aula_py.html

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

<title>aula_py</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 */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="An&#225;lise-de-dados-com-Python">An&#225;lise de dados com Python<a class="anchor-link" href="#An&#225;lise-de-dados-com-Python">&#182;</a></h1><h2 id="Esse-treinamento-apresenta-algumas-das-principais-ferramentas-dispon&#237;veis-na-linguagem-python-para-an&#225;lise-de-dados.-Abordaremos-os-seguintes-t&#243;picos:">Esse treinamento apresenta algumas das principais ferramentas dispon&#237;veis na linguagem python para an&#225;lise de dados. Abordaremos os seguintes t&#243;picos:<a class="anchor-link" href="#Esse-treinamento-apresenta-algumas-das-principais-ferramentas-dispon&#237;veis-na-linguagem-python-para-an&#225;lise-de-dados.-Abordaremos-os-seguintes-t&#243;picos:">&#182;</a></h2><h3 id="1---Compreens&#227;o-dos-dados">1 - Compreens&#227;o dos dados<a class="anchor-link" href="#1---Compreens&#227;o-dos-dados">&#182;</a></h3><h3 id="2---An&#225;lise-estat&#237;stica-dos-dados">2 - An&#225;lise estat&#237;stica dos dados<a class="anchor-link" href="#2---An&#225;lise-estat&#237;stica-dos-dados">&#182;</a></h3><h3 id="3---Opera&#231;&#245;es-em-DataFrames">3 - Opera&#231;&#245;es em DataFrames<a class="anchor-link" href="#3---Opera&#231;&#245;es-em-DataFrames">&#182;</a></h3><h3 id="4---An&#225;lises-de-neg&#243;cio">4 - An&#225;lises de neg&#243;cio<a class="anchor-link" href="#4---An&#225;lises-de-neg&#243;cio">&#182;</a></h3><h3 id="5---SVM-e-RF-como-classificadores-para-o-problema-da-predi&#231;&#227;o">5 - SVM e RF como classificadores para o problema da predi&#231;&#227;o<a class="anchor-link" href="#5---SVM-e-RF-como-classificadores-para-o-problema-da-predi&#231;&#227;o">&#182;</a></h3><h5 id="Fonte:-IBGE-/-DETRAN">Fonte: IBGE / DETRAN<a class="anchor-link" href="#Fonte:-IBGE-/-DETRAN">&#182;</a></h5>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="1---Compreens&#227;o-dos-dados">1 - Compreens&#227;o dos dados<a class="anchor-link" href="#1---Compreens&#227;o-dos-dados">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="n">df_frota</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;frotarj.csv&#39;</span><span class="p">,</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span>
</pre></div>

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

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


<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>...</th>
      <th>ONIBUS</th>
      <th>QUADRICICLO</th>
      <th>REBOQUE</th>
      <th>SEMI-REBOQUE</th>
      <th>SIDE-CAR</th>
      <th>OUTROS</th>
      <th>TRATOR ESTEI</th>
      <th>TRATOR RODAS</th>
      <th>TRICICLO</th>
      <th>UTILITARIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>RJ</td>
      <td>ANGRA DOS REIS</td>
      <td>59298</td>
      <td>34818</td>
      <td>0</td>
      <td>1276</td>
      <td>93</td>
      <td>3970</td>
      <td>2039</td>
      <td>0</td>
      <td>...</td>
      <td>374</td>
      <td>0</td>
      <td>557</td>
      <td>108</td>
      <td>3</td>
      <td>7</td>
      <td>0</td>
      <td>4</td>
      <td>45</td>
      <td>526</td>
    </tr>
    <tr>
      <th>1</th>
      <td>RJ</td>
      <td>APERIBE</td>
      <td>6343</td>
      <td>2351</td>
      <td>0</td>
      <td>145</td>
      <td>2</td>
      <td>277</td>
      <td>77</td>
      <td>0</td>
      <td>...</td>
      <td>14</td>
      <td>0</td>
      <td>59</td>
      <td>5</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>RJ</td>
      <td>ARARUAMA</td>
      <td>63745</td>
      <td>38878</td>
      <td>0</td>
      <td>1911</td>
      <td>151</td>
      <td>3638</td>
      <td>2180</td>
      <td>0</td>
      <td>...</td>
      <td>182</td>
      <td>0</td>
      <td>1163</td>
      <td>234</td>
      <td>5</td>
      <td>12</td>
      <td>0</td>
      <td>1</td>
      <td>23</td>
      <td>362</td>
    </tr>
    <tr>
      <th>3</th>
      <td>RJ</td>
      <td>AREAL</td>
      <td>5908</td>
      <td>3244</td>
      <td>0</td>
      <td>193</td>
      <td>29</td>
      <td>405</td>
      <td>170</td>
      <td>0</td>
      <td>...</td>
      <td>44</td>
      <td>0</td>
      <td>77</td>
      <td>27</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>29</td>
    </tr>
    <tr>
      <th>4</th>
      <td>RJ</td>
      <td>ARMACAO DE BUZIOS</td>
      <td>20803</td>
      <td>11447</td>
      <td>0</td>
      <td>372</td>
      <td>12</td>
      <td>1475</td>
      <td>946</td>
      <td>0</td>
      <td>...</td>
      <td>73</td>
      <td>0</td>
      <td>355</td>
      <td>17</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>12</td>
      <td>390</td>
    </tr>
    <tr>
      <th>5</th>
      <td>RJ</td>
      <td>ARRAIAL DO CABO</td>
      <td>11694</td>
      <td>7325</td>
      <td>0</td>
      <td>204</td>
      <td>12</td>
      <td>765</td>
      <td>510</td>
      <td>0</td>
      <td>...</td>
      <td>17</td>
      <td>0</td>
      <td>221</td>
      <td>11</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>106</td>
    </tr>
    <tr>
      <th>6</th>
      <td>RJ</td>
      <td>BARRA DO PIRAI</td>
      <td>35609</td>
      <td>23227</td>
      <td>0</td>
      <td>1406</td>
      <td>156</td>
      <td>2112</td>
      <td>1679</td>
      <td>0</td>
      <td>...</td>
      <td>305</td>
      <td>0</td>
      <td>397</td>
      <td>151</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>6</td>
      <td>15</td>
      <td>184</td>
    </tr>
    <tr>
      <th>7</th>
      <td>RJ</td>
      <td>BARRA MANSA</td>
      <td>72955</td>
      <td>50961</td>
      <td>0</td>
      <td>1972</td>
      <td>655</td>
      <td>4631</td>
      <td>2404</td>
      <td>0</td>
      <td>...</td>
      <td>653</td>
      <td>0</td>
      <td>724</td>
      <td>698</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>27</td>
      <td>20</td>
      <td>390</td>
    </tr>
    <tr>
      <th>8</th>
      <td>RJ</td>
      <td>BELFORD ROXO</td>
      <td>112060</td>
      <td>75236</td>
      <td>0</td>
      <td>2092</td>
      <td>181</td>
      <td>4933</td>
      <td>4517</td>
      <td>0</td>
      <td>...</td>
      <td>799</td>
      <td>0</td>
      <td>633</td>
      <td>161</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>30</td>
      <td>45</td>
      <td>196</td>
    </tr>
    <tr>
      <th>9</th>
      <td>RJ</td>
      <td>BOM JARDIM</td>
      <td>13756</td>
      <td>7610</td>
      <td>0</td>
      <td>690</td>
      <td>180</td>
      <td>1065</td>
      <td>450</td>
      <td>0</td>
      <td>...</td>
      <td>57</td>
      <td>0</td>
      <td>195</td>
      <td>176</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>1</td>
      <td>7</td>
      <td>84</td>
    </tr>
    <tr>
      <th>10</th>
      <td>RJ</td>
      <td>BOM JESUS DO ITABAPOANA</td>
      <td>13260</td>
      <td>5755</td>
      <td>0</td>
      <td>304</td>
      <td>28</td>
      <td>589</td>
      <td>251</td>
      <td>0</td>
      <td>...</td>
      <td>65</td>
      <td>0</td>
      <td>103</td>
      <td>26</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
      <td>13</td>
    </tr>
    <tr>
      <th>11</th>
      <td>RJ</td>
      <td>CABO FRIO</td>
      <td>106811</td>
      <td>64465</td>
      <td>0</td>
      <td>3108</td>
      <td>225</td>
      <td>6786</td>
      <td>4785</td>
      <td>0</td>
      <td>...</td>
      <td>455</td>
      <td>0</td>
      <td>1713</td>
      <td>346</td>
      <td>5</td>
      <td>21</td>
      <td>0</td>
      <td>6</td>
      <td>41</td>
      <td>789</td>
    </tr>
    <tr>
      <th>12</th>
      <td>RJ</td>
      <td>CACHOEIRAS DE MACACU</td>
      <td>24741</td>
      <td>13968</td>
      <td>0</td>
      <td>984</td>
      <td>67</td>
      <td>1648</td>
      <td>898</td>
      <td>0</td>
      <td>...</td>
      <td>57</td>
      <td>0</td>
      <td>385</td>
      <td>53</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>125</td>
    </tr>
    <tr>
      <th>13</th>
      <td>RJ</td>
      <td>CAMBUCI</td>
      <td>5398</td>
      <td>2001</td>
      <td>0</td>
      <td>134</td>
      <td>3</td>
      <td>267</td>
      <td>71</td>
      <td>0</td>
      <td>...</td>
      <td>33</td>
      <td>0</td>
      <td>70</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>10</td>
    </tr>
    <tr>
      <th>14</th>
      <td>RJ</td>
      <td>CAMPOS DOS GOYTACAZES</td>
      <td>219673</td>
      <td>130586</td>
      <td>0</td>
      <td>6863</td>
      <td>725</td>
      <td>12071</td>
      <td>5955</td>
      <td>0</td>
      <td>...</td>
      <td>1437</td>
      <td>0</td>
      <td>5991</td>
      <td>1097</td>
      <td>16</td>
      <td>11</td>
      <td>0</td>
      <td>41</td>
      <td>44</td>
      <td>989</td>
    </tr>
    <tr>
      <th>15</th>
      <td>RJ</td>
      <td>CANTAGALO</td>
      <td>7817</td>
      <td>4472</td>
      <td>0</td>
      <td>221</td>
      <td>13</td>
      <td>566</td>
      <td>213</td>
      <td>0</td>
      <td>...</td>
      <td>48</td>
      <td>0</td>
      <td>131</td>
      <td>36</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
      <td>6</td>
      <td>2</td>
      <td>28</td>
    </tr>
    <tr>
      <th>16</th>
      <td>RJ</td>
      <td>CARAPEBUS</td>
      <td>4941</td>
      <td>2558</td>
      <td>0</td>
      <td>150</td>
      <td>7</td>
      <td>294</td>
      <td>157</td>
      <td>0</td>
      <td>...</td>
      <td>27</td>
      <td>0</td>
      <td>140</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
    </tr>
    <tr>
      <th>17</th>
      <td>RJ</td>
      <td>CARDOSO MOREIRA</td>
      <td>4626</td>
      <td>2032</td>
      <td>0</td>
      <td>176</td>
      <td>22</td>
      <td>264</td>
      <td>107</td>
      <td>0</td>
      <td>...</td>
      <td>61</td>
      <td>0</td>
      <td>104</td>
      <td>26</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>7</td>
    </tr>
    <tr>
      <th>18</th>
      <td>RJ</td>
      <td>CARMO</td>
      <td>5420</td>
      <td>3175</td>
      <td>0</td>
      <td>158</td>
      <td>8</td>
      <td>465</td>
      <td>118</td>
      <td>0</td>
      <td>...</td>
      <td>19</td>
      <td>0</td>
      <td>51</td>
      <td>3</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>13</td>
    </tr>
    <tr>
      <th>19</th>
      <td>RJ</td>
      <td>CASIMIRO DE ABREU</td>
      <td>16219</td>
      <td>9047</td>
      <td>0</td>
      <td>651</td>
      <td>73</td>
      <td>1162</td>
      <td>598</td>
      <td>0</td>
      <td>...</td>
      <td>32</td>
      <td>0</td>
      <td>479</td>
      <td>92</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>12</td>
      <td>81</td>
    </tr>
    <tr>
      <th>20</th>
      <td>RJ</td>
      <td>COMENDADOR LEVY GASPARIAN</td>
      <td>2997</td>
      <td>1618</td>
      <td>0</td>
      <td>164</td>
      <td>10</td>
      <td>175</td>
      <td>93</td>
      <td>0</td>
      <td>...</td>
      <td>21</td>
      <td>0</td>
      <td>44</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>16</td>
    </tr>
    <tr>
      <th>21</th>
      <td>RJ</td>
      <td>CONCEICAO DE MACABU</td>
      <td>9581</td>
      <td>4622</td>
      <td>0</td>
      <td>194</td>
      <td>6</td>
      <td>551</td>
      <td>176</td>
      <td>0</td>
      <td>...</td>
      <td>58</td>
      <td>0</td>
      <td>233</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>32</td>
    </tr>
    <tr>
      <th>22</th>
      <td>RJ</td>
      <td>CORDEIRO</td>
      <td>10357</td>
      <td>6639</td>
      <td>0</td>
      <td>288</td>
      <td>21</td>
      <td>652</td>
      <td>306</td>
      <td>0</td>
      <td>...</td>
      <td>57</td>
      <td>0</td>
      <td>163</td>
      <td>17</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>81</td>
    </tr>
    <tr>
      <th>23</th>
      <td>RJ</td>
      <td>DUAS BARRAS</td>
      <td>4290</td>
      <td>2509</td>
      <td>0</td>
      <td>156</td>
      <td>14</td>
      <td>350</td>
      <td>130</td>
      <td>0</td>
      <td>...</td>
      <td>10</td>
      <td>0</td>
      <td>68</td>
      <td>17</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>20</td>
    </tr>
    <tr>
      <th>24</th>
      <td>RJ</td>
      <td>DUQUE DE CAXIAS</td>
      <td>276685</td>
      <td>181038</td>
      <td>0</td>
      <td>9673</td>
      <td>2286</td>
      <td>15608</td>
      <td>10897</td>
      <td>1</td>
      <td>...</td>
      <td>3893</td>
      <td>0</td>
      <td>3080</td>
      <td>3450</td>
      <td>7</td>
      <td>19</td>
      <td>0</td>
      <td>44</td>
      <td>207</td>
      <td>794</td>
    </tr>
    <tr>
      <th>25</th>
      <td>RJ</td>
      <td>ENGENHEIRO PAULO DE FRONTIN</td>
      <td>5242</td>
      <td>3249</td>
      <td>0</td>
      <td>133</td>
      <td>6</td>
      <td>261</td>
      <td>206</td>
      <td>0</td>
      <td>...</td>
      <td>18</td>
      <td>0</td>
      <td>51</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>12</td>
    </tr>
    <tr>
