
      <td>2</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>
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<h1 id="Data-Cleaning"><strong>Data Cleaning</strong><a class="anchor-link" href="#Data-Cleaning">&#182;</a></h1>
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<h2 id="Normalizing-Data"><strong>Normalizing Data</strong><a class="anchor-link" href="#Normalizing-Data">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Normalizing the data on a -1 to 1 scale</span>

<span class="sd">  This is important since a lot of our data is on different scales/units.</span>

<span class="sd">  We chose -1 to 1 because we are normalizing the date columns based on their</span>
<span class="sd">  sin and cos values to preserve their cyclical nature, as opposed to keeping them,</span>
<span class="sd">  for example, on a 0 to 23 scale, which makes the data appear as linear.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="kn">import</span> <span class="nn">math</span>

<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
  <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">curr_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span>

    <span class="n">to_normalize</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;data_moving_time&#39;</span><span class="p">,</span> <span class="s1">&#39;data_ignition_time&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;data_total_distance&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;arrive_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;arrive_temp&#39;</span><span class="p">]</span> 
    <span class="k">for</span> <span class="n">feature</span> <span class="ow">in</span> <span class="n">to_normalize</span><span class="p">:</span>
      <span class="n">f_min</span> <span class="o">=</span> <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
      <span class="n">f_max</span> <span class="o">=</span> <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
      <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span> <span class="o">=</span> <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="mi">2</span> <span class="o">*</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">f_min</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">f_max</span> <span class="o">-</span> <span class="n">f_min</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
      
    <span class="n">to_circleify</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;departure_time_programmed_timeofday&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_programmed_weekday&#39;</span><span class="p">,</span> 
                    <span class="s1">&#39;departure_time_programmed_month&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_actual_timeofday&#39;</span><span class="p">,</span> 
                    <span class="s1">&#39;departure_time_actual_weekday&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_actual_month&#39;</span><span class="p">,</span> 
                    <span class="s1">&#39;arrival_time_programmed_timeofday&#39;</span><span class="p">,</span> <span class="s1">&#39;arrival_time_programmed_weekday&#39;</span><span class="p">,</span> 
                    <span class="s1">&#39;arrival_time_programmed_month&#39;</span><span class="p">,</span> <span class="s1">&#39;arrival_time_actual_timeofday&#39;</span><span class="p">,</span> 
                    <span class="s1">&#39;arrival_time_actual_weekday&#39;</span><span class="p">,</span> <span class="s1">&#39;arrival_time_actual_month&#39;</span><span class="p">]</span>

    <span class="k">for</span> <span class="n">feature</span> <span class="ow">in</span> <span class="n">to_circleify</span><span class="p">:</span>
      <span class="n">name_sin</span> <span class="o">=</span> <span class="n">feature</span> <span class="o">+</span> <span class="s1">&#39;_sin&#39;</span>
      <span class="n">name_cos</span> <span class="o">=</span> <span class="n">feature</span> <span class="o">+</span> <span class="s1">&#39;_cos&#39;</span>
      <span class="n">curr_data</span><span class="p">[</span><span class="n">name_sin</span><span class="p">]</span> <span class="o">=</span> <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">math</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
      <span class="n">curr_data</span><span class="p">[</span><span class="n">name_cos</span><span class="p">]</span> <span class="o">=</span> <span class="n">curr_data</span><span class="p">[</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">math</span><span class="o">.</span><span class="n">cos</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>