      <th>26</th>
      <td>RJ</td>
      <td>GUAPIMIRIM</td>
      <td>16614</td>
      <td>9506</td>
      <td>0</td>
      <td>461</td>
      <td>40</td>
      <td>1037</td>
      <td>583</td>
      <td>0</td>
      <td>...</td>
      <td>55</td>
      <td>0</td>
      <td>234</td>
      <td>34</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>2</td>
      <td>12</td>
      <td>83</td>
    </tr>
    <tr>
      <th>27</th>
      <td>RJ</td>
      <td>IGUABA GRANDE</td>
      <td>11727</td>
      <td>7366</td>
      <td>0</td>
      <td>193</td>
      <td>6</td>
      <td>616</td>
      <td>410</td>
      <td>0</td>
      <td>...</td>
      <td>35</td>
      <td>0</td>
      <td>227</td>
      <td>5</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>37</td>
    </tr>
    <tr>
      <th>28</th>
      <td>RJ</td>
      <td>ITABORAI</td>
      <td>84888</td>
      <td>54035</td>
      <td>0</td>
      <td>3227</td>
      <td>248</td>
      <td>5082</td>
      <td>3504</td>
      <td>0</td>
      <td>...</td>
      <td>584</td>
      <td>0</td>
      <td>1425</td>
      <td>266</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>3</td>
      <td>22</td>
      <td>312</td>
    </tr>
    <tr>
      <th>29</th>
      <td>RJ</td>
      <td>ITAGUAI</td>
      <td>49677</td>
      <td>33283</td>
      <td>0</td>
      <td>1711</td>
      <td>319</td>
      <td>2750</td>
      <td>2605</td>
      <td>0</td>
      <td>...</td>
      <td>325</td>
      <td>0</td>
      <td>690</td>
      <td>305</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>5</td>
      <td>49</td>
      <td>209</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>
    </tr>
    <tr>
      <th>63</th>
      <td>RJ</td>
      <td>RESENDE</td>
      <td>71032</td>
      <td>47569</td>
      <td>0</td>
      <td>1546</td>
      <td>1097</td>
      <td>4607</td>
      <td>2707</td>
      <td>1</td>
      <td>...</td>
      <td>548</td>
      <td>0</td>
      <td>693</td>
      <td>1278</td>
      <td>7</td>
      <td>6</td>
      <td>0</td>
      <td>11</td>
      <td>17</td>
      <td>618</td>
    </tr>
    <tr>
      <th>64</th>
      <td>RJ</td>
      <td>RIO BONITO</td>
      <td>49798</td>
      <td>29085</td>
      <td>0</td>
      <td>3326</td>
      <td>182</td>
      <td>3732</td>
      <td>2932</td>
      <td>0</td>
      <td>...</td>
      <td>143</td>
      <td>0</td>
      <td>1314</td>
      <td>335</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
      <td>7</td>
      <td>14</td>
      <td>200</td>
    </tr>
    <tr>
      <th>65</th>
      <td>RJ</td>
      <td>RIO CLARO</td>
      <td>5376</td>
      <td>3405</td>
      <td>0</td>
      <td>142</td>
      <td>18</td>
      <td>459</td>
      <td>152</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>0</td>
      <td>70</td>
      <td>27</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>32</td>
    </tr>
    <tr>
      <th>66</th>
      <td>RJ</td>
      <td>RIO DAS FLORES</td>
      <td>2612</td>
      <td>1672</td>
      <td>0</td>
      <td>58</td>
      <td>2</td>
      <td>203</td>
      <td>79</td>
      <td>1</td>
      <td>...</td>
      <td>25</td>
      <td>0</td>
      <td>34</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>16</td>
    </tr>
    <tr>
      <th>67</th>
      <td>RJ</td>
      <td>RIO DAS OSTRAS</td>
      <td>55323</td>
      <td>33669</td>
      <td>0</td>
      <td>1178</td>
      <td>189</td>
      <td>3248</td>
      <td>2118</td>
      <td>0</td>
      <td>...</td>
      <td>147</td>
      <td>0</td>
      <td>1239</td>
      <td>230</td>
      <td>4</td>
      <td>6</td>
      <td>0</td>
      <td>4</td>
      <td>19</td>
      <td>506</td>
    </tr>
    <tr>
      <th>68</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>2827516</td>
      <td>2035943</td>
      <td>0</td>
      <td>42907</td>
      <td>4143</td>
      <td>129139</td>
      <td>154091</td>
      <td>39</td>
      <td>...</td>
      <td>17327</td>
      <td>9</td>
      <td>19321</td>
      <td>5649</td>
      <td>32</td>
      <td>225</td>
      <td>0</td>
      <td>289</td>
      <td>818</td>
      <td>37946</td>
    </tr>
    <tr>
      <th>69</th>
      <td>RJ</td>
      <td>SANTA MARIA MADALENA</td>
      <td>3450</td>
      <td>1930</td>
      <td>0</td>
      <td>84</td>
      <td>1</td>
      <td>282</td>
      <td>77</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>0</td>
      <td>51</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>25</td>
    </tr>
    <tr>
      <th>70</th>
      <td>RJ</td>
      <td>SANTO ANTONIO DE PADUA</td>
      <td>20602</td>
      <td>8788</td>
      <td>0</td>
      <td>602</td>
      <td>30</td>
      <td>1053</td>
      <td>338</td>
      <td>0</td>
      <td>...</td>
      <td>40</td>
      <td>0</td>
      <td>195</td>
      <td>37</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>2</td>
      <td>8</td>
      <td>61</td>
    </tr>
    <tr>
      <th>71</th>
      <td>RJ</td>
      <td>SAO FIDELIS</td>
      <td>16927</td>
      <td>6866</td>
      <td>0</td>
      <td>420</td>
      <td>26</td>
      <td>707</td>
      <td>344</td>
      <td>0</td>
      <td>...</td>
      <td>76</td>
      <td>0</td>
      <td>418</td>
      <td>24</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>37</td>
    </tr>
    <tr>
      <th>72</th>
      <td>RJ</td>
      <td>SAO FRANCISCO DE ITABAPOANA</td>
      <td>13762</td>
      <td>5669</td>
      <td>0</td>
      <td>451</td>
      <td>18</td>
      <td>840</td>
      <td>222</td>
      <td>0</td>
      <td>...</td>
      <td>109</td>
      <td>0</td>
      <td>289</td>
      <td>18</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>14</td>
    </tr>
    <tr>
      <th>73</th>
      <td>RJ</td>
      <td>SAO GONCALO</td>
      <td>311441</td>
      <td>216357</td>
      <td>0</td>
      <td>5371</td>
      <td>373</td>
      <td>13594</td>
      <td>10511</td>
      <td>0</td>
      <td>...</td>
      <td>3090</td>
      <td>0</td>
      <td>3732</td>
      <td>455</td>
      <td>5</td>
      <td>15</td>
      <td>0</td>
      <td>11</td>
      <td>76</td>
      <td>931</td>
    </tr>
    <tr>
      <th>74</th>
      <td>RJ</td>
      <td>SAO JOAO DA BARRA</td>
      <td>13342</td>
      <td>6370</td>
      <td>0</td>
      <td>675</td>
      <td>61</td>
      <td>841</td>
      <td>331</td>
      <td>0</td>
      <td>...</td>
      <td>80</td>
      <td>0</td>
      <td>330</td>
      <td>84</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>5</td>
      <td>6</td>
      <td>47</td>
    </tr>
    <tr>
      <th>75</th>
      <td>RJ</td>
      <td>SAO JOAO DE MERITI</td>
      <td>146661</td>
      <td>104890</td>
      <td>0</td>
      <td>3724</td>
      <td>295</td>
      <td>6770</td>
      <td>6302</td>
      <td>0</td>
      <td>...</td>
      <td>1268</td>
      <td>0</td>
      <td>780</td>
      <td>280</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>36</td>
      <td>357</td>
    </tr>
    <tr>
      <th>76</th>
      <td>RJ</td>
      <td>SAO JOSE DE UBA</td>
      <td>2990</td>
      <td>1005</td>
      <td>0</td>
      <td>49</td>
      <td>0</td>
      <td>164</td>
      <td>87</td>
      <td>0</td>
      <td>...</td>
      <td>11</td>
      <td>0</td>
      <td>30</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>77</th>
      <td>RJ</td>
      <td>SAO JOSE DO VALE DO RIO PRETO</td>
      <td>10736</td>
      <td>5765</td>
      <td>0</td>
      <td>752</td>
      <td>75</td>
      <td>787</td>
      <td>304</td>
      <td>0</td>
      <td>...</td>
      <td>50</td>
      <td>0</td>
      <td>87</td>
      <td>73</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
      <td>39</td>
    </tr>
    <tr>
      <th>78</th>
      <td>RJ</td>
      <td>SAO PEDRO DA ALDEIA</td>
      <td>35804</td>
      <td>22169</td>
      <td>0</td>
      <td>972</td>
      <td>93</td>
      <td>2067</td>
      <td>1319</td>
      <td>0</td>
      <td>...</td>
      <td>130</td>
      <td>0</td>
      <td>580</td>
      <td>100</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>6</td>
      <td>11</td>
      <td>152</td>
    </tr>
    <tr>
      <th>79</th>
      <td>RJ</td>
      <td>SAO SEBASTIAO DO ALTO</td>
      <td>3861</td>
      <td>1687</td>
      <td>0</td>
      <td>130</td>
      <td>3</td>
      <td>230</td>
      <td>83</td>
      <td>0</td>
      <td>...</td>
      <td>8</td>
      <td>0</td>
      <td>47</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>8</td>
    </tr>
    <tr>
      <th>80</th>
      <td>RJ</td>
      <td>SAPUCAIA</td>
      <td>3648</td>
      <td>2223</td>
      <td>0</td>
      <td>132</td>
      <td>62</td>
      <td>304</td>
      <td>119</td>
      <td>0</td>
      <td>...</td>
      <td>14</td>
      <td>0</td>
      <td>49</td>
      <td>48</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>20</td>
    </tr>
    <tr>
      <th>81</th>
      <td>RJ</td>
      <td>SAQUAREMA</td>
      <td>35926</td>
      <td>20233</td>
      <td>0</td>
      <td>881</td>
      <td>92</td>
      <td>2122</td>
      <td>1144</td>
      <td>0</td>
      <td>...</td>
      <td>156</td>
      <td>0</td>
      <td>664</td>
      <td>92</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
      <td>1</td>
      <td>39</td>
      <td>271</td>
    </tr>
    <tr>
      <th>82</th>
      <td>RJ</td>
      <td>SEROPEDICA</td>
      <td>26049</td>
      <td>15701</td>
      <td>0</td>
      <td>1481</td>
      <td>528</td>
      <td>1709</td>
      <td>1034</td>
      <td>0</td>
      <td>...</td>
      <td>262</td>
      <td>0</td>
      <td>316</td>
      <td>512</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>119</td>
    </tr>
    <tr>
      <th>83</th>
      <td>RJ</td>
      <td>SILVA JARDIM</td>
      <td>7439</td>
      <td>3902</td>
      <td>0</td>
      <td>313</td>
      <td>48</td>
      <td>490</td>
      <td>285</td>
      <td>0</td>
      <td>...</td>
      <td>49</td>
      <td>0</td>
      <td>208</td>
      <td>35</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>30</td>
    </tr>
    <tr>
      <th>84</th>
      <td>RJ</td>
      <td>SUMIDOURO</td>
      <td>7751</td>
      <td>2869</td>
      <td>0</td>
      <td>392</td>
      <td>3</td>
      <td>630</td>
      <td>157</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>0</td>
      <td>77</td>
      <td>10</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>20</td>
    </tr>
    <tr>
      <th>85</th>
      <td>RJ</td>
      <td>TANGUA</td>
      <td>9422</td>
      <td>5617</td>
      <td>0</td>
      <td>379</td>
      <td>37</td>
      <td>604</td>
      <td>253</td>
      <td>0</td>
      <td>...</td>
      <td>70</td>
      <td>0</td>
      <td>187</td>
      <td>36</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>5</td>
      <td>26</td>
    </tr>
    <tr>
      <th>86</th>
      <td>RJ</td>
      <td>TERESOPOLIS</td>
      <td>94779</td>
      <td>58861</td>
      <td>0</td>
      <td>2540</td>
      <td>142</td>
      <td>6123</td>
      <td>3470</td>
      <td>0</td>
      <td>...</td>
      <td>285</td>
      <td>0</td>
      <td>1007</td>
      <td>121</td>
      <td>3</td>
      <td>14</td>
      <td>0</td>
      <td>3</td>
      <td>20</td>
      <td>691</td>
    </tr>
    <tr>
      <th>87</th>
      <td>RJ</td>
      <td>TRAJANO DE MORAIS</td>
      <td>3542</td>
      <td>1941</td>
      <td>0</td>
      <td>112</td>
      <td>4</td>
      <td>296</td>
      <td>92</td>
      <td>0</td>
      <td>...</td>
      <td>24</td>
      <td>0</td>
      <td>55</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>17</td>
    </tr>
    <tr>
      <th>88</th>
      <td>RJ</td>
      <td>TRES RIOS</td>
      <td>34145</td>
      <td>18514</td>
      <td>0</td>
      <td>1028</td>
      <td>186</td>
      <td>1799</td>
      <td>1024</td>
      <td>0</td>
      <td>...</td>
      <td>229</td>
      <td>0</td>
      <td>378</td>
      <td>242</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>4</td>
      <td>13</td>
      <td>140</td>
    </tr>
    <tr>
      <th>89</th>
      <td>RJ</td>
      <td>VALENCA</td>
      <td>24788</td>
      <td>16382</td>
      <td>0</td>
      <td>406</td>
      <td>34</td>
      <td>1657</td>
      <td>745</td>
      <td>0</td>
      <td>...</td>
      <td>114</td>
      <td>1</td>
      <td>238</td>
      <td>33</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>12</td>
      <td>145</td>
    </tr>
    <tr>
      <th>90</th>
      <td>RJ</td>
      <td>VARRE-SAI</td>
      <td>3016</td>
      <td>1455</td>
      <td>0</td>
      <td>64</td>
      <td>0</td>
      <td>226</td>
      <td>69</td>
      <td>0</td>
      <td>...</td>
      <td>9</td>
      <td>0</td>
      <td>17</td>
      <td>3</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>91</th>
      <td>RJ</td>
      <td>VASSOURAS</td>
      <td>15600</td>
      <td>9633</td>
      <td>0</td>
      <td>585</td>
      <td>39</td>
      <td>1130</td>
      <td>465</td>
      <td>0</td>
      <td>...</td>
      <td>105</td>
      <td>0</td>
      <td>219</td>
      <td>25</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>3</td>
      <td>4</td>
      <td>84</td>
    </tr>
    <tr>
      <th>92</th>
      <td>RJ</td>
      <td>VOLTA REDONDA</td>
      <td>137147</td>
      <td>98821</td>
      <td>0</td>
      <td>2334</td>
      <td>290</td>
      <td>7520</td>
      <td>5503</td>
      <td>1</td>
      <td>...</td>
      <td>655</td>
      <td>0</td>
      <td>1298</td>
      <td>302</td>
      <td>2</td>
      <td>8</td>
      <td>0</td>
      <td>7</td>
      <td>50</td>
      <td>1095</td>
    </tr>
  </tbody>
</table>
<p>93 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span> <span class="c1"># Análise descritiva da amostra </span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<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>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>CICLOMOTOR</th>
      <th>MICRO-ONIBUS</th>
      <th>...</th>
      <th>ONIBUS</th>
      <th>QUADRICICLO</th>
      <th>REBOQUE</th>
      <th>SEMI-REBOQUE</th>
      <th>SIDE-CAR</th>
      <th>OUTROS</th>
      <th>TRATOR ESTEI</th>
      <th>TRATOR RODAS</th>
      <th>TRICICLO</th>
      <th>UTILITARIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>9.300000e+01</td>
      <td>9.300000e+01</td>
      <td>93.0</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>...</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
      <td>93.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.232067e+04</td>
      <td>4.851058e+04</td>
      <td>0.0</td>
      <td>1557.731183</td>
      <td>181.440860</td>
      <td>3719.483871</td>
      <td>3251.075269</td>
      <td>0.634409</td>
      <td>464.236559</td>
      <td>415.817204</td>
      <td>...</td>
      <td>481.752688</td>
      <td>0.118280</td>
      <td>750.193548</td>
      <td>231.225806</td>
      <td>2.193548</td>
      <td>5.806452</td>
      <td>0.010753</td>
      <td>7.408602</td>
      <td>25.301075</td>
      <td>672.913978</td>
    </tr>
    <tr>
      <th>std</th>
      <td>2.959602e+05</td>
      <td>2.128575e+05</td>
      <td>0.0</td>
      <td>4633.046962</td>
      <td>507.326635</td>
      <td>13557.866289</td>
      <td>16032.338925</td>
      <td>4.187935</td>
      <td>1093.470476</td>
      <td>1840.190733</td>
      <td>...</td>
      <td>1871.859019</td>
      <td>0.942354</td>
      <td>2144.262193</td>
      <td>702.315752</td>
      <td>4.436161</td>
      <td>23.774876</td>
      <td>0.103695</td>
      <td>31.295310</td>
      <td>87.373609</td>
      <td>3959.215737</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000e+00</td>
      <td>0.000000e+00</td>
      <td>0.0</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>...</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>6.343000e+03</td>
      <td>3.249000e+03</td>
      <td>0.0</td>
      <td>193.000000</td>
      <td>12.000000</td>
      <td>427.000000</td>
      <td>170.000000</td>
      <td>0.000000</td>
      <td>26.000000</td>
      <td>42.000000</td>
      <td>...</td>
      <td>34.000000</td>
      <td>0.000000</td>
      <td>77.000000</td>
      <td>14.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>3.000000</td>
      <td>25.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1.418000e+04</td>
      <td>7.610000e+03</td>
      <td>0.0</td>
      <td>420.000000</td>
      <td>36.000000</td>
      <td>883.000000</td>
      <td>429.000000</td>
      <td>0.000000</td>
      <td>127.000000</td>
      <td>86.000000</td>
      <td>...</td>
      <td>70.000000</td>
      <td>0.000000</td>
      <td>221.000000</td>
      <td>37.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>7.000000</td>
      <td>78.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>4.979800e+04</td>
      <td>3.328300e+04</td>
      <td>0.0</td>
      <td>1280.000000</td>
      <td>156.000000</td>
      <td>2750.000000</td>
      <td>2089.000000</td>
      <td>0.000000</td>
      <td>349.000000</td>
      <td>276.000000</td>
      <td>...</td>
      <td>285.000000</td>
      <td>0.000000</td>
      <td>664.000000</td>
      <td>176.000000</td>
      <td>3.000000</td>
      <td>4.000000</td>
      <td>0.000000</td>
      <td>4.000000</td>
      <td>20.000000</td>
      <td>209.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>2.827516e+06</td>
      <td>2.035943e+06</td>
      <td>0.0</td>
      <td>42907.000000</td>
      <td>4143.000000</td>
      <td>129139.000000</td>
      <td>154091.000000</td>
      <td>39.000000</td>
      <td>9123.000000</td>
      <td>17645.000000</td>
      <td>...</td>
      <td>17327.000000</td>
      <td>9.000000</td>
      <td>19321.000000</td>
      <td>5649.000000</td>
      <td>32.000000</td>
      <td>225.000000</td>
      <td>1.000000</td>
      <td>289.000000</td>
      <td>818.000000</td>
      <td>37946.000000</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 22 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_frota</span><span class="o">.</span><span class="n">MUNICIPIO</span> <span class="o">==</span> <span class="s2">&quot;RIO DE JANEIRO&quot;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>...</th>
      <th>ONIBUS</th>
      <th>QUADRICICLO</th>
      <th>REBOQUE</th>
      <th>SEMI-REBOQUE</th>
      <th>SIDE-CAR</th>
      <th>OUTROS</th>
      <th>TRATOR ESTEI</th>
      <th>TRATOR RODAS</th>
      <th>TRICICLO</th>
      <th>UTILITARIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>68</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>2827516</td>
      <td>2035943</td>
      <td>0</td>
      <td>42907</td>
      <td>4143</td>
      <td>129139</td>
      <td>154091</td>
      <td>39</td>
      <td>...</td>
      <td>17327</td>
      <td>9</td>
      <td>19321</td>
      <td>5649</td>
      <td>32</td>
      <td>225</td>
      <td>0</td>
      <td>289</td>
      <td>818</td>
      <td>37946</td>
    </tr>
  </tbody>
</table>
<p>1 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s2">&quot;MUNICIPIO&quot;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[5]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0                    ANGRA DOS REIS
1                           APERIBE
2                          ARARUAMA
3                             AREAL
4                 ARMACAO DE BUZIOS
5                   ARRAIAL DO CABO
6                    BARRA DO PIRAI
7                       BARRA MANSA
8                      BELFORD ROXO
9                        BOM JARDIM
10          BOM JESUS DO ITABAPOANA
11                        CABO FRIO
12             CACHOEIRAS DE MACACU
13                          CAMBUCI
14            CAMPOS DOS GOYTACAZES
15                        CANTAGALO
16                        CARAPEBUS
17                  CARDOSO MOREIRA
18                            CARMO
19                CASIMIRO DE ABREU
20        COMENDADOR LEVY GASPARIAN
21              CONCEICAO DE MACABU
22                         CORDEIRO
23                      DUAS BARRAS
24                  DUQUE DE CAXIAS
25      ENGENHEIRO PAULO DE FRONTIN
26                       GUAPIMIRIM
27                    IGUABA GRANDE
28                         ITABORAI
29                          ITAGUAI
                  ...              
63                          RESENDE
64                       RIO BONITO
65                        RIO CLARO
66                   RIO DAS FLORES
67                   RIO DAS OSTRAS
68                   RIO DE JANEIRO
69             SANTA MARIA MADALENA
70           SANTO ANTONIO DE PADUA
71                      SAO FIDELIS
72      SAO FRANCISCO DE ITABAPOANA
73                      SAO GONCALO
74                SAO JOAO DA BARRA
75               SAO JOAO DE MERITI
76                  SAO JOSE DE UBA
77    SAO JOSE DO VALE DO RIO PRETO
78              SAO PEDRO DA ALDEIA
79            SAO SEBASTIAO DO ALTO
80                         SAPUCAIA
81                        SAQUAREMA
82                       SEROPEDICA
83                     SILVA JARDIM
84                        SUMIDOURO
85                           TANGUA
86                      TERESOPOLIS
87                TRAJANO DE MORAIS
88                        TRES RIOS
89                          VALENCA
90                        VARRE-SAI
91                        VASSOURAS
92                    VOLTA REDONDA
Name: MUNICIPIO, Length: 93, dtype: object</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_frota</span><span class="o">.</span><span class="n">AUTOMOVEL</span> <span class="o">&gt;</span> <span class="mi">100000</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>...</th>
      <th>ONIBUS</th>
      <th>QUADRICICLO</th>
      <th>REBOQUE</th>
      <th>SEMI-REBOQUE</th>
      <th>SIDE-CAR</th>
      <th>OUTROS</th>
      <th>TRATOR ESTEI</th>
      <th>TRATOR RODAS</th>
      <th>TRICICLO</th>
      <th>UTILITARIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>14</th>
      <td>RJ</td>
      <td>CAMPOS DOS GOYTACAZES</td>
      <td>219673</td>
      <td>130586</td>
      <td>0</td>
      <td>6863</td>
      <td>725</td>
      <td>12071</td>
      <td>5955</td>
      <td>0</td>
      <td>...</td>
      <td>1437</td>
      <td>0</td>
      <td>5991</td>
      <td>1097</td>
      <td>16</td>
      <td>11</td>
      <td>0</td>
      <td>41</td>
      <td>44</td>
      <td>989</td>
    </tr>
    <tr>
      <th>24</th>
      <td>RJ</td>
      <td>DUQUE DE CAXIAS</td>
      <td>276685</td>
      <td>181038</td>
      <td>0</td>
      <td>9673</td>
      <td>2286</td>
      <td>15608</td>
      <td>10897</td>
      <td>1</td>
      <td>...</td>
      <td>3893</td>
      <td>0</td>
      <td>3080</td>
      <td>3450</td>
      <td>7</td>
      <td>19</td>
      <td>0</td>
      <td>44</td>
      <td>207</td>
      <td>794</td>
    </tr>
    <tr>
      <th>48</th>
      <td>RJ</td>
      <td>NITEROI</td>
      <td>268251</td>
      <td>187289</td>
      <td>0</td>
      <td>2797</td>
      <td>135</td>
      <td>12176</td>
      <td>14021</td>
      <td>0</td>
      <td>...</td>
      <td>2494</td>
      <td>0</td>
      <td>3048</td>
      <td>208</td>
      <td>6</td>
      <td>35</td>
      <td>0</td>
      <td>11</td>
      <td>78</td>
      <td>5469</td>
    </tr>
    <tr>
      <th>50</th>
      <td>RJ</td>
      <td>NOVA IGUACU</td>
      <td>255280</td>
      <td>172853</td>
      <td>0</td>
      <td>6693</td>
      <td>541</td>
      <td>12595</td>
      <td>10262</td>
      <td>5</td>
      <td>...</td>
      <td>1743</td>
      <td>0</td>
      <td>1937</td>
      <td>543</td>
      <td>2</td>
      <td>10</td>
      <td>0</td>
      <td>13</td>
      <td>86</td>
      <td>913</td>
    </tr>
    <tr>
      <th>55</th>
      <td>RJ</td>
      <td>PETROPOLIS</td>
      <td>161741</td>
      <td>107351</td>
      <td>0</td>
      <td>3599</td>
      <td>352</td>
      <td>9374</td>
      <td>7738</td>
      <td>10</td>
      <td>...</td>
      <td>987</td>
      <td>1</td>
      <td>1217</td>
      <td>489</td>
      <td>3</td>
      <td>31</td>
      <td>0</td>
      <td>7</td>
      <td>22</td>
      <td>1926</td>
    </tr>
    <tr>
      <th>68</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>2827516</td>
      <td>2035943</td>
      <td>0</td>
      <td>42907</td>
      <td>4143</td>
      <td>129139</td>
      <td>154091</td>
      <td>39</td>
      <td>...</td>
      <td>17327</td>
      <td>9</td>
      <td>19321</td>
      <td>5649</td>
      <td>32</td>
      <td>225</td>
      <td>0</td>
      <td>289</td>
      <td>818</td>
      <td>37946</td>
    </tr>
    <tr>
      <th>73</th>
      <td>RJ</td>
      <td>SAO GONCALO</td>
      <td>311441</td>
      <td>216357</td>
      <td>0</td>
      <td>5371</td>
      <td>373</td>
      <td>13594</td>
      <td>10511</td>
      <td>0</td>
      <td>...</td>
      <td>3090</td>
      <td>0</td>
      <td>3732</td>
      <td>455</td>
      <td>5</td>
      <td>15</td>
      <td>0</td>
      <td>11</td>
      <td>76</td>
      <td>931</td>
    </tr>
    <tr>
      <th>75</th>
      <td>RJ</td>
      <td>SAO JOAO DE MERITI</td>
      <td>146661</td>
      <td>104890</td>
      <td>0</td>
      <td>3724</td>
      <td>295</td>
      <td>6770</td>
      <td>6302</td>
      <td>0</td>
      <td>...</td>
      <td>1268</td>
      <td>0</td>
      <td>780</td>
      <td>280</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>36</td>
      <td>357</td>
    </tr>
  </tbody>
</table>
<p>8 rows × 24 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span> <span class="o">=</span> <span class="n">df_frota</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s2">&quot;MUNICIPIO&quot;</span><span class="p">,</span><span class="s2">&quot;AUTOMOVEL&quot;</span><span class="p">,</span><span class="s2">&quot;ONIBUS&quot;</span><span class="p">]]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="p">[</span><span class="s2">&quot;RELATION&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_frota_auto_bus</span><span class="p">[</span><span class="s2">&quot;AUTOMOVEL&quot;</span><span class="p">]</span> <span class="o">/</span> <span class="n">df_frota_auto_bus</span><span class="p">[</span><span class="s2">&quot;ONIBUS&quot;</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[10]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>MUNICIPIO</th>