    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Company </span><span class="si">{}</span><span class="s2"> Route </span><span class="si">{}</span><span class="s2"> (</span><span class="si">{}</span><span class="s2"> total entries):&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">id_route</span><span class="p">),</span> <span class="nb">len</span><span class="p">(</span><span class="n">curr_data</span><span class="p">)))</span>
    <span class="n">display</span><span class="p">(</span><span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>Company 9 Route 2857 (3732 total entries):
</pre>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        vertical-align: top;
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    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>...</th>
      <th>arrival_time_actual_month</th>
      <th>departure_time_programmed_timeofday_sin</th>
      <th>departure_time_programmed_timeofday_cos</th>
      <th>departure_time_programmed_weekday_sin</th>
      <th>departure_time_programmed_weekday_cos</th>
      <th>departure_time_programmed_month_sin</th>
      <th>departure_time_programmed_month_cos</th>
      <th>departure_time_actual_timeofday_sin</th>
      <th>departure_time_actual_timeofday_cos</th>
      <th>departure_time_actual_weekday_sin</th>
      <th>departure_time_actual_weekday_cos</th>
      <th>departure_time_actual_month_sin</th>
      <th>departure_time_actual_month_cos</th>
      <th>arrival_time_programmed_timeofday_sin</th>
      <th>arrival_time_programmed_timeofday_cos</th>
      <th>arrival_time_programmed_weekday_sin</th>
      <th>arrival_time_programmed_weekday_cos</th>
      <th>arrival_time_programmed_month_sin</th>
      <th>arrival_time_programmed_month_cos</th>
      <th>arrival_time_actual_timeofday_sin</th>
      <th>arrival_time_actual_timeofday_cos</th>
      <th>arrival_time_actual_weekday_sin</th>
      <th>arrival_time_actual_weekday_cos</th>
      <th>arrival_time_actual_month_sin</th>
      <th>arrival_time_actual_month_cos</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>272</th>
      <td>285</td>
      <td>3625.0</td>
      <td>3681.0</td>
      <td>4.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>49.06</td>
      <td>-0.169067</td>
      <td>0.027664</td>
      <td>-0.128539</td>
      <td>36000.0</td>
      <td>33840.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:00:00</td>
      <td>2018-01-26 15:23:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:47:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>54000</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.742049</td>
      <td>-0.670345</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.004703</td>
      <td>0.999989</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.912847</td>
      <td>0.408302</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>273</th>
      <td>286</td>
      <td>3744.0</td>
      <td>3743.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>48.58</td>
      <td>-0.131160</td>
      <td>-0.232905</td>
      <td>-0.045998</td>
      <td>35940.0</td>
      <td>34680.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:01:00</td>
      <td>2018-01-26 15:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:59:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>54060</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.502409</td>
      <td>0.864630</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.576776</td>
      <td>0.816902</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.543768</td>
      <td>-0.839235</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>274</th>
      <td>287</td>
      <td>5185.0</td>
      <td>3716.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>52.74</td>
      <td>-0.226687</td>
      <td>0.009850</td>
      <td>-0.119109</td>
      <td>36000.0</td>
      <td>31140.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:00:00</td>
      <td>2018-01-26 17:17:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:00:00</td>
      <td>2018-01-27 01:56:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>61200</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.979201</td>
      <td>-0.202893</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.687104</td>
      <td>-0.726559</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.714244</td>
      <td>0.699897</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.980359</td>
      <td>-0.197223</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>275</th>
      <td>288</td>
      <td>3624.0</td>
      <td>3748.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>53.16</td>
      <td>-0.196361</td>
      <td>0.008534</td>
      <td>-0.123214</td>
      <td>36000.0</td>
      <td>32580.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:01:00</td>
      <td>2018-01-26 17:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:01:00</td>
      <td>2018-01-27 02:24:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>61260</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.870760</td>
      <td>0.491709</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.910767</td>
      <td>0.412920</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.466919</td>
      <td>-0.884300</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.581200</td>
      <td>0.813761</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>276</th>
      <td>289</td>
      <td>5271.0</td>
      <td>3733.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>54.19</td>
      <td>-0.266010</td>
      <td>-0.041710</td>
      <td>-0.104221</td>
      <td>36000.0</td>
      <td>30360.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:45:00</td>
      <td>2018-01-26 18:05:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:45:00</td>
      <td>2018-01-27 02:31:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>63900</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.005426</td>
      <td>0.999985</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.082873</td>
      <td>0.996560</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.544982</td>
      <td>-0.838448</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.345914</td>
      <td>0.938266</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 58 columns</p>
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Company 9 Route 2932 (3644 total entries):
</pre>
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<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>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>...</th>
      <th>arrival_time_actual_month</th>
      <th>departure_time_programmed_timeofday_sin</th>
      <th>departure_time_programmed_timeofday_cos</th>
      <th>departure_time_programmed_weekday_sin</th>
      <th>departure_time_programmed_weekday_cos</th>
      <th>departure_time_programmed_month_sin</th>
      <th>departure_time_programmed_month_cos</th>
      <th>departure_time_actual_timeofday_sin</th>
      <th>departure_time_actual_timeofday_cos</th>
      <th>departure_time_actual_weekday_sin</th>
      <th>departure_time_actual_weekday_cos</th>
      <th>departure_time_actual_month_sin</th>
      <th>departure_time_actual_month_cos</th>
      <th>arrival_time_programmed_timeofday_sin</th>
      <th>arrival_time_programmed_timeofday_cos</th>
      <th>arrival_time_programmed_weekday_sin</th>
      <th>arrival_time_programmed_weekday_cos</th>
      <th>arrival_time_programmed_month_sin</th>
      <th>arrival_time_programmed_month_cos</th>
      <th>arrival_time_actual_timeofday_sin</th>
      <th>arrival_time_actual_timeofday_cos</th>
      <th>arrival_time_actual_weekday_sin</th>
      <th>arrival_time_actual_weekday_cos</th>
      <th>arrival_time_actual_month_sin</th>
      <th>arrival_time_actual_month_cos</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6571</th>
      <td>235</td>
      <td>3472.0</td>
      <td>3597.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>50.39</td>
      <td>-0.151198</td>
      <td>-0.109108</td>
      <td>-0.059996</td>
      <td>39600.0</td>
      <td>35100.0</td>
      <td>Medellin</td>
      <td>2018-01-23 05:40:00</td>
      <td>2018-01-23 06:01:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:40:00</td>
      <td>2018-01-23 15:46:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>20400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.997682</td>
      <td>0.068051</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.958401</td>
      <td>-0.285425</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.957467</td>
      <td>-0.288544</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748321</td>
      <td>-0.663337</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6572</th>
      <td>236</td>
      <td>3843.0</td>
      <td>3747.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>49.14</td>
      <td>-0.202096</td>
      <td>0.085741</td>
      <td>-0.238016</td>
      <td>36000.0</td>
      <td>35820.0</td>
      <td>Medellin</td>
      <td>2018-01-23 06:30:00</td>
      <td>2018-01-23 07:00:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:30:00</td>
      <td>2018-01-23 16:57:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>23400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.988337</td>
      <td>0.152285</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.959529</td>
      <td>-0.281609</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.943783</td>
      <td>0.330565</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748561</td>
      <td>-0.663066</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6573</th>
      <td>237</td>
      <td>3523.0</td>
      <td>3742.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>51.64</td>
      <td>-0.155689</td>
      <td>0.060350</td>
      <td>-0.176443</td>
      <td>36000.0</td>
      <td>34740.0</td>
      <td>Medellin</td>
      <td>2018-01-23 09:45:00</td>
      <td>2018-01-23 10:04:00</td>
      <td>Bogota</td>
      <td>2018-01-23 19:45:00</td>
      <td>2018-01-23 19:43:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>35100</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.849332</td>
      <td>-0.527859</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.987553</td>
      <td>0.157289</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.501158</td>
      <td>0.865356</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.910468</td>
      <td>0.413579</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6574</th>
      <td>238</td>
      <td>5533.0</td>
      <td>3679.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>48.84</td>
      <td>-0.146707</td>
      <td>0.106385</td>
      <td>-0.230692</td>
      <td>36000.0</td>
      <td>34860.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:00:00</td>
      <td>2018-01-23 15:22:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:00:00</td>
      <td>2018-01-24 01:03:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54000</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.742049</td>
      <td>-0.670345</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.300329</td>
      <td>-0.953836</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.616302</td>
      <td>-0.787510</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6575</th>
      <td>239</td>
      <td>3468.0</td>
      <td>4083.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>52.05</td>
      <td>-0.282934</td>
      <td>0.016817</td>
      <td>-0.249018</td>
      <td>36000.0</td>
      <td>31920.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:01:00</td>
      <td>2018-01-23 15:21:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:01:00</td>
      <td>2018-01-24 00:13:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54060</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.502409</td>
      <td>0.864630</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.576776</td>
      <td>0.816902</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.044544</td>
      <td>-0.999007</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.773929</td>
      <td>0.633273</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 58 columns</p>
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<h2 id="Standardizing-Data"><strong>Standardizing Data</strong><a class="anchor-link" href="#Standardizing-Data">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Standardizing Average Speed (mean = 0, std = 1)</span>