      <th>AUTOMOVEL</th>
      <th>ONIBUS</th>
      <th>RELATION</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>ANGRA DOS REIS</td>
      <td>34818</td>
      <td>374</td>
      <td>93.096257</td>
    </tr>
    <tr>
      <th>1</th>
      <td>APERIBE</td>
      <td>2351</td>
      <td>14</td>
      <td>167.928571</td>
    </tr>
    <tr>
      <th>2</th>
      <td>ARARUAMA</td>
      <td>38878</td>
      <td>182</td>
      <td>213.615385</td>
    </tr>
    <tr>
      <th>3</th>
      <td>AREAL</td>
      <td>3244</td>
      <td>44</td>
      <td>73.727273</td>
    </tr>
    <tr>
      <th>4</th>
      <td>ARMACAO DE BUZIOS</td>
      <td>11447</td>
      <td>73</td>
      <td>156.808219</td>
    </tr>
    <tr>
      <th>5</th>
      <td>ARRAIAL DO CABO</td>
      <td>7325</td>
      <td>17</td>
      <td>430.882353</td>
    </tr>
    <tr>
      <th>6</th>
      <td>BARRA DO PIRAI</td>
      <td>23227</td>
      <td>305</td>
      <td>76.154098</td>
    </tr>
    <tr>
      <th>7</th>
      <td>BARRA MANSA</td>
      <td>50961</td>
      <td>653</td>
      <td>78.041348</td>
    </tr>
    <tr>
      <th>8</th>
      <td>BELFORD ROXO</td>
      <td>75236</td>
      <td>799</td>
      <td>94.162703</td>
    </tr>
    <tr>
      <th>9</th>
      <td>BOM JARDIM</td>
      <td>7610</td>
      <td>57</td>
      <td>133.508772</td>
    </tr>
    <tr>
      <th>10</th>
      <td>BOM JESUS DO ITABAPOANA</td>
      <td>5755</td>
      <td>65</td>
      <td>88.538462</td>
    </tr>
    <tr>
      <th>11</th>
      <td>CABO FRIO</td>
      <td>64465</td>
      <td>455</td>
      <td>141.681319</td>
    </tr>
    <tr>
      <th>12</th>
      <td>CACHOEIRAS DE MACACU</td>
      <td>13968</td>
      <td>57</td>
      <td>245.052632</td>
    </tr>
    <tr>
      <th>13</th>
      <td>CAMBUCI</td>
      <td>2001</td>
      <td>33</td>
      <td>60.636364</td>
    </tr>
    <tr>
      <th>14</th>
      <td>CAMPOS DOS GOYTACAZES</td>
      <td>130586</td>
      <td>1437</td>
      <td>90.874043</td>
    </tr>
    <tr>
      <th>15</th>
      <td>CANTAGALO</td>
      <td>4472</td>
      <td>48</td>
      <td>93.166667</td>
    </tr>
    <tr>
      <th>16</th>
      <td>CARAPEBUS</td>
      <td>2558</td>
      <td>27</td>
      <td>94.740741</td>
    </tr>
    <tr>
      <th>17</th>
      <td>CARDOSO MOREIRA</td>
      <td>2032</td>
      <td>61</td>
      <td>33.311475</td>
    </tr>
    <tr>
      <th>18</th>
      <td>CARMO</td>
      <td>3175</td>
      <td>19</td>
      <td>167.105263</td>
    </tr>
    <tr>
      <th>19</th>
      <td>CASIMIRO DE ABREU</td>
      <td>9047</td>
      <td>32</td>
      <td>282.718750</td>
    </tr>
    <tr>
      <th>20</th>
      <td>COMENDADOR LEVY GASPARIAN</td>
      <td>1618</td>
      <td>21</td>
      <td>77.047619</td>
    </tr>
    <tr>
      <th>21</th>
      <td>CONCEICAO DE MACABU</td>
      <td>4622</td>
      <td>58</td>
      <td>79.689655</td>
    </tr>
    <tr>
      <th>22</th>
      <td>CORDEIRO</td>
      <td>6639</td>
      <td>57</td>
      <td>116.473684</td>
    </tr>
    <tr>
      <th>23</th>
      <td>DUAS BARRAS</td>
      <td>2509</td>
      <td>10</td>
      <td>250.900000</td>
    </tr>
    <tr>
      <th>24</th>
      <td>DUQUE DE CAXIAS</td>
      <td>181038</td>
      <td>3893</td>
      <td>46.503468</td>
    </tr>
    <tr>
      <th>25</th>
      <td>ENGENHEIRO PAULO DE FRONTIN</td>
      <td>3249</td>
      <td>18</td>
      <td>180.500000</td>
    </tr>
    <tr>
      <th>26</th>
      <td>GUAPIMIRIM</td>
      <td>9506</td>
      <td>55</td>
      <td>172.836364</td>
    </tr>
    <tr>
      <th>27</th>
      <td>IGUABA GRANDE</td>
      <td>7366</td>
      <td>35</td>
      <td>210.457143</td>
    </tr>
    <tr>
      <th>28</th>
      <td>ITABORAI</td>
      <td>54035</td>
      <td>584</td>
      <td>92.525685</td>
    </tr>
    <tr>
      <th>29</th>
      <td>ITAGUAI</td>
      <td>33283</td>
      <td>325</td>
      <td>102.409231</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>63</th>
      <td>RESENDE</td>
      <td>47569</td>
      <td>548</td>
      <td>86.804745</td>
    </tr>
    <tr>
      <th>64</th>
      <td>RIO BONITO</td>
      <td>29085</td>
      <td>143</td>
      <td>203.391608</td>
    </tr>
    <tr>
      <th>65</th>
      <td>RIO CLARO</td>
      <td>3405</td>
      <td>24</td>
      <td>141.875000</td>
    </tr>
    <tr>
      <th>66</th>
      <td>RIO DAS FLORES</td>
      <td>1672</td>
      <td>25</td>
      <td>66.880000</td>
    </tr>
    <tr>
      <th>67</th>
      <td>RIO DAS OSTRAS</td>
      <td>33669</td>
      <td>147</td>
      <td>229.040816</td>
    </tr>
    <tr>
      <th>68</th>
      <td>RIO DE JANEIRO</td>
      <td>2035943</td>
      <td>17327</td>
      <td>117.501183</td>
    </tr>
    <tr>
      <th>69</th>
      <td>SANTA MARIA MADALENA</td>
      <td>1930</td>
      <td>24</td>
      <td>80.416667</td>
    </tr>
    <tr>
      <th>70</th>
      <td>SANTO ANTONIO DE PADUA</td>
      <td>8788</td>
      <td>40</td>
      <td>219.700000</td>
    </tr>
    <tr>
      <th>71</th>
      <td>SAO FIDELIS</td>
      <td>6866</td>
      <td>76</td>
      <td>90.342105</td>
    </tr>
    <tr>
      <th>72</th>
      <td>SAO FRANCISCO DE ITABAPOANA</td>
      <td>5669</td>
      <td>109</td>
      <td>52.009174</td>
    </tr>
    <tr>
      <th>73</th>
      <td>SAO GONCALO</td>
      <td>216357</td>
      <td>3090</td>
      <td>70.018447</td>
    </tr>
    <tr>
      <th>74</th>
      <td>SAO JOAO DA BARRA</td>
      <td>6370</td>
      <td>80</td>
      <td>79.625000</td>
    </tr>
    <tr>
      <th>75</th>
      <td>SAO JOAO DE MERITI</td>
      <td>104890</td>
      <td>1268</td>
      <td>82.720820</td>
    </tr>
    <tr>
      <th>76</th>
      <td>SAO JOSE DE UBA</td>
      <td>1005</td>
      <td>11</td>
      <td>91.363636</td>
    </tr>
    <tr>
      <th>77</th>
      <td>SAO JOSE DO VALE DO RIO PRETO</td>
      <td>5765</td>
      <td>50</td>
      <td>115.300000</td>
    </tr>
    <tr>
      <th>78</th>
      <td>SAO PEDRO DA ALDEIA</td>
      <td>22169</td>
      <td>130</td>
      <td>170.530769</td>
    </tr>
    <tr>
      <th>79</th>
      <td>SAO SEBASTIAO DO ALTO</td>
      <td>1687</td>
      <td>8</td>
      <td>210.875000</td>
    </tr>
    <tr>
      <th>80</th>
      <td>SAPUCAIA</td>
      <td>2223</td>
      <td>14</td>
      <td>158.785714</td>
    </tr>
    <tr>
      <th>81</th>
      <td>SAQUAREMA</td>
      <td>20233</td>
      <td>156</td>
      <td>129.698718</td>
    </tr>
    <tr>
      <th>82</th>
      <td>SEROPEDICA</td>
      <td>15701</td>
      <td>262</td>
      <td>59.927481</td>
    </tr>
    <tr>
      <th>83</th>
      <td>SILVA JARDIM</td>
      <td>3902</td>
      <td>49</td>
      <td>79.632653</td>
    </tr>
    <tr>
      <th>84</th>
      <td>SUMIDOURO</td>
      <td>2869</td>
      <td>24</td>
      <td>119.541667</td>
    </tr>
    <tr>
      <th>85</th>
      <td>TANGUA</td>
      <td>5617</td>
      <td>70</td>
      <td>80.242857</td>
    </tr>
    <tr>
      <th>86</th>
      <td>TERESOPOLIS</td>
      <td>58861</td>
      <td>285</td>
      <td>206.529825</td>
    </tr>
    <tr>
      <th>87</th>
      <td>TRAJANO DE MORAIS</td>
      <td>1941</td>
      <td>24</td>
      <td>80.875000</td>
    </tr>
    <tr>
      <th>88</th>
      <td>TRES RIOS</td>
      <td>18514</td>
      <td>229</td>
      <td>80.847162</td>
    </tr>
    <tr>
      <th>89</th>
      <td>VALENCA</td>
      <td>16382</td>
      <td>114</td>
      <td>143.701754</td>
    </tr>
    <tr>
      <th>90</th>
      <td>VARRE-SAI</td>
      <td>1455</td>
      <td>9</td>
      <td>161.666667</td>
    </tr>
    <tr>
      <th>91</th>
      <td>VASSOURAS</td>
      <td>9633</td>
      <td>105</td>
      <td>91.742857</td>
    </tr>
    <tr>
      <th>92</th>
      <td>VOLTA REDONDA</td>
      <td>98821</td>
      <td>655</td>
      <td>150.871756</td>
    </tr>
  </tbody>
</table>
<p>93 rows × 4 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="2---An&#225;lises-estat&#237;sticas-dos-dados">2 - An&#225;lises estat&#237;sticas dos dados<a class="anchor-link" href="#2---An&#225;lises-estat&#237;sticas-dos-dados">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="p">[</span><span class="s2">&quot;RELATION&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span> <span class="c1"># Análise descritiva da variavel RELATION na amostra composta</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>count     92.000000
mean     124.212233
std       70.405836
min       30.839286
25%       79.580357
50%       94.535005
75%      162.771008
max      430.882353
Name: RELATION, dtype: float64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[58]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib</span> <span class="c1"># Biblioteca para plot dos dados, facilitadores para análise estatística</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="s1">&#39;AUTOMOVEL&#39;</span><span class="p">,</span><span class="s1">&#39;RELATION&#39;</span><span class="p">,</span><span class="n">s</span><span class="o">=</span><span class="mi">10</span><span class="p">);</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="s1">&#39;RELATION&#39;</span><span class="p">,</span><span class="s1">&#39;AUTOMOVEL&#39;</span><span class="p">,</span><span class="n">s</span><span class="o">=</span><span class="mi">10</span><span class="p">);</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">AUTOMOVEL</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">ONIBUS</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="O-histograma-abaixo-apresenta-a-distribui&#231;&#227;o-nos-valores-da-rela&#231;&#227;o-entre-total-de-autom&#243;veis-pelo-total-de-&#244;nibus-nas-cidades-do-estado-do-Rio-de-Janeiro">O histograma abaixo apresenta a distribui&#231;&#227;o nos valores da rela&#231;&#227;o entre total de autom&#243;veis pelo total de &#244;nibus nas cidades do estado do Rio de Janeiro<a class="anchor-link" href="#O-histograma-abaixo-apresenta-a-distribui&#231;&#227;o-nos-valores-da-rela&#231;&#227;o-entre-total-de-autom&#243;veis-pelo-total-de-&#244;nibus-nas-cidades-do-estado-do-Rio-de-Janeiro">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">RELATION</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">RELATION</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">kde</span><span class="p">();</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">RELATION</span><span class="o">.</span><span class="n">var</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>4956.981718209874</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>O calculo abaixo representa a medida do desvio padrão dos dados em relação à média amostral</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">RELATION</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>70.40583582495043</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">RELATION</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>124.21223321282662</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Calculo da correlacao entre automovel e onibus</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[61]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">AUTOMOVEL</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">ONIBUS</span><span class="p">)</span> <span class="c1"># correlacao linear positiva</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_text output_subarea output_execute_result">
<pre>0.986730526624075</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota_auto_bus</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span> <span class="c1"># correlacao entre os atributos do dataset</span>
</pre></div>

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

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


<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>AUTOMOVEL</th>
      <th>ONIBUS</th>
      <th>RELATION</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>AUTOMOVEL</th>
      <td>1.000000</td>
      <td>0.986731</td>
      <td>-0.034309</td>
    </tr>
    <tr>
      <th>ONIBUS</th>
      <td>0.986731</td>
      <td>1.000000</td>
      <td>-0.087405</td>
    </tr>
    <tr>
      <th>RELATION</th>
      <td>-0.034309</td>
      <td>-0.087405</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[63]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_frota</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span> <span class="c1"># correlacao entre todas as variaveis do problema</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[63]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>CICLOMOTOR</th>
      <th>MICRO-ONIBUS</th>
      <th>...</th>
      <th>ONIBUS</th>
      <th>QUADRICICLO</th>
      <th>REBOQUE</th>
      <th>SEMI-REBOQUE</th>
      <th>SIDE-CAR</th>
      <th>OUTROS</th>
      <th>TRATOR ESTEI</th>
      <th>TRATOR RODAS</th>
      <th>TRICICLO</th>
      <th>UTILITARIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>TOTAL</th>
      <td>1.000000</td>
      <td>0.999782</td>
      <td>NaN</td>
      <td>0.983431</td>
      <td>0.880901</td>
      <td>0.998925</td>
      <td>0.997728</td>
      <td>0.959424</td>
      <td>0.892514</td>
      <td>0.997019</td>
      <td>...</td>
      <td>0.987863</td>
      <td>0.968038</td>
      <td>0.965950</td>
      <td>0.871247</td>
      <td>0.761234</td>
      <td>0.988744</td>
      <td>0.013780</td>
      <td>0.961550</td>
      <td>0.984172</td>
      <td>0.987858</td>
    </tr>
    <tr>
      <th>AUTOMOVEL</th>
      <td>0.999782</td>
      <td>1.000000</td>
      <td>NaN</td>
      <td>0.980429</td>
      <td>0.876227</td>
      <td>0.998017</td>
      <td>0.998562</td>
      <td>0.961032</td>
      <td>0.885207</td>
      <td>0.997214</td>
      <td>...</td>
      <td>0.986731</td>
      <td>0.970715</td>
      <td>0.961353</td>
      <td>0.866014</td>
      <td>0.752744</td>
      <td>0.988549</td>
      <td>0.006535</td>
      <td>0.959359</td>
      <td>0.983086</td>
      <td>0.989399</td>
    </tr>
    <tr>
      <th>BONDE</th>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>...</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>CAMINHAO</th>
      <td>0.983431</td>
      <td>0.980429</td>
      <td>NaN</td>
      <td>1.000000</td>
      <td>0.928396</td>
      <td>0.988779</td>
      <td>0.973291</td>
      <td>0.932697</td>
      <td>0.917480</td>
      <td>0.975847</td>
      <td>...</td>
      <td>0.983565</td>
      <td>0.928706</td>
      <td>0.976589</td>
      <td>0.922303</td>
      <td>0.780552</td>
      <td>0.967547</td>
      <td>0.035120</td>
      <td>0.957078</td>
      <td>0.982181</td>
      <td>0.950626</td>
    </tr>
    <tr>
      <th>CAMINHAO TRATOR</th>
      <td>0.880901</td>
      <td>0.876227</td>
      <td>NaN</td>
      <td>0.928396</td>
      <td>1.000000</td>
      <td>0.893997</td>
      <td>0.865636</td>
      <td>0.822539</td>
      <td>0.839881</td>
      <td>0.865601</td>
      <td>...</td>
      <td>0.914151</td>
      <td>0.811149</td>
      <td>0.887537</td>
      <td>0.995891</td>
      <td>0.744069</td>
      <td>0.861797</td>
      <td>0.094953</td>
      <td>0.900732</td>
      <td>0.919550</td>
      <td>0.834487</td>
    </tr>
    <tr>
      <th>CAMINHONETE</th>
      <td>0.998925</td>
      <td>0.998017</td>
      <td>NaN</td>
      <td>0.988779</td>
      <td>0.893997</td>
      <td>1.000000</td>
      <td>0.995257</td>
      <td>0.957723</td>
      <td>0.898299</td>
      <td>0.994759</td>
      <td>...</td>
      <td>0.987986</td>
      <td>0.963372</td>
      <td>0.971243</td>
      <td>0.885035</td>
      <td>0.771763</td>
      <td>0.989359</td>
      <td>0.029345</td>
      <td>0.964930</td>
      <td>0.985516</td>
      <td>0.984199</td>
    </tr>
    <tr>
      <th>CAMIONETA</th>
      <td>0.997728</td>
      <td>0.998562</td>
      <td>NaN</td>
      <td>0.973291</td>
      <td>0.865636</td>
      <td>0.995257</td>
      <td>1.000000</td>
      <td>0.965859</td>
      <td>0.872524</td>
      <td>0.996633</td>
      <td>...</td>
      <td>0.980279</td>
      <td>0.978122</td>
      <td>0.951194</td>
      <td>0.855758</td>
      <td>0.741859</td>
      <td>0.990121</td>
      <td>0.006243</td>
      <td>0.958292</td>
      <td>0.979793</td>
      <td>0.994504</td>
    </tr>
    <tr>
      <th>CHASSI PLATAF</th>
      <td>0.959424</td>
      <td>0.961032</td>
      <td>NaN</td>
      <td>0.932697</td>
      <td>0.822539</td>
      <td>0.957723</td>
      <td>0.965859</td>
      <td>1.000000</td>
      <td>0.817478</td>
      <td>0.960674</td>
      <td>...</td>
      <td>0.930503</td>
      <td>0.975052</td>
      <td>0.891290</td>
      <td>0.810504</td>
      <td>0.688962</td>
      <td>0.963669</td>
      <td>-0.015879</td>
      <td>0.914837</td>
      <td>0.930937</td>
      <td>0.961476</td>
    </tr>
    <tr>
      <th>CICLOMOTOR</th>
      <td>0.892514</td>
      <td>0.885207</td>
      <td>NaN</td>
      <td>0.917480</td>
      <td>0.839881</td>
      <td>0.898299</td>
      <td>0.872524</td>
      <td>0.817478</td>
      <td>1.000000</td>
      <td>0.891022</td>
      <td>...</td>
      <td>0.889597</td>
      <td>0.815815</td>
      <td>0.931139</td>
      <td>0.837600</td>
      <td>0.826396</td>
      <td>0.866390</td>
      <td>0.185470</td>
      <td>0.910332</td>
      <td>0.891451</td>
      <td>0.845361</td>
    </tr>
    <tr>
      <th>MICRO-ONIBUS</th>
      <td>0.997019</td>
      <td>0.997214</td>
      <td>NaN</td>
      <td>0.975847</td>
      <td>0.865601</td>
      <td>0.994759</td>
      <td>0.996633</td>
      <td>0.960674</td>
      <td>0.891022</td>
      <td>1.000000</td>
      <td>...</td>
      <td>0.980549</td>
      <td>0.972193</td>
      <td>0.959931</td>
      <td>0.855220</td>
      <td>0.752438</td>
      <td>0.983377</td>
      <td>0.036296</td>
      <td>0.963062</td>
      <td>0.977190</td>
      <td>0.988060</td>
    </tr>
    <tr>
      <th>MOTOCICLETA</th>
      <td>0.995886</td>
      <td>0.994024</td>
      <td>NaN</td>
      <td>0.988397</td>
      <td>0.885934</td>
      <td>0.996736</td>
      <td>0.988376</td>
      <td>0.947219</td>
      <td>0.917151</td>
      <td>0.990931</td>
      <td>...</td>
      <td>0.987837</td>
      <td>0.950179</td>
      <td>0.977535</td>
      <td>0.877372</td>
      <td>0.788328</td>
      <td>0.982899</td>
      <td>0.034940</td>
      <td>0.959664</td>
      <td>0.981500</td>
      <td>0.974483</td>
    </tr>
    <tr>
      <th>MOTONETA</th>
      <td>0.981121</td>
      <td>0.977609</td>
      <td>NaN</td>
      <td>0.980209</td>
      <td>0.878696</td>
      <td>0.983954</td>
      <td>0.971673</td>
      <td>0.925777</td>
      <td>0.933410</td>
      <td>0.976344</td>
      <td>...</td>
      <td>0.969083</td>
      <td>0.932294</td>
      <td>0.988144</td>
      <td>0.873643</td>
      <td>0.819910</td>
      <td>0.968595</td>
      <td>0.047013</td>
      <td>0.958822</td>
      <td>0.966173</td>
      <td>0.960801</td>
    </tr>
    <tr>
      <th>ONIBUS</th>
      <td>0.987863</td>
      <td>0.986731</td>
      <td>NaN</td>
      <td>0.983565</td>
      <td>0.914151</td>
      <td>0.987986</td>
      <td>0.980279</td>
      <td>0.930503</td>
      <td>0.889597</td>
      <td>0.980549</td>
      <td>...</td>
      <td>1.000000</td>
      <td>0.935058</td>
      <td>0.964890</td>
      <td>0.909009</td>
      <td>0.755860</td>
      <td>0.972480</td>
      <td>0.023981</td>
      <td>0.953484</td>
      <td>0.988850</td>
      <td>0.963950</td>
    </tr>
    <tr>
      <th>QUADRICICLO</th>
      <td>0.968038</td>
      <td>0.970715</td>
      <td>NaN</td>
      <td>0.928706</td>
      <td>0.811149</td>
      <td>0.963372</td>
      <td>0.978122</td>
      <td>0.975052</td>
      <td>0.815815</td>
      <td>0.972193</td>
      <td>...</td>
      <td>0.935058</td>
      <td>1.000000</td>
      <td>0.898825</td>
      <td>0.801787</td>
      <td>0.696492</td>
      <td>0.968915</td>
      <td>-0.013157</td>
      <td>0.931560</td>
      <td>0.939629</td>
      <td>0.979410</td>
    </tr>
    <tr>
      <th>REBOQUE</th>
      <td>0.965950</td>
      <td>0.961353</td>
      <td>NaN</td>
      <td>0.976589</td>
      <td>0.887537</td>
      <td>0.971243</td>
      <td>0.951194</td>
      <td>0.891290</td>
      <td>0.931139</td>
      <td>0.959931</td>
      <td>...</td>
      <td>0.964890</td>
      <td>0.898825</td>
      <td>1.000000</td>
      <td>0.885153</td>
      <td>0.830198</td>
      <td>0.951957</td>
      <td>0.071118</td>
      <td>0.946699</td>
      <td>0.951529</td>
      <td>0.937208</td>
    </tr>
    <tr>
      <th>SEMI-REBOQUE</th>
      <td>0.871247</td>
      <td>0.866014</td>
      <td>NaN</td>
      <td>0.922303</td>
      <td>0.995891</td>
      <td>0.885035</td>
      <td>0.855758</td>
      <td>0.810504</td>
      <td>0.837600</td>
      <td>0.855220</td>
      <td>...</td>
      <td>0.909009</td>
      <td>0.801787</td>
      <td>0.885153</td>
      <td>1.000000</td>
      <td>0.749594</td>
      <td>0.854238</td>
      <td>0.108025</td>
      <td>0.897325</td>
      <td>0.915901</td>
      <td>0.825266</td>
    </tr>
    <tr>
      <th>SIDE-CAR</th>
      <td>0.761234</td>
      <td>0.752744</td>
      <td>NaN</td>
      <td>0.780552</td>
      <td>0.744069</td>
      <td>0.771763</td>
      <td>0.741859</td>
      <td>0.688962</td>
      <td>0.826396</td>
      <td>0.752438</td>
      <td>...</td>
      <td>0.755860</td>
      <td>0.696492</td>
      <td>0.830198</td>
      <td>0.749594</td>
      <td>1.000000</td>
      <td>0.752794</td>
      <td>0.184459</td>
      <td>0.792459</td>
      <td>0.752859</td>
      <td>0.737058</td>
    </tr>
    <tr>
      <th>OUTROS</th>
      <td>0.988744</td>
      <td>0.988549</td>
      <td>NaN</td>
      <td>0.967547</td>
      <td>0.861797</td>
      <td>0.989359</td>
      <td>0.990121</td>
      <td>0.963669</td>
      <td>0.866390</td>
      <td>0.983377</td>
      <td>...</td>
      <td>0.972480</td>
      <td>0.968915</td>
      <td>0.951957</td>
      <td>0.854238</td>
      <td>0.752794</td>
      <td>1.000000</td>
      <td>0.014080</td>
      <td>0.944800</td>
      <td>0.969034</td>
      <td>0.988984</td>
    </tr>
    <tr>
      <th>TRATOR ESTEI</th>
      <td>0.013780</td>
      <td>0.006535</td>
      <td>NaN</td>
      <td>0.035120</td>
      <td>0.094953</td>
      <td>0.029345</td>
      <td>0.006243</td>
      <td>-0.015879</td>
      <td>0.185470</td>
      <td>0.036296</td>
      <td>...</td>
      <td>0.023981</td>
      <td>-0.013157</td>
      <td>0.071118</td>
      <td>0.108025</td>
      <td>0.184459</td>
      <td>0.014080</td>
      <td>1.000000</td>
      <td>0.216346</td>
      <td>0.020034</td>
      <td>0.014167</td>
    </tr>
    <tr>
      <th>TRATOR RODAS</th>
      <td>0.961550</td>
      <td>0.959359</td>
      <td>NaN</td>
      <td>0.957078</td>
      <td>0.900732</td>
      <td>0.964930</td>
      <td>0.958292</td>
      <td>0.914837</td>
      <td>0.910332</td>
      <td>0.963062</td>
      <td>...</td>
      <td>0.953484</td>
      <td>0.931560</td>
      <td>0.946699</td>
      <td>0.897325</td>
      <td>0.792459</td>
      <td>0.944800</td>
      <td>0.216346</td>
      <td>1.000000</td>
      <td>0.955885</td>
      <td>0.949211</td>
    </tr>
    <tr>
      <th>TRICICLO</th>
      <td>0.984172</td>
      <td>0.983086</td>
      <td>NaN</td>
      <td>0.982181</td>
      <td>0.919550</td>
      <td>0.985516</td>
      <td>0.979793</td>
      <td>0.930937</td>
      <td>0.891451</td>
      <td>0.977190</td>
      <td>...</td>
      <td>0.988850</td>
      <td>0.939629</td>
      <td>0.951529</td>
      <td>0.915901</td>
      <td>0.752859</td>
      <td>0.969034</td>
      <td>0.020034</td>
      <td>0.955885</td>
      <td>1.000000</td>
      <td>0.962945</td>
    </tr>
    <tr>
      <th>UTILITARIO</th>
      <td>0.987858</td>
      <td>0.989399</td>
      <td>NaN</td>
      <td>0.950626</td>
      <td>0.834487</td>
      <td>0.984199</td>
      <td>0.994504</td>
      <td>0.961476</td>
      <td>0.845361</td>
      <td>0.988060</td>
      <td>...</td>
      <td>0.963950</td>
      <td>0.979410</td>
      <td>0.937208</td>
      <td>0.825266</td>
      <td>0.737058</td>
      <td>0.988984</td>
      <td>0.014167</td>
      <td>0.949211</td>
      <td>0.962945</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
<p>22 rows × 22 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="3---Opera&#231;&#245;es-em-DataFrames">3 - Opera&#231;&#245;es em DataFrames<a class="anchor-link" href="#3---Opera&#231;&#245;es-em-DataFrames">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</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;cidaderj.csv&#39;</span><span class="p">,</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[74]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[74]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>RJ</td>
      <td>ANGRA DOS REIS</td>
      <td>41516</td>
      <td>2771018</td>
      <td>4051525</td>
      <td>1653972</td>
      <td>8518031</td>
      <td>604530</td>
      <td>9122561</td>
      <td>191504</td>
      <td>47636.40</td>
    </tr>
    <tr>
      <th>1</th>
      <td>RJ</td>
      <td>APERIBE</td>
      <td>7331</td>
      <td>14050</td>
      <td>57315</td>
      <td>80675</td>
      <td>159371</td>
      <td>8649</td>
      <td>168019</td>
      <td>11160</td>
      <td>15055.48</td>
    </tr>
    <tr>
      <th>2</th>
      <td>RJ</td>
      <td>ARARUAMA</td>
      <td>39534</td>
      <td>245682</td>
      <td>1155250</td>
      <td>868306</td>
      <td>2308773</td>
      <td>158553</td>
      <td>2467326</td>
      <td>124940</td>
      <td>19748.08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>RJ</td>
      <td>AREAL</td>
      <td>2449</td>
      <td>45062</td>
      <td>118469</td>
      <td>99658</td>
      <td>265638</td>
      <td>50639</td>
      <td>316277</td>
      <td>12058</td>
      <td>26229.60</td>
    </tr>
    <tr>
      <th>4</th>
      <td>RJ</td>
      <td>ARMACAO DOS BUZIOS</td>
      <td>8564</td>