<span class="sd">  We observe that &#39;data_average_speed&#39; for both routes are</span>
<span class="sd">  normally distributed but with different means and stds.</span>

<span class="sd">  Thus, we calculate the number of standard deviations</span>
<span class="sd">  above/below the mean that the driver consistently drives at.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
        <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span>

        <span class="n">avg_speed</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;data_average_speed&#39;</span><span class="p">]</span>
        <span class="n">avg_speed_mean</span> <span class="o">=</span> <span class="n">avg_speed</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
        <span class="n">avg_speed_std</span> <span class="o">=</span> <span class="n">avg_speed</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>

        <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;data_average_speed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;data_average_speed&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">avg_speed_mean</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">avg_speed_std</span><span class="p">))</span>

<span class="n">curr_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>...</th>
      <th>arrival_time_actual_month</th>
      <th>departure_time_programmed_timeofday_sin</th>
      <th>departure_time_programmed_timeofday_cos</th>
      <th>departure_time_programmed_weekday_sin</th>
      <th>departure_time_programmed_weekday_cos</th>
      <th>departure_time_programmed_month_sin</th>
      <th>departure_time_programmed_month_cos</th>
      <th>departure_time_actual_timeofday_sin</th>
      <th>departure_time_actual_timeofday_cos</th>
      <th>departure_time_actual_weekday_sin</th>
      <th>departure_time_actual_weekday_cos</th>
      <th>departure_time_actual_month_sin</th>
      <th>departure_time_actual_month_cos</th>
      <th>arrival_time_programmed_timeofday_sin</th>
      <th>arrival_time_programmed_timeofday_cos</th>
      <th>arrival_time_programmed_weekday_sin</th>
      <th>arrival_time_programmed_weekday_cos</th>
      <th>arrival_time_programmed_month_sin</th>
      <th>arrival_time_programmed_month_cos</th>
      <th>arrival_time_actual_timeofday_sin</th>
      <th>arrival_time_actual_timeofday_cos</th>
      <th>arrival_time_actual_weekday_sin</th>
      <th>arrival_time_actual_weekday_cos</th>
      <th>arrival_time_actual_month_sin</th>
      <th>arrival_time_actual_month_cos</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6571</th>
      <td>235</td>
      <td>3472.0</td>
      <td>3597.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.310016</td>
      <td>-0.151198</td>
      <td>-0.109108</td>
      <td>-0.059996</td>
      <td>39600.0</td>
      <td>35100.0</td>
      <td>Medellin</td>
      <td>2018-01-23 05:40:00</td>
      <td>2018-01-23 06:01:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:40:00</td>
      <td>2018-01-23 15:46:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>20400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.997682</td>
      <td>0.068051</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.958401</td>
      <td>-0.285425</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.957467</td>
      <td>-0.288544</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748321</td>
      <td>-0.663337</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6572</th>
      <td>236</td>
      <td>3843.0</td>
      <td>3747.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.055501</td>
      <td>-0.202096</td>
      <td>0.085741</td>
      <td>-0.238016</td>
      <td>36000.0</td>
      <td>35820.0</td>
      <td>Medellin</td>
      <td>2018-01-23 06:30:00</td>
      <td>2018-01-23 07:00:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:30:00</td>
      <td>2018-01-23 16:57:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>23400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.988337</td>
      <td>0.152285</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.959529</td>
      <td>-0.281609</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.943783</td>
      <td>0.330565</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748561</td>
      <td>-0.663066</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6573</th>
      <td>237</td>
      <td>3523.0</td>
      <td>3742.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.564531</td>
      <td>-0.155689</td>
      <td>0.060350</td>
      <td>-0.176443</td>
      <td>36000.0</td>
      <td>34740.0</td>
      <td>Medellin</td>
      <td>2018-01-23 09:45:00</td>
      <td>2018-01-23 10:04:00</td>
      <td>Bogota</td>
      <td>2018-01-23 19:45:00</td>
      <td>2018-01-23 19:43:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>35100</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.849332</td>
      <td>-0.527859</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.987553</td>
      <td>0.157289</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.501158</td>
      <td>0.865356</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.910468</td>
      <td>0.413579</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6574</th>
      <td>238</td>
      <td>5533.0</td>
      <td>3679.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>-0.005582</td>
      <td>-0.146707</td>
      <td>0.106385</td>
      <td>-0.230692</td>
      <td>36000.0</td>
      <td>34860.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:00:00</td>
      <td>2018-01-23 15:22:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:00:00</td>
      <td>2018-01-24 01:03:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54000</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>0.742049</td>
      <td>-0.670345</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.300329</td>
      <td>-0.953836</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.616302</td>
      <td>-0.787510</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
    <tr>
      <th>6575</th>
      <td>239</td>
      <td>3468.0</td>
      <td>4083.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>0.648011</td>
      <td>-0.282934</td>
      <td>0.016817</td>
      <td>-0.249018</td>
      <td>36000.0</td>
      <td>31920.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:01:00</td>
      <td>2018-01-23 15:21:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:01:00</td>
      <td>2018-01-24 00:13:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54060</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>1</td>
      <td>-0.502409</td>
      <td>0.864630</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.576776</td>
      <td>0.816902</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.044544</td>
      <td>-0.999007</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.773929</td>
      <td>0.633273</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 58 columns</p>
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<h1 id="Augmenting-with-Driver-Average-Speed"><strong>Augmenting with Driver Average Speed</strong><a class="anchor-link" href="#Augmenting-with-Driver-Average-Speed">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Augmenting the dataset by using driver&#39;s past driving speed to estimate</span>
<span class="sd">  their future driving speed.</span>
<span class="sd">  </span>
<span class="sd">  Note: honestly, this isn&#39;t the best practice but we&#39;re pretty limited on</span>
<span class="sd">  features so I wasn&#39;t sure what to use. Some drivers don&#39;t drive either</span>
<span class="sd">  route more than a few times so we&#39;re probably gonna overfit on this. :/</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="k">for</span> <span class="n">id_company</span> <span class="ow">in</span> <span class="n">company_dataframes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">id_route</span> <span class="ow">in</span> <span class="n">company_data</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
      <span class="n">route_data</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span>
      <span class="n">unique_driver_ids</span> <span class="o">=</span> <span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;id_driver&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

      <span class="k">for</span> <span class="n">id_driver</span> <span class="ow">in</span> <span class="n">unique_driver_ids</span><span class="p">:</span>
          <span class="n">driver_data</span> <span class="o">=</span> <span class="n">route_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;id_driver&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">id_driver</span><span class="p">]</span>
          <span class="n">driver_speeds</span> <span class="o">=</span> <span class="n">driver_data</span><span class="p">[</span><span class="s1">&#39;data_average_speed&#39;</span><span class="p">]</span>
          <span class="n">avg_driver_speed</span> <span class="o">=</span> <span class="n">driver_speeds</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

          <span class="n">route_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">route_data</span><span class="p">[</span><span class="s1">&#39;id_driver&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">id_driver</span><span class="p">,</span> <span class="s1">&#39;driver_average_speed&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">avg_driver_speed</span>

      <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Company </span><span class="si">{}</span><span class="s2"> Route </span><span class="si">{}</span><span class="s2">:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">id_company</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">id_route</span><span class="p">)))</span>
      <span class="n">display</span><span class="p">(</span><span class="n">company_dataframes</span><span class="p">[</span><span class="n">id_company</span><span class="p">][</span><span class="n">id_route</span><span class="p">]</span><span class="o">.</span><span class="n">head</span><span class="p">())</span>
      <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n\n</span><span class="s2">&quot;</span><span class="p">)</span>
</pre></div>