      <td>285573</td>
      <td>819191</td>
      <td>284130</td>
      <td>1397458</td>
      <td>77486</td>
      <td>1474944</td>
      <td>31674</td>
      <td>46566.38</td>
    </tr>
    <tr>
      <th>5</th>
      <td>RJ</td>
      <td>ARRAIAL DO CABO</td>
      <td>15182</td>
      <td>87133</td>
      <td>276890</td>
      <td>242622</td>
      <td>621828</td>
      <td>33333</td>
      <td>655161</td>
      <td>29077</td>
      <td>22531.94</td>
    </tr>
    <tr>
      <th>6</th>
      <td>RJ</td>
      <td>BARRA DO PIRAI</td>
      <td>45481</td>
      <td>251638</td>
      <td>913471</td>
      <td>615180</td>
      <td>1825770</td>
      <td>159649</td>
      <td>1985419</td>
      <td>97152</td>
      <td>20436.21</td>
    </tr>
    <tr>
      <th>7</th>
      <td>RJ</td>
      <td>BARRA MANSA</td>
      <td>51137</td>
      <td>783665</td>
      <td>2305227</td>
      <td>1158795</td>
      <td>4298824</td>
      <td>446858</td>
      <td>4745682</td>
      <td>180126</td>
      <td>26346.46</td>
    </tr>
    <tr>
      <th>8</th>
      <td>RJ</td>
      <td>BELFORD ROXO</td>
      <td>2679</td>
      <td>988890</td>
      <td>3428107</td>
      <td>3073707</td>
      <td>7493383</td>
      <td>790665</td>
      <td>8284049</td>
      <td>494141</td>
      <td>16764.54</td>
    </tr>
    <tr>
      <th>9</th>
      <td>RJ</td>
      <td>BOM JARDIM</td>
      <td>67768</td>
      <td>133336</td>
      <td>234725</td>
      <td>187602</td>
      <td>623430</td>
      <td>55700</td>
      <td>679130</td>
      <td>26424</td>
      <td>25701.24</td>
    </tr>
    <tr>
      <th>10</th>
      <td>RJ</td>
      <td>BOM JESUS DO ITABAPOANA</td>
      <td>41472</td>
      <td>87191</td>
      <td>286702</td>
      <td>251985</td>
      <td>667350</td>
      <td>44486</td>
      <td>711836</td>
      <td>36031</td>
      <td>19756.20</td>
    </tr>
    <tr>
      <th>11</th>
      <td>RJ</td>
      <td>CABO FRIO</td>
      <td>35871</td>
      <td>1913567</td>
      <td>3202121</td>
      <td>1721173</td>
      <td>6872731</td>
      <td>338634</td>
      <td>7211366</td>
      <td>212289</td>
      <td>33969.57</td>
    </tr>
    <tr>
      <th>12</th>
      <td>RJ</td>
      <td>CACHOEIRAS DE MACACU</td>
      <td>50384</td>
      <td>163464</td>
      <td>318303</td>
      <td>403853</td>
      <td>936004</td>
      <td>107065</td>
      <td>1043069</td>
      <td>56603</td>
      <td>18427.81</td>
    </tr>
    <tr>
      <th>13</th>
      <td>RJ</td>
      <td>CAMBUCI</td>
      <td>64949</td>
      <td>35556</td>
      <td>92369</td>
      <td>112105</td>
      <td>304979</td>
      <td>29365</td>
      <td>334344</td>
      <td>14824</td>
      <td>22554.23</td>
    </tr>
    <tr>
      <th>14</th>
      <td>RJ</td>
      <td>CARAPEBUS</td>
      <td>8649</td>
      <td>57332</td>
      <td>88441</td>
      <td>137851</td>
      <td>292272</td>
      <td>11032</td>
      <td>303304</td>
      <td>15293</td>
      <td>19832.89</td>
    </tr>
    <tr>
      <th>15</th>
      <td>RJ</td>
      <td>COMENDADOR LEVY GASPARIAN</td>
      <td>4278</td>
      <td>151762</td>
      <td>89358</td>
      <td>71924</td>
      <td>317321</td>
      <td>32328</td>
      <td>349649</td>
      <td>8255</td>
      <td>42356.06</td>
    </tr>
    <tr>
      <th>16</th>
      <td>RJ</td>
      <td>CAMPOS DOS GOYTACAZES</td>
      <td>186273</td>
      <td>5167896</td>
      <td>7440673</td>
      <td>3631679</td>
      <td>16426521</td>
      <td>856861</td>
      <td>17283382</td>
      <td>487186</td>
      <td>35475.94</td>
    </tr>
    <tr>
      <th>17</th>
      <td>RJ</td>
      <td>CANTAGALO</td>
      <td>25075</td>
      <td>376553</td>
      <td>259636</td>
      <td>159655</td>
      <td>820919</td>
      <td>45013</td>
      <td>865932</td>
      <td>19727</td>
      <td>43895.79</td>
    </tr>
    <tr>
      <th>18</th>
      <td>RJ</td>
      <td>CARDOSO MOREIRA</td>
      <td>18840</td>
      <td>97519</td>
      <td>96090</td>
      <td>105663</td>
      <td>318112</td>
      <td>12900</td>
      <td>331013</td>
      <td>12538</td>
      <td>26400.75</td>
    </tr>
    <tr>
      <th>19</th>
      <td>RJ</td>
      <td>CARMO</td>
      <td>16803</td>
      <td>145765</td>
      <td>122947</td>
      <td>138912</td>
      <td>424427</td>
      <td>42434</td>
      <td>466860</td>
      <td>18322</td>
      <td>25480.86</td>
    </tr>
    <tr>
      <th>20</th>
      <td>RJ</td>
      <td>CASIMIRO DE ABREU</td>
      <td>9537</td>
      <td>292839</td>
      <td>448074</td>
      <td>339002</td>
      <td>1089452</td>
      <td>51379</td>
      <td>1140831</td>
      <td>41167</td>
      <td>27712.27</td>
    </tr>
    <tr>
      <th>21</th>
      <td>RJ</td>
      <td>CONCEICAO DE MACABU</td>
      <td>11465</td>
      <td>14184</td>
      <td>124508</td>
      <td>165405</td>
      <td>315562</td>
      <td>17143</td>
      <td>332705</td>
      <td>22315</td>
      <td>14909.49</td>
    </tr>
    <tr>
      <th>22</th>
      <td>RJ</td>
      <td>CORDEIRO</td>
      <td>4885</td>
      <td>36075</td>
      <td>145128</td>
      <td>144450</td>
      <td>330538</td>
      <td>15721</td>
      <td>346259</td>
      <td>21158</td>
      <td>16365.40</td>
    </tr>
    <tr>
      <th>23</th>
      <td>RJ</td>
      <td>DUAS BARRAS</td>
      <td>53538</td>
      <td>16607</td>
      <td>52251</td>
      <td>92033</td>
      <td>214429</td>
      <td>19386</td>
      <td>233815</td>
      <td>11145</td>
      <td>20979.33</td>
    </tr>
    <tr>
      <th>24</th>
      <td>RJ</td>
      <td>DUQUE DE CAXIAS</td>
      <td>13548</td>
      <td>10649907</td>
      <td>17891892</td>
      <td>6404256</td>
      <td>34959604</td>
      <td>4898139</td>
      <td>39857742</td>
      <td>886917</td>
      <td>44939.65</td>
    </tr>
    <tr>
      <th>25</th>
      <td>RJ</td>
      <td>ENGENHEIRO PAULO DE FRONTIN</td>
      <td>25825</td>
      <td>23700</td>
      <td>81228</td>
      <td>112499</td>
      <td>243251</td>
      <td>16329</td>
      <td>259580</td>
      <td>13521</td>
      <td>19198.29</td>
    </tr>
    <tr>
      <th>26</th>
      <td>RJ</td>
      <td>GUAPIMIRIM</td>
      <td>16391</td>
      <td>88106</td>
      <td>329883</td>
      <td>413453</td>
      <td>847833</td>
      <td>60850</td>
      <td>908683</td>
      <td>57105</td>
      <td>15912.49</td>
    </tr>
    <tr>
      <th>27</th>
      <td>RJ</td>
      <td>IGUABA GRANDE</td>
      <td>2873</td>
      <td>35896</td>
      <td>169978</td>
      <td>198552</td>
      <td>407298</td>
      <td>19628</td>
      <td>426926</td>
      <td>26430</td>
      <td>16153.08</td>
    </tr>
    <tr>
      <th>28</th>
      <td>RJ</td>
      <td>ITABORAI</td>
      <td>10301</td>
      <td>574397</td>
      <td>1892997</td>
      <td>1543524</td>
      <td>4021219</td>
      <td>332357</td>
      <td>4353576</td>
      <td>230786</td>
      <td>18864.13</td>
    </tr>
    <tr>
      <th>29</th>
      <td>RJ</td>
      <td>ITAGUAI</td>
      <td>14444</td>
      <td>755332</td>
      <td>5439117</td>
      <td>1082369</td>
      <td>7291263</td>
      <td>577338</td>
      <td>7868601</td>
      <td>120855</td>
      <td>65107.78</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>
    </tr>
    <tr>
      <th>62</th>
      <td>RJ</td>
      <td>RESENDE</td>
      <td>41999</td>
      <td>1041404</td>
      <td>2742710</td>
      <td>955252</td>
      <td>4781365</td>
      <td>1552400</td>
      <td>6333766</td>
      <td>126084</td>
      <td>50234.49</td>
    </tr>
    <tr>
      <th>63</th>
      <td>RJ</td>
      <td>RIO BONITO</td>
      <td>14056</td>
      <td>228283</td>
      <td>747101</td>
      <td>430289</td>
      <td>1419728</td>
      <td>123703</td>
      <td>1543431</td>
      <td>57963</td>
      <td>26627.87</td>
    </tr>
    <tr>
      <th>64</th>
      <td>RJ</td>
      <td>RIO CLARO</td>
      <td>62648</td>
      <td>15994</td>
      <td>85421</td>
      <td>143654</td>
      <td>307716</td>
      <td>26907</td>
      <td>334624</td>
      <td>17850</td>
      <td>18746.42</td>
    </tr>
    <tr>
      <th>65</th>
      <td>RJ</td>
      <td>RIO DAS FLORES</td>
      <td>11986</td>
      <td>36511</td>
      <td>55785</td>
      <td>74284</td>
      <td>178566</td>
      <td>10103</td>
      <td>188669</td>
      <td>8943</td>
      <td>21096.86</td>
    </tr>
    <tr>
      <th>66</th>
      <td>RJ</td>
      <td>RIO DAS OSTRAS</td>
      <td>9117</td>
      <td>1444539</td>
      <td>1988374</td>
      <td>1090064</td>
      <td>4532094</td>
      <td>357502</td>
      <td>4889596</td>
      <td>136626</td>
      <td>35788.18</td>
    </tr>
    <tr>
      <th>67</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>81366</td>
      <td>36334430</td>
      <td>177361096</td>
      <td>47548352</td>
      <td>261325244</td>
      <td>68106116</td>
      <td>329431360</td>
      <td>6498837</td>
      <td>50690.82</td>
    </tr>
    <tr>
      <th>68</th>
      <td>RJ</td>
      <td>SANTA MARIA MADALENA</td>
      <td>14850</td>
      <td>8214</td>
      <td>46991</td>
      <td>90106</td>
      <td>160161</td>
      <td>8868</td>
      <td>169029</td>
      <td>10198</td>
      <td>16574.71</td>
    </tr>
    <tr>
      <th>69</th>
      <td>RJ</td>
      <td>SANTO ANTONIO DE PADUA</td>
      <td>28113</td>
      <td>205454</td>
      <td>474464</td>
      <td>288537</td>
      <td>996568</td>
      <td>82216</td>
      <td>1078784</td>
      <td>41246</td>
      <td>26154.88</td>
    </tr>
    <tr>
      <th>70</th>
      <td>RJ</td>
      <td>SAO FRANCISCO DE ITABAPOANA</td>
      <td>196585</td>
      <td>135140</td>
      <td>251724</td>
      <td>302111</td>
      <td>885560</td>
      <td>72047</td>
      <td>957607</td>
      <td>41240</td>
      <td>23220.35</td>
    </tr>
    <tr>
      <th>71</th>
      <td>RJ</td>
      <td>SAO FIDELIS</td>
      <td>72333</td>
      <td>70127</td>
      <td>284444</td>
      <td>256361</td>
      <td>683265</td>
      <td>47749</td>
      <td>731014</td>
      <td>37696</td>
      <td>19392.35</td>
    </tr>
    <tr>
      <th>72</th>
      <td>RJ</td>
      <td>SAO GONCALO</td>
      <td>54452</td>
      <td>1906735</td>
      <td>7679302</td>
      <td>6098161</td>
      <td>15738650</td>
      <td>1192269</td>
      <td>16930919</td>
      <td>1044058</td>
      <td>16216.45</td>
    </tr>
    <tr>
      <th>73</th>
      <td>RJ</td>
      <td>SAO JOAO DA BARRA</td>
      <td>45771</td>
      <td>1334088</td>
      <td>1859099</td>
      <td>369824</td>
      <td>3608782</td>
      <td>281809</td>
      <td>3890591</td>
      <td>34884</td>
      <td>111529.40</td>
    </tr>
    <tr>
      <th>74</th>
      <td>RJ</td>
      <td>SAO JOAO DE MERITI</td>
      <td>1035</td>
      <td>485316</td>
      <td>5341930</td>
      <td>2688502</td>
      <td>8516782</td>
      <td>894032</td>
      <td>9410815</td>
      <td>460541</td>
      <td>20434.26</td>
    </tr>
    <tr>
      <th>75</th>
      <td>RJ</td>
      <td>SAO JOSE DE UBA</td>
      <td>42652</td>
      <td>10051</td>
      <td>51366</td>
      <td>61327</td>
      <td>165396</td>
      <td>18010</td>
      <td>183406</td>
      <td>7236</td>
      <td>25346.29</td>
    </tr>
    <tr>
      <th>76</th>
      <td>RJ</td>
      <td>SAO JOSE DO VALE DO RIO PRETO</td>
      <td>104059</td>
      <td>31062</td>
      <td>117525</td>
      <td>160634</td>
      <td>413279</td>
      <td>41014</td>
      <td>454293</td>
      <td>21017</td>
      <td>21615.52</td>
    </tr>
    <tr>
      <th>77</th>
      <td>RJ</td>
      <td>SAO PEDRO DA ALDEIA</td>
      <td>32568</td>
      <td>246485</td>
      <td>923343</td>
      <td>656933</td>
      <td>1859328</td>
      <td>180412</td>
      <td>2039740</td>
      <td>98470</td>
      <td>20714.33</td>
    </tr>
    <tr>
      <th>78</th>
      <td>RJ</td>
      <td>SAO SEBASTIAO DO ALTO</td>
      <td>40830</td>
      <td>10404</td>
      <td>41966</td>
      <td>79640</td>
      <td>172840</td>
      <td>15879</td>
      <td>188719</td>
      <td>9075</td>
      <td>20795.51</td>
    </tr>
    <tr>
      <th>79</th>
      <td>RJ</td>
      <td>SAPUCAIA</td>
      <td>35995</td>
      <td>102376</td>
      <td>419023</td>
      <td>140308</td>
      <td>697702</td>
      <td>131648</td>
      <td>829350</td>
      <td>17604</td>
      <td>47111.47</td>
    </tr>
    <tr>
      <th>80</th>
      <td>RJ</td>
      <td>SAQUAREMA</td>
      <td>15700</td>
      <td>316016</td>
      <td>1150725</td>
      <td>572468</td>
      <td>2054909</td>
      <td>135331</td>
      <td>2190241</td>
      <td>83750</td>
      <td>26152.13</td>
    </tr>
    <tr>
      <th>81</th>
      <td>RJ</td>
      <td>SEROPEDICA</td>
      <td>14909</td>
      <td>528432</td>
      <td>810263</td>
      <td>561724</td>
      <td>1915328</td>
      <td>143128</td>
      <td>2058456</td>
      <td>83667</td>
      <td>24602.97</td>
    </tr>
    <tr>
      <th>82</th>
      <td>RJ</td>
      <td>SILVA JARDIM</td>
      <td>27641</td>
      <td>34867</td>
      <td>124618</td>