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<pre>Company 9 Route 2857:
</pre>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>...</th>
      <th>departure_time_programmed_timeofday_sin</th>
      <th>departure_time_programmed_timeofday_cos</th>
      <th>departure_time_programmed_weekday_sin</th>
      <th>departure_time_programmed_weekday_cos</th>
      <th>departure_time_programmed_month_sin</th>
      <th>departure_time_programmed_month_cos</th>
      <th>departure_time_actual_timeofday_sin</th>
      <th>departure_time_actual_timeofday_cos</th>
      <th>departure_time_actual_weekday_sin</th>
      <th>departure_time_actual_weekday_cos</th>
      <th>departure_time_actual_month_sin</th>
      <th>departure_time_actual_month_cos</th>
      <th>arrival_time_programmed_timeofday_sin</th>
      <th>arrival_time_programmed_timeofday_cos</th>
      <th>arrival_time_programmed_weekday_sin</th>
      <th>arrival_time_programmed_weekday_cos</th>
      <th>arrival_time_programmed_month_sin</th>
      <th>arrival_time_programmed_month_cos</th>
      <th>arrival_time_actual_timeofday_sin</th>
      <th>arrival_time_actual_timeofday_cos</th>
      <th>arrival_time_actual_weekday_sin</th>
      <th>arrival_time_actual_weekday_cos</th>
      <th>arrival_time_actual_month_sin</th>
      <th>arrival_time_actual_month_cos</th>
      <th>driver_average_speed</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>272</th>
      <td>285</td>
      <td>3625.0</td>
      <td>3681.0</td>
      <td>4.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>0.290722</td>
      <td>-0.169067</td>
      <td>0.027664</td>
      <td>-0.128539</td>
      <td>36000.0</td>
      <td>33840.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:00:00</td>
      <td>2018-01-26 15:23:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:47:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>54000</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>0.742049</td>
      <td>-0.670345</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.004703</td>
      <td>0.999989</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.912847</td>
      <td>0.408302</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.006170</td>
    </tr>
    <tr>
      <th>273</th>
      <td>286</td>
      <td>3744.0</td>
      <td>3743.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.209228</td>
      <td>-0.131160</td>
      <td>-0.232905</td>
      <td>-0.045998</td>
      <td>35940.0</td>
      <td>34680.0</td>
      <td>Bogota</td>
      <td>2018-01-26 15:01:00</td>
      <td>2018-01-26 15:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 01:00:00</td>
      <td>2018-01-27 00:59:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>54060</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>-0.502409</td>
      <td>0.864630</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.576776</td>
      <td>0.816902</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.543768</td>
      <td>-0.839235</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.030572</td>
    </tr>
    <tr>
      <th>274</th>
      <td>287</td>
      <td>5185.0</td>
      <td>3716.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.915515</td>
      <td>-0.226687</td>
      <td>0.009850</td>
      <td>-0.119109</td>
      <td>36000.0</td>
      <td>31140.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:00:00</td>
      <td>2018-01-26 17:17:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:00:00</td>
      <td>2018-01-27 01:56:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>61200</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>0.979201</td>
      <td>-0.202893</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.687104</td>
      <td>-0.726559</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.714244</td>
      <td>0.699897</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.980359</td>
      <td>-0.197223</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.327056</td>
    </tr>
    <tr>
      <th>275</th>
      <td>288</td>
      <td>3624.0</td>
      <td>3748.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>0.986823</td>
      <td>-0.196361</td>
      <td>0.008534</td>
      <td>-0.123214</td>
      <td>36000.0</td>
      <td>32580.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:01:00</td>
      <td>2018-01-26 17:21:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:01:00</td>
      <td>2018-01-27 02:24:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>61260</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>-0.870760</td>
      <td>0.491709</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.910767</td>
      <td>0.412920</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.466919</td>
      <td>-0.884300</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.581200</td>
      <td>0.813761</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.247407</td>
    </tr>
    <tr>
      <th>276</th>
      <td>289</td>
      <td>5271.0</td>
      <td>3733.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.161697</td>
      <td>-0.266010</td>
      <td>-0.041710</td>
      <td>-0.104221</td>
      <td>36000.0</td>
      <td>30360.0</td>
      <td>Bogota</td>
      <td>2018-01-26 17:45:00</td>
      <td>2018-01-26 18:05:00</td>
      <td>Medellin</td>
      <td>2018-01-27 03:45:00</td>
      <td>2018-01-27 02:31:00</td>
      <td>-1.0</td>
      <td>-0.555556</td>
      <td>-0.939394</td>
      <td>0.058824</td>
      <td>63900</td>
      <td>4</td>
      <td>1</td>
      <td>...</td>
      <td>0.005426</td>
      <td>0.999985</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.082873</td>
      <td>0.996560</td>
      <td>-0.756802</td>
      <td>-0.653644</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.544982</td>
      <td>-0.838448</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.345914</td>
      <td>0.938266</td>
      <td>-0.958924</td>
      <td>0.283662</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>1.161697</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 59 columns</p>
</div>
</div>

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Company 9 Route 2932:
</pre>
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<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>index</th>
      <th>id_driver</th>
      <th>id_vehicle</th>
      <th>infraction_abrupt_accelerations</th>
      <th>infraction_abrupt_brakings</th>
      <th>infraction_speedings</th>
      <th>data_average_speed</th>
      <th>data_ignition_time</th>
      <th>data_moving_time</th>
      <th>data_total_distance</th>
      <th>data_total_time_programmed</th>
      <th>data_total_time_actual</th>
      <th>departure_location</th>
      <th>departure_time_programmed</th>
      <th>departure_time_actual</th>
      <th>arrival_location</th>
      <th>arrival_time_programmed</th>
      <th>arrival_time_actual</th>
      <th>depart_rainfall</th>
      <th>depart_temp</th>
      <th>arrive_rainfall</th>
      <th>arrive_temp</th>
      <th>departure_time_programmed_timeofday</th>
      <th>departure_time_programmed_weekday</th>
      <th>departure_time_programmed_month</th>
      <th>...</th>
      <th>departure_time_programmed_timeofday_sin</th>
      <th>departure_time_programmed_timeofday_cos</th>
      <th>departure_time_programmed_weekday_sin</th>
      <th>departure_time_programmed_weekday_cos</th>
      <th>departure_time_programmed_month_sin</th>
      <th>departure_time_programmed_month_cos</th>
      <th>departure_time_actual_timeofday_sin</th>
      <th>departure_time_actual_timeofday_cos</th>
      <th>departure_time_actual_weekday_sin</th>
      <th>departure_time_actual_weekday_cos</th>
      <th>departure_time_actual_month_sin</th>
      <th>departure_time_actual_month_cos</th>
      <th>arrival_time_programmed_timeofday_sin</th>
      <th>arrival_time_programmed_timeofday_cos</th>
      <th>arrival_time_programmed_weekday_sin</th>
      <th>arrival_time_programmed_weekday_cos</th>
      <th>arrival_time_programmed_month_sin</th>
      <th>arrival_time_programmed_month_cos</th>
      <th>arrival_time_actual_timeofday_sin</th>
      <th>arrival_time_actual_timeofday_cos</th>
      <th>arrival_time_actual_weekday_sin</th>
      <th>arrival_time_actual_weekday_cos</th>
      <th>arrival_time_actual_month_sin</th>
      <th>arrival_time_actual_month_cos</th>
      <th>driver_average_speed</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6571</th>
      <td>235</td>
      <td>3472.0</td>
      <td>3597.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.310016</td>
      <td>-0.151198</td>
      <td>-0.109108</td>
      <td>-0.059996</td>
      <td>39600.0</td>
      <td>35100.0</td>
      <td>Medellin</td>
      <td>2018-01-23 05:40:00</td>
      <td>2018-01-23 06:01:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:40:00</td>
      <td>2018-01-23 15:46:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>20400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>-0.997682</td>
      <td>0.068051</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.958401</td>
      <td>-0.285425</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.957467</td>
      <td>-0.288544</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748321</td>
      <td>-0.663337</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.286566</td>
    </tr>
    <tr>
      <th>6572</th>
      <td>236</td>
      <td>3843.0</td>
      <td>3747.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.055501</td>
      <td>-0.202096</td>
      <td>0.085741</td>
      <td>-0.238016</td>
      <td>36000.0</td>
      <td>35820.0</td>
      <td>Medellin</td>
      <td>2018-01-23 06:30:00</td>
      <td>2018-01-23 07:00:00</td>
      <td>Bogota</td>
      <td>2018-01-23 16:30:00</td>
      <td>2018-01-23 16:57:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>23400</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>0.988337</td>
      <td>0.152285</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.959529</td>
      <td>-0.281609</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.943783</td>
      <td>0.330565</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.748561</td>
      <td>-0.663066</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.263075</td>
    </tr>
    <tr>
      <th>6573</th>
      <td>237</td>
      <td>3523.0</td>
      <td>3742.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.564531</td>
      <td>-0.155689</td>
      <td>0.060350</td>
      <td>-0.176443</td>
      <td>36000.0</td>
      <td>34740.0</td>
      <td>Medellin</td>
      <td>2018-01-23 09:45:00</td>
      <td>2018-01-23 10:04:00</td>
      <td>Bogota</td>
      <td>2018-01-23 19:45:00</td>
      <td>2018-01-23 19:43:00</td>
      <td>-0.939394</td>
      <td>0.125</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>35100</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>0.849332</td>
      <td>-0.527859</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.987553</td>
      <td>0.157289</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.501158</td>
      <td>0.865356</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.910468</td>
      <td>0.413579</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.006687</td>
    </tr>
    <tr>
      <th>6574</th>
      <td>238</td>
      <td>5533.0</td>
      <td>3679.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>-0.005582</td>
      <td>-0.146707</td>
      <td>0.106385</td>
      <td>-0.230692</td>
      <td>36000.0</td>
      <td>34860.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:00:00</td>
      <td>2018-01-23 15:22:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:00:00</td>
      <td>2018-01-24 01:03:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54000</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>0.742049</td>
      <td>-0.670345</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.300329</td>
      <td>-0.953836</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.262084</td>
      <td>0.965045</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.616302</td>
      <td>-0.787510</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.373136</td>
    </tr>
    <tr>
      <th>6575</th>
      <td>239</td>
      <td>3468.0</td>
      <td>4083.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>0.0</td>
      <td>0.648011</td>
      <td>-0.282934</td>
      <td>0.016817</td>
      <td>-0.249018</td>
      <td>36000.0</td>
      <td>31920.0</td>
      <td>Medellin</td>
      <td>2018-01-23 15:01:00</td>
      <td>2018-01-23 15:21:00</td>
      <td>Bogota</td>
      <td>2018-01-24 01:01:00</td>
      <td>2018-01-24 00:13:00</td>
      <td>-1.000000</td>
      <td>0.000</td>
      <td>-1.0</td>
      <td>-0.272727</td>
      <td>54060</td>
      <td>1</td>
      <td>1</td>
      <td>...</td>
      <td>-0.502409</td>
      <td>0.864630</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.576776</td>
      <td>0.816902</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>-0.044544</td>
      <td>-0.999007</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.773929</td>
      <td>0.633273</td>
      <td>0.909297</td>
      <td>-0.416147</td>
      <td>0.841471</td>
      <td>0.540302</td>
      <td>0.515664</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 59 columns</p>
</div>
</div>

</div>

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<pre>


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

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<h1 id="Analysis"><strong>Analysis</strong><a class="anchor-link" href="#Analysis">&#182;</a></h1>
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<p>Seperating the Data into Train/Test Splits</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  We&#39;re omitting all the features that aren&#39;t available until</span>
<span class="sd">  after the trip has been completed.</span>
<span class="sd">&#39;&#39;&#39;</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">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">KFold</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_val_score</span><span class="p">,</span> <span class="n">cross_val_predict</span>

<span class="c1"># Combine data for both routes</span>
<span class="n">bog_med</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="mi">9</span><span class="p">][</span><span class="s1">&#39;2857&#39;</span><span class="p">]</span>
<span class="n">med_bog</span> <span class="o">=</span> <span class="n">company_dataframes</span><span class="p">[</span><span class="mi">9</span><span class="p">][</span><span class="s1">&#39;2932&#39;</span><span class="p">]</span>
<span class="c1"># full_df = pd.concat(bog_med, med_bog)</span>

<span class="c1"># Separate data into features and target</span>
<span class="n">features</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;departure_time_programmed_month_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_programmed_month_cos&#39;</span><span class="p">,</span>
            <span class="s1">&#39;departure_time_programmed_weekday_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_programmed_weekday_cos&#39;</span><span class="p">,</span>
            <span class="s1">&#39;departure_time_programmed_timeofday_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;departure_time_programmed_timeofday_cos&#39;</span><span class="p">,</span>
            <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;data_total_distance&#39;</span><span class="p">,</span>
            <span class="s1">&#39;driver_average_speed&#39;</span><span class="p">]</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">bog_med</span><span class="p">[</span><span class="n">features</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">bog_med</span><span class="p">[</span><span class="s1">&#39;data_total_time_actual&#39;</span><span class="p">]</span>