      <td>190587</td>
      <td>377713</td>
      <td>25726</td>
      <td>403439</td>
      <td>21279</td>
      <td>18959.50</td>
    </tr>
    <tr>
      <th>83</th>
      <td>RJ</td>
      <td>SUMIDOURO</td>
      <td>128853</td>
      <td>15478</td>
      <td>64628</td>
      <td>120577</td>
      <td>329537</td>
      <td>41349</td>
      <td>370886</td>
      <td>15153</td>
      <td>24476.10</td>
    </tr>
    <tr>
      <th>84</th>
      <td>RJ</td>
      <td>TANGUA</td>
      <td>5555</td>
      <td>73680</td>
      <td>216309</td>
      <td>235156</td>
      <td>530700</td>
      <td>31635</td>
      <td>562335</td>
      <td>32703</td>
      <td>17195.21</td>
    </tr>
    <tr>
      <th>85</th>
      <td>RJ</td>
      <td>TERESOPOLIS</td>
      <td>283839</td>
      <td>622600</td>
      <td>2732663</td>
      <td>1167128</td>
      <td>4806230</td>
      <td>430871</td>
      <td>5237101</td>
      <td>174587</td>
      <td>29997.09</td>
    </tr>
    <tr>
      <th>86</th>
      <td>RJ</td>
      <td>TRAJANO DE MORAES</td>
      <td>21647</td>
      <td>12135</td>
      <td>55707</td>
      <td>88049</td>
      <td>177538</td>
      <td>11835</td>
      <td>189373</td>
      <td>10351</td>
      <td>18295.19</td>
    </tr>
    <tr>
      <th>87</th>
      <td>RJ</td>
      <td>TRES RIOS</td>
      <td>12256</td>
      <td>1059438</td>
      <td>1536636</td>
      <td>547288</td>
      <td>3155618</td>
      <td>485696</td>
      <td>3641315</td>
      <td>79230</td>
      <td>45958.79</td>
    </tr>
    <tr>
      <th>88</th>
      <td>RJ</td>
      <td>VALENCA</td>
      <td>40770</td>
      <td>526965</td>
      <td>763691</td>
      <td>486274</td>
      <td>1817700</td>
      <td>199073</td>
      <td>2016774</td>
      <td>73997</td>
      <td>27254.80</td>
    </tr>
    <tr>
      <th>89</th>
      <td>RJ</td>
      <td>VARRE-SAI</td>
      <td>20136</td>
      <td>13830</td>
      <td>50827</td>
      <td>86056</td>
      <td>170849</td>
      <td>-14159</td>
      <td>156690</td>
      <td>10500</td>
      <td>14922.88</td>
    </tr>
    <tr>
      <th>90</th>
      <td>RJ</td>
      <td>VASSOURAS</td>
      <td>34236</td>
      <td>155190</td>
      <td>448661</td>
      <td>260638</td>
      <td>898724</td>
      <td>64959</td>
      <td>963683</td>
      <td>35622</td>
      <td>27053.02</td>
    </tr>
    <tr>
      <th>91</th>
      <td>RJ</td>
      <td>VOLTA REDONDA</td>
      <td>5620</td>
      <td>2670127</td>
      <td>4663577</td>
      <td>1834320</td>
      <td>9173644</td>
      <td>1288195</td>
      <td>10461839</td>
      <td>263659</td>
      <td>39679.43</td>
    </tr>
  </tbody>
</table>
<p>92 rows × 11 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[77]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">HABITANTES</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="p">)</span> <span class="c1"># Baixa correlação entre HABITANTES / PIB</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[77]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.09082941356310159</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[81]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_cidades</span><span class="o">.</span><span class="n">MUNICIPIO</span> <span class="o">==</span> <span class="s1">&#39;RIO DE JANEIRO&#39;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[81]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>67</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>81366</td>
      <td>36334430</td>
      <td>177361096</td>
      <td>47548352</td>
      <td>261325244</td>
      <td>68106116</td>
      <td>329431360</td>
      <td>6498837</td>
      <td>50690.82</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[82]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_cidades</span><span class="o">.</span><span class="n">MUNICIPIO</span> <span class="o">==</span> <span class="s1">&#39;NITEROI&#39;</span><span class="p">]</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[82]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>47</th>
      <td>RJ</td>
      <td>NITEROI</td>
      <td>17660</td>
      <td>4391714</td>
      <td>12624596</td>
      <td>3677334</td>
      <td>20711304</td>
      <td>2292039</td>
      <td>23003343</td>
      <td>497883</td>
      <td>46202.31</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[86]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span> <span class="o">==</span> <span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span> <span class="c1"># Filter higher PIB</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[86]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>58</th>
      <td>RJ</td>
      <td>PORTO REAL</td>
      <td>5297</td>
      <td>673960</td>
      <td>919488</td>
      <td>198706</td>
      <td>1797451</td>
      <td>755165</td>
      <td>2552616</td>
      <td>18552</td>
      <td>137592.5</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[87]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span> <span class="o">==</span> <span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="o">.</span><span class="n">min</span><span class="p">()]</span> <span class="c1"># Filter lower PIB</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[87]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>34</th>
      <td>RJ</td>
      <td>JAPERI</td>
      <td>7726</td>
      <td>133350</td>
      <td>420982</td>
      <td>636777</td>
      <td>1198835</td>
      <td>95811</td>
      <td>1294646</td>
      <td>100562</td>
      <td>12874.11</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[89]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">True</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span> <span class="c1"># Ordem decrescente por PIB</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[89]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>34</th>
      <td>RJ</td>
      <td>JAPERI</td>
      <td>7726</td>
      <td>133350</td>
      <td>420982</td>
      <td>636777</td>
      <td>1198835</td>
      <td>95811</td>
      <td>1294646</td>
      <td>100562</td>
      <td>12874.11</td>
    </tr>
    <tr>
      <th>42</th>
      <td>RJ</td>
      <td>MESQUITA</td>
      <td>2593</td>
      <td>139944</td>
      <td>953082</td>
      <td>1086298</td>
      <td>2181918</td>
      <td>109216</td>
      <td>2291134</td>
      <td>171020</td>
      <td>13396.88</td>
    </tr>
    <tr>
      <th>21</th>
      <td>RJ</td>
      <td>CONCEICAO DE MACABU</td>
      <td>11465</td>
      <td>14184</td>
      <td>124508</td>
      <td>165405</td>
      <td>315562</td>
      <td>17143</td>
      <td>332705</td>
      <td>22315</td>
      <td>14909.49</td>
    </tr>
    <tr>
      <th>89</th>
      <td>RJ</td>
      <td>VARRE-SAI</td>
      <td>20136</td>
      <td>13830</td>
      <td>50827</td>
      <td>86056</td>
      <td>170849</td>
      <td>-14159</td>
      <td>156690</td>
      <td>10500</td>
      <td>14922.88</td>
    </tr>
    <tr>
      <th>1</th>
      <td>RJ</td>
      <td>APERIBE</td>
      <td>7331</td>
      <td>14050</td>
      <td>57315</td>
      <td>80675</td>
      <td>159371</td>
      <td>8649</td>
      <td>168019</td>
      <td>11160</td>
      <td>15055.48</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[90]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span> <span class="c1"># Ordem decrescente por PIB</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[90]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF</th>
      <th>MUNICIPIO</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>58</th>
      <td>RJ</td>
      <td>PORTO REAL</td>
      <td>5297</td>
      <td>673960</td>
      <td>919488</td>
      <td>198706</td>
      <td>1797451</td>
      <td>755165</td>
      <td>2552616</td>
      <td>18552</td>
      <td>137592.50</td>
    </tr>
    <tr>
      <th>33</th>
      <td>RJ</td>
      <td>ITATIAIA</td>
      <td>5055</td>
      <td>660565</td>
      <td>1757202</td>
      <td>266508</td>
      <td>2689329</td>
      <td>923567</td>
      <td>3612896</td>
      <td>30475</td>
      <td>118552.79</td>
    </tr>
    <tr>
      <th>73</th>
      <td>RJ</td>
      <td>SAO JOAO DA BARRA</td>
      <td>45771</td>
      <td>1334088</td>
      <td>1859099</td>
      <td>369824</td>
      <td>3608782</td>
      <td>281809</td>
      <td>3890591</td>
      <td>34884</td>
      <td>111529.40</td>
    </tr>
    <tr>
      <th>39</th>
      <td>RJ</td>
      <td>MANGARATIBA</td>
      <td>18834</td>
      <td>173830</td>
      <td>3067368</td>
      <td>411109</td>
      <td>3671141</td>
      <td>184249</td>
      <td>3855390</td>
      <td>41557</td>
      <td>92773.55</td>
    </tr>
    <tr>
      <th>36</th>
      <td>RJ</td>
      <td>MACAE</td>
      <td>51245</td>
      <td>4735684</td>
      <td>7232382</td>
      <td>2784801</td>
      <td>14804112</td>
      <td>2776064</td>
      <td>17580176</td>
      <td>239471</td>
      <td>73412.55</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[92]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span> <span class="c1"># So por curiosidade - agrupamento do PIB</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[93]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">kde</span><span class="p">();</span> <span class="c1"># So por curiosidade - distribuição do PIB</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Vamos combinar os DataFrames para extrair alguns insights</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[104]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidade_frota</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_frota</span><span class="p">,</span> <span class="n">df_cidades</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;MUNICIPIO&#39;</span><span class="p">)</span> <span class="c1"># Combine data based on MUNICIPIO</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[105]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidade_frota</span>
</pre></div>

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

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


<div class="output_area">

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>UF_x</th>
      <th>MUNICIPIO</th>
      <th>TOTAL</th>
      <th>AUTOMOVEL</th>
      <th>BONDE</th>
      <th>CAMINHAO</th>
      <th>CAMINHAO TRATOR</th>
      <th>CAMINHONETE</th>
      <th>CAMIONETA</th>
      <th>CHASSI PLATAF</th>
      <th>...</th>
      <th>UF_y</th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>RJ</td>
      <td>ANGRA DOS REIS</td>
      <td>59298</td>
      <td>34818</td>
      <td>0</td>
      <td>1276</td>
      <td>93</td>
      <td>3970</td>
      <td>2039</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>41516</td>
      <td>2771018</td>
      <td>4051525</td>
      <td>1653972</td>
      <td>8518031</td>
      <td>604530</td>
      <td>9122561</td>
      <td>191504</td>
      <td>47636.40</td>
    </tr>
    <tr>
      <th>1</th>
      <td>RJ</td>
      <td>APERIBE</td>
      <td>6343</td>
      <td>2351</td>
      <td>0</td>
      <td>145</td>
      <td>2</td>
      <td>277</td>
      <td>77</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>7331</td>
      <td>14050</td>
      <td>57315</td>
      <td>80675</td>
      <td>159371</td>
      <td>8649</td>
      <td>168019</td>
      <td>11160</td>
      <td>15055.48</td>
    </tr>
    <tr>
      <th>2</th>
      <td>RJ</td>
      <td>ARARUAMA</td>
      <td>63745</td>
      <td>38878</td>
      <td>0</td>
      <td>1911</td>
      <td>151</td>
      <td>3638</td>
      <td>2180</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>39534</td>
      <td>245682</td>
      <td>1155250</td>
      <td>868306</td>
      <td>2308773</td>
      <td>158553</td>
      <td>2467326</td>
      <td>124940</td>
      <td>19748.08</td>
    </tr>
    <tr>
      <th>3</th>
      <td>RJ</td>
      <td>AREAL</td>
      <td>5908</td>
      <td>3244</td>
      <td>0</td>
      <td>193</td>
      <td>29</td>
      <td>405</td>
      <td>170</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>2449</td>
      <td>45062</td>
      <td>118469</td>
      <td>99658</td>
      <td>265638</td>
      <td>50639</td>
      <td>316277</td>
      <td>12058</td>
      <td>26229.60</td>
    </tr>
    <tr>
      <th>4</th>
      <td>RJ</td>
      <td>ARRAIAL DO CABO</td>
      <td>11694</td>
      <td>7325</td>
      <td>0</td>
      <td>204</td>
      <td>12</td>
      <td>765</td>
      <td>510</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>15182</td>
      <td>87133</td>
      <td>276890</td>
      <td>242622</td>
      <td>621828</td>
      <td>33333</td>
      <td>655161</td>
      <td>29077</td>
      <td>22531.94</td>
    </tr>
    <tr>
      <th>5</th>
      <td>RJ</td>
      <td>BARRA DO PIRAI</td>
      <td>35609</td>
      <td>23227</td>
      <td>0</td>
      <td>1406</td>
      <td>156</td>
      <td>2112</td>
      <td>1679</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>45481</td>
      <td>251638</td>
      <td>913471</td>
      <td>615180</td>