<span class="c1"># 10-fold cross validation</span>
<span class="n">kfold</span> <span class="o">=</span> <span class="n">KFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span>
<span class="kn">import</span> <span class="nn">math</span>

<span class="k">def</span> <span class="nf">error_to_hours</span><span class="p">(</span><span class="n">mse</span><span class="p">):</span>
  <span class="k">if</span> <span class="n">mse</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
    <span class="n">mse</span> <span class="o">=</span> <span class="o">-</span><span class="n">mse</span>
  
  <span class="k">return</span> <span class="nb">round</span><span class="p">(</span><span class="n">math</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">mse</span><span class="p">),</span> <span class="mi">3</span><span class="p">)</span> <span class="o">/</span> <span class="mi">60</span> <span class="o">/</span> <span class="mi">60</span> <span class="c1"># sqrt the error &amp; convert to minutes then hours</span>

<span class="c1"># Control/Programmed time</span>
<span class="n">y_actual</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
<span class="n">y_programmed</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">bog_med</span><span class="p">[</span><span class="s1">&#39;data_total_time_programmed&#39;</span><span class="p">])</span>

<span class="n">results</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y_actual</span><span class="p">,</span> <span class="n">y_programmed</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Scoring Result: MSE=&#39;</span><span class="p">,</span> <span class="n">error_to_hours</span><span class="p">(</span><span class="n">results</span><span class="p">),</span> <span class="s1">&#39;hours&#39;</span><span class="p">)</span>
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<pre>Scoring Result: MSE= 1.9955305555555554 hours
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LinearRegression</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">LinearRegression</span><span class="p">()</span><span class="o">.</span><span class="n">fit</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">predicted</span> <span class="o">=</span> <span class="n">cross_val_predict</span><span class="p">(</span><span class="n">model</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">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">model</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">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;neg_mean_squared_error&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Linear Regression&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">CV Scoring Result: mean=&#39;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">results</span><span class="p">),</span><span class="s1">&#39;std=&#39;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">results</span><span class="p">))</span>
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<pre>Linear Regression
	CV Scoring Result: mean= -39856170.978637084 std= 48215967.34673626
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<pre>array([-2.41574107e+07, -3.25684772e+07, -1.97503206e+07, -2.28664515e+07,
       -1.76352154e+07, -2.87017538e+07, -2.01478331e+07, -2.36325370e+07,
       -2.51319766e+07, -1.83969734e+08])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="k">import</span> <span class="n">RandomForestRegressor</span>

<span class="c1"># create random forst</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">RandomForestRegressor</span><span class="p">(</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">n_estimators</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">predicted</span> <span class="o">=</span> <span class="n">cross_val_predict</span><span class="p">(</span><span class="n">model</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">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">)</span>
<span class="n">results</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">model</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">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;neg_mean_squared_error&#39;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Random Forest&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;CV Scoring Result: mean=&#39;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">results</span><span class="p">),</span><span class="s1">&#39;std=&#39;</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">results</span><span class="p">))</span>
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<pre>Random Forest
CV Scoring Result: mean= -36933613.10965449 std= 48481312.33848913
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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Let&#39;s look at importance of each variable determined by Random Forests.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_validate</span>

<span class="n">rf_trained</span> <span class="o">=</span> <span class="n">cross_validate</span><span class="p">(</span><span class="n">model</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">cv</span><span class="o">=</span><span class="n">kfold</span><span class="p">,</span> <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;neg_mean_squared_error&#39;</span><span class="p">,</span> <span class="n">return_estimator</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">var_imp</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">features</span><span class="p">)</span>
<span class="k">for</span> <span class="n">idx</span><span class="p">,</span><span class="n">estimator</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">rf_trained</span><span class="p">[</span><span class="s1">&#39;estimator&#39;</span><span class="p">]):</span>
  <span class="n">curr</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">estimator</span><span class="o">.</span><span class="n">feature_importances_</span><span class="o">.</span><span class="n">T</span><span class="p">))</span>
  <span class="n">var_imp</span> <span class="o">=</span> <span class="n">var_imp</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">curr</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>

<span class="n">var_imp</span> <span class="o">=</span> <span class="n">var_imp</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>

<span class="n">heights</span> <span class="o">=</span> <span class="n">var_imp</span><span class="o">.</span><span class="n">values</span>
<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">heights</span><span class="p">)),</span> <span class="n">heights</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">heights</span><span class="p">)))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">var_imp</span><span class="o">.</span><span class="n">keys</span><span class="p">(),</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Variable Importance&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="input">
<div class="prompt input_prompt">In&nbsp;[0]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>

<span class="n">heights</span> <span class="o">=</span> <span class="n">var_imp</span><span class="o">.</span><span class="n">values</span>
<span class="n">labels</span> <span class="o">=</span>  <span class="p">[</span><span class="s1">&#39;total_distance&#39;</span><span class="p">,</span> <span class="s1">&#39;average_speed&#39;</span><span class="p">,</span> <span class="s1">&#39;timeofday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;month_sin&#39;</span><span class="p">,</span> 
          <span class="s1">&#39;timeofday_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;month_cos&#39;</span><span class="p">,</span> 
          <span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_sin&#39;</span><span class="p">]</span>
<span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">heights</span><span class="p">)),</span> <span class="n">heights</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">heights</span><span class="p">)))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Variable Importance&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="sd">&#39;&#39;&#39;</span>
<span class="sd">  Evalating our results</span>

<span class="sd">  While it seems like the mean and standard deviation of the errors is very</span>
<span class="sd">  high, it&#39;s important to note that this score is being calculated in seconds.</span>
<span class="sd">  Moreover, there are neglible benefits for a fleet coordinator to have arrival</span>
<span class="sd">  predictions in seconds versus minutes. Ultimately, the ability to predict</span>
<span class="sd">  truck arrival times requires many other factors including traffic information,</span>
<span class="sd">  road closures, and a generally larger dataset. By using departure time,</span>
<span class="sd">  driver, and weather data, we were able to increase prediction accuracy by</span>
<span class="sd">  ____% or ____ minutes on average.</span>
<span class="sd">&#39;&#39;&#39;</span>
<span class="n">prediction_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">column_stack</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">predicted</span><span class="p">))</span>
<span class="n">prediction_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">prediction_array</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">features</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;total_secs_actual&#39;</span><span class="p">,</span> <span class="s1">&#39;total_secs_predicted&#39;</span><span class="p">])</span>
<span class="n">prediction_df</span><span class="p">[</span><span class="s1">&#39;total_mins_actual&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prediction_df</span><span class="p">[</span><span class="s1">&#39;total_secs_actual&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="mi">60</span>
<span class="n">prediction_df</span><span class="p">[</span><span class="s1">&#39;total_mins_predicted&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">prediction_df</span><span class="p">[</span><span class="s1">&#39;total_secs_predicted&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="mi">60</span>

<span class="n">display</span><span class="p">(</span><span class="n">prediction_df</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">10</span><span class="p">][[</span><span class="s1">&#39;total_mins_actual&#39;</span><span class="p">,</span> <span class="s1">&#39;total_mins_predicted&#39;</span><span class="p">]])</span>
</pre></div>

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<style scoped>
    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>total_mins_actual</th>
      <th>total_mins_predicted</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>564.0</td>
      <td>571.448452</td>
    </tr>
    <tr>
      <th>1</th>
      <td>578.0</td>
      <td>584.402833</td>
    </tr>
    <tr>
      <th>2</th>
      <td>519.0</td>
      <td>537.892083</td>
    </tr>
    <tr>
      <th>3</th>
      <td>543.0</td>
      <td>565.063370</td>
    </tr>
    <tr>
      <th>4</th>
      <td>506.0</td>
      <td>519.020000</td>
    </tr>
    <tr>
      <th>5</th>
      <td>544.0</td>
      <td>518.535000</td>
    </tr>
    <tr>
      <th>6</th>
      <td>601.0</td>
      <td>631.048788</td>
    </tr>
    <tr>
      <th>7</th>
      <td>662.0</td>
      <td>636.112695</td>
    </tr>
    <tr>
      <th>8</th>
      <td>617.0</td>
      <td>628.871288</td>
    </tr>
    <tr>
      <th>9</th>
      <td>615.0</td>
      <td>613.611967</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># simple actual vs predicted</span>

<span class="kn">import</span> <span class="nn">matplotlib.lines</span> <span class="k">as</span> <span class="nn">lines</span>

<span class="n">fig</span><span class="p">,</span><span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
<span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">100000</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">100000</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">predicted</span><span class="p">)</span>
<span class="n">l1</span> <span class="o">=</span> <span class="n">lines</span><span class="o">.</span><span class="n">Line2D</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100000</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100000</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;gray&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">add_line</span><span class="p">(</span><span class="n">l1</span><span class="p">)</span>
<span class="n">m</span><span class="p">,</span> <span class="n">b</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">polyfit</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">predicted</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">m</span><span class="o">*</span><span class="n">y</span> <span class="o">+</span> <span class="n">b</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Actual&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Random Forests Actual vs. Predicted&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">bog_med</span><span class="p">[</span><span class="n">features</span><span class="p">]</span>

<span class="n">new_cols</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;month_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;month_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;timeofday_sin&#39;</span><span class="p">,</span> 
 <span class="s1">&#39;timeofday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;total_distance&#39;</span><span class="p">,</span> <span class="s1">&#39;driver_average_speed&#39;</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_cols</span>

<span class="n">f</span> <span class="o">=</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">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">matshow</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">fignum</span><span class="o">=</span><span class="n">f</span><span class="o">.</span><span class="n">number</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">f</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">get_xaxis</span><span class="p">()</span><span class="o">.</span><span class="n">set_ticks_position</span><span class="p">(</span><span class="s1">&#39;bottom&#39;</span><span class="p">)</span>
<span class="n">cb</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
<span class="n">cb</span><span class="o">.</span><span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Correlation Matrix&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">);</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new_cols</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;month_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;month_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_sin&#39;</span><span class="p">,</span> <span class="s1">&#39;weekday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;timeofday_sin&#39;</span><span class="p">,</span> 
 <span class="s1">&#39;timeofday_cos&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_temp&#39;</span><span class="p">,</span> <span class="s1">&#39;depart_rainfall&#39;</span><span class="p">,</span> <span class="s1">&#39;total_distance&#39;</span><span class="p">,</span> <span class="s1">&#39;driver_average_speed&#39;</span><span class="p">]</span>

<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">new_cols</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span>
</pre></div>

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<pre>Index([&#39;month_sin&#39;, &#39;month_cos&#39;, &#39;weekday_sin&#39;, &#39;weekday_cos&#39;, &#39;timeofday_sin&#39;,
       &#39;timeofday_cos&#39;, &#39;depart_temp&#39;, &#39;depart_rainfall&#39;, &#39;total_distance&#39;,
       &#39;driver_average_speed&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span> 
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