      <td>1825770</td>
      <td>159649</td>
      <td>1985419</td>
      <td>97152</td>
      <td>20436.21</td>
    </tr>
    <tr>
      <th>6</th>
      <td>RJ</td>
      <td>BARRA MANSA</td>
      <td>72955</td>
      <td>50961</td>
      <td>0</td>
      <td>1972</td>
      <td>655</td>
      <td>4631</td>
      <td>2404</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>51137</td>
      <td>783665</td>
      <td>2305227</td>
      <td>1158795</td>
      <td>4298824</td>
      <td>446858</td>
      <td>4745682</td>
      <td>180126</td>
      <td>26346.46</td>
    </tr>
    <tr>
      <th>7</th>
      <td>RJ</td>
      <td>BELFORD ROXO</td>
      <td>112060</td>
      <td>75236</td>
      <td>0</td>
      <td>2092</td>
      <td>181</td>
      <td>4933</td>
      <td>4517</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>2679</td>
      <td>988890</td>
      <td>3428107</td>
      <td>3073707</td>
      <td>7493383</td>
      <td>790665</td>
      <td>8284049</td>
      <td>494141</td>
      <td>16764.54</td>
    </tr>
    <tr>
      <th>8</th>
      <td>RJ</td>
      <td>BOM JARDIM</td>
      <td>13756</td>
      <td>7610</td>
      <td>0</td>
      <td>690</td>
      <td>180</td>
      <td>1065</td>
      <td>450</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>67768</td>
      <td>133336</td>
      <td>234725</td>
      <td>187602</td>
      <td>623430</td>
      <td>55700</td>
      <td>679130</td>
      <td>26424</td>
      <td>25701.24</td>
    </tr>
    <tr>
      <th>9</th>
      <td>RJ</td>
      <td>BOM JESUS DO ITABAPOANA</td>
      <td>13260</td>
      <td>5755</td>
      <td>0</td>
      <td>304</td>
      <td>28</td>
      <td>589</td>
      <td>251</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>41472</td>
      <td>87191</td>
      <td>286702</td>
      <td>251985</td>
      <td>667350</td>
      <td>44486</td>
      <td>711836</td>
      <td>36031</td>
      <td>19756.20</td>
    </tr>
    <tr>
      <th>10</th>
      <td>RJ</td>
      <td>CABO FRIO</td>
      <td>106811</td>
      <td>64465</td>
      <td>0</td>
      <td>3108</td>
      <td>225</td>
      <td>6786</td>
      <td>4785</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>35871</td>
      <td>1913567</td>
      <td>3202121</td>
      <td>1721173</td>
      <td>6872731</td>
      <td>338634</td>
      <td>7211366</td>
      <td>212289</td>
      <td>33969.57</td>
    </tr>
    <tr>
      <th>11</th>
      <td>RJ</td>
      <td>CACHOEIRAS DE MACACU</td>
      <td>24741</td>
      <td>13968</td>
      <td>0</td>
      <td>984</td>
      <td>67</td>
      <td>1648</td>
      <td>898</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>50384</td>
      <td>163464</td>
      <td>318303</td>
      <td>403853</td>
      <td>936004</td>
      <td>107065</td>
      <td>1043069</td>
      <td>56603</td>
      <td>18427.81</td>
    </tr>
    <tr>
      <th>12</th>
      <td>RJ</td>
      <td>CAMBUCI</td>
      <td>5398</td>
      <td>2001</td>
      <td>0</td>
      <td>134</td>
      <td>3</td>
      <td>267</td>
      <td>71</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>64949</td>
      <td>35556</td>
      <td>92369</td>
      <td>112105</td>
      <td>304979</td>
      <td>29365</td>
      <td>334344</td>
      <td>14824</td>
      <td>22554.23</td>
    </tr>
    <tr>
      <th>13</th>
      <td>RJ</td>
      <td>CAMPOS DOS GOYTACAZES</td>
      <td>219673</td>
      <td>130586</td>
      <td>0</td>
      <td>6863</td>
      <td>725</td>
      <td>12071</td>
      <td>5955</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>186273</td>
      <td>5167896</td>
      <td>7440673</td>
      <td>3631679</td>
      <td>16426521</td>
      <td>856861</td>
      <td>17283382</td>
      <td>487186</td>
      <td>35475.94</td>
    </tr>
    <tr>
      <th>14</th>
      <td>RJ</td>
      <td>CANTAGALO</td>
      <td>7817</td>
      <td>4472</td>
      <td>0</td>
      <td>221</td>
      <td>13</td>
      <td>566</td>
      <td>213</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>25075</td>
      <td>376553</td>
      <td>259636</td>
      <td>159655</td>
      <td>820919</td>
      <td>45013</td>
      <td>865932</td>
      <td>19727</td>
      <td>43895.79</td>
    </tr>
    <tr>
      <th>15</th>
      <td>RJ</td>
      <td>CARAPEBUS</td>
      <td>4941</td>
      <td>2558</td>
      <td>0</td>
      <td>150</td>
      <td>7</td>
      <td>294</td>
      <td>157</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>8649</td>
      <td>57332</td>
      <td>88441</td>
      <td>137851</td>
      <td>292272</td>
      <td>11032</td>
      <td>303304</td>
      <td>15293</td>
      <td>19832.89</td>
    </tr>
    <tr>
      <th>16</th>
      <td>RJ</td>
      <td>CARDOSO MOREIRA</td>
      <td>4626</td>
      <td>2032</td>
      <td>0</td>
      <td>176</td>
      <td>22</td>
      <td>264</td>
      <td>107</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>18840</td>
      <td>97519</td>
      <td>96090</td>
      <td>105663</td>
      <td>318112</td>
      <td>12900</td>
      <td>331013</td>
      <td>12538</td>
      <td>26400.75</td>
    </tr>
    <tr>
      <th>17</th>
      <td>RJ</td>
      <td>CARMO</td>
      <td>5420</td>
      <td>3175</td>
      <td>0</td>
      <td>158</td>
      <td>8</td>
      <td>465</td>
      <td>118</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>16803</td>
      <td>145765</td>
      <td>122947</td>
      <td>138912</td>
      <td>424427</td>
      <td>42434</td>
      <td>466860</td>
      <td>18322</td>
      <td>25480.86</td>
    </tr>
    <tr>
      <th>18</th>
      <td>RJ</td>
      <td>CASIMIRO DE ABREU</td>
      <td>16219</td>
      <td>9047</td>
      <td>0</td>
      <td>651</td>
      <td>73</td>
      <td>1162</td>
      <td>598</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>9537</td>
      <td>292839</td>
      <td>448074</td>
      <td>339002</td>
      <td>1089452</td>
      <td>51379</td>
      <td>1140831</td>
      <td>41167</td>
      <td>27712.27</td>
    </tr>
    <tr>
      <th>19</th>
      <td>RJ</td>
      <td>COMENDADOR LEVY GASPARIAN</td>
      <td>2997</td>
      <td>1618</td>
      <td>0</td>
      <td>164</td>
      <td>10</td>
      <td>175</td>
      <td>93</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>4278</td>
      <td>151762</td>
      <td>89358</td>
      <td>71924</td>
      <td>317321</td>
      <td>32328</td>
      <td>349649</td>
      <td>8255</td>
      <td>42356.06</td>
    </tr>
    <tr>
      <th>20</th>
      <td>RJ</td>
      <td>CONCEICAO DE MACABU</td>
      <td>9581</td>
      <td>4622</td>
      <td>0</td>
      <td>194</td>
      <td>6</td>
      <td>551</td>
      <td>176</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>11465</td>
      <td>14184</td>
      <td>124508</td>
      <td>165405</td>
      <td>315562</td>
      <td>17143</td>
      <td>332705</td>
      <td>22315</td>
      <td>14909.49</td>
    </tr>
    <tr>
      <th>21</th>
      <td>RJ</td>
      <td>CORDEIRO</td>
      <td>10357</td>
      <td>6639</td>
      <td>0</td>
      <td>288</td>
      <td>21</td>
      <td>652</td>
      <td>306</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>4885</td>
      <td>36075</td>
      <td>145128</td>
      <td>144450</td>
      <td>330538</td>
      <td>15721</td>
      <td>346259</td>
      <td>21158</td>
      <td>16365.40</td>
    </tr>
    <tr>
      <th>22</th>
      <td>RJ</td>
      <td>DUAS BARRAS</td>
      <td>4290</td>
      <td>2509</td>
      <td>0</td>
      <td>156</td>
      <td>14</td>
      <td>350</td>
      <td>130</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>53538</td>
      <td>16607</td>
      <td>52251</td>
      <td>92033</td>
      <td>214429</td>
      <td>19386</td>
      <td>233815</td>
      <td>11145</td>
      <td>20979.33</td>
    </tr>
    <tr>
      <th>23</th>
      <td>RJ</td>
      <td>DUQUE DE CAXIAS</td>
      <td>276685</td>
      <td>181038</td>
      <td>0</td>
      <td>9673</td>
      <td>2286</td>
      <td>15608</td>
      <td>10897</td>
      <td>1</td>
      <td>...</td>
      <td>RJ</td>
      <td>13548</td>
      <td>10649907</td>
      <td>17891892</td>
      <td>6404256</td>
      <td>34959604</td>
      <td>4898139</td>
      <td>39857742</td>
      <td>886917</td>
      <td>44939.65</td>
    </tr>
    <tr>
      <th>24</th>
      <td>RJ</td>
      <td>ENGENHEIRO PAULO DE FRONTIN</td>
      <td>5242</td>
      <td>3249</td>
      <td>0</td>
      <td>133</td>
      <td>6</td>
      <td>261</td>
      <td>206</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>25825</td>
      <td>23700</td>
      <td>81228</td>
      <td>112499</td>
      <td>243251</td>
      <td>16329</td>
      <td>259580</td>
      <td>13521</td>
      <td>19198.29</td>
    </tr>
    <tr>
      <th>25</th>
      <td>RJ</td>
      <td>GUAPIMIRIM</td>
      <td>16614</td>
      <td>9506</td>
      <td>0</td>
      <td>461</td>
      <td>40</td>
      <td>1037</td>
      <td>583</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>16391</td>
      <td>88106</td>
      <td>329883</td>
      <td>413453</td>
      <td>847833</td>
      <td>60850</td>
      <td>908683</td>
      <td>57105</td>
      <td>15912.49</td>
    </tr>
    <tr>
      <th>26</th>
      <td>RJ</td>
      <td>IGUABA GRANDE</td>
      <td>11727</td>
      <td>7366</td>
      <td>0</td>
      <td>193</td>
      <td>6</td>
      <td>616</td>
      <td>410</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>2873</td>
      <td>35896</td>
      <td>169978</td>
      <td>198552</td>
      <td>407298</td>
      <td>19628</td>
      <td>426926</td>
      <td>26430</td>
      <td>16153.08</td>
    </tr>
    <tr>
      <th>27</th>
      <td>RJ</td>
      <td>ITABORAI</td>
      <td>84888</td>
      <td>54035</td>
      <td>0</td>
      <td>3227</td>
      <td>248</td>
      <td>5082</td>
      <td>3504</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>10301</td>
      <td>574397</td>
      <td>1892997</td>
      <td>1543524</td>
      <td>4021219</td>
      <td>332357</td>
      <td>4353576</td>
      <td>230786</td>
      <td>18864.13</td>
    </tr>
    <tr>
      <th>28</th>
      <td>RJ</td>
      <td>ITAGUAI</td>
      <td>49677</td>
      <td>33283</td>
      <td>0</td>
      <td>1711</td>
      <td>319</td>
      <td>2750</td>
      <td>2605</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>14444</td>
      <td>755332</td>
      <td>5439117</td>
      <td>1082369</td>
      <td>7291263</td>
      <td>577338</td>
      <td>7868601</td>
      <td>120855</td>
      <td>65107.78</td>
    </tr>
    <tr>
      <th>29</th>
      <td>RJ</td>
      <td>ITALVA</td>
      <td>6183</td>
      <td>2593</td>
      <td>0</td>
      <td>211</td>
      <td>43</td>
      <td>277</td>
      <td>95</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>20051</td>
      <td>75472</td>
      <td>110069</td>
      <td>112109</td>
      <td>317702</td>
      <td>13192</td>
      <td>330894</td>
      <td>14647</td>
      <td>22591.24</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>
    </tr>
    <tr>
      <th>59</th>
      <td>RJ</td>
      <td>QUISSAMA</td>
      <td>8124</td>
      <td>4566</td>
      <td>0</td>
      <td>231</td>
      <td>27</td>
      <td>523</td>
      <td>190</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>24395</td>
      <td>377332</td>
      <td>318648</td>
      <td>248381</td>
      <td>968756</td>
      <td>26751</td>
      <td>995507</td>
      <td>23125</td>
      <td>43048.94</td>
    </tr>
    <tr>
      <th>60</th>
      <td>RJ</td>
      <td>RESENDE</td>
      <td>71032</td>
      <td>47569</td>
      <td>0</td>
      <td>1546</td>
      <td>1097</td>
      <td>4607</td>
      <td>2707</td>
      <td>1</td>
      <td>...</td>
      <td>RJ</td>
      <td>41999</td>
      <td>1041404</td>
      <td>2742710</td>
      <td>955252</td>
      <td>4781365</td>
      <td>1552400</td>
      <td>6333766</td>
      <td>126084</td>
      <td>50234.49</td>
    </tr>
    <tr>
      <th>61</th>
      <td>RJ</td>
      <td>RIO BONITO</td>
      <td>49798</td>
      <td>29085</td>
      <td>0</td>
      <td>3326</td>
      <td>182</td>
      <td>3732</td>
      <td>2932</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>14056</td>
      <td>228283</td>
      <td>747101</td>
      <td>430289</td>
      <td>1419728</td>
      <td>123703</td>
      <td>1543431</td>
      <td>57963</td>
      <td>26627.87</td>
    </tr>
    <tr>
      <th>62</th>
      <td>RJ</td>
      <td>RIO CLARO</td>
      <td>5376</td>
      <td>3405</td>
      <td>0</td>
      <td>142</td>
      <td>18</td>
      <td>459</td>
      <td>152</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>62648</td>
      <td>15994</td>
      <td>85421</td>
      <td>143654</td>
      <td>307716</td>
      <td>26907</td>
      <td>334624</td>
      <td>17850</td>
      <td>18746.42</td>
    </tr>
    <tr>
      <th>63</th>
      <td>RJ</td>
      <td>RIO DAS FLORES</td>
      <td>2612</td>
      <td>1672</td>
      <td>0</td>
      <td>58</td>
      <td>2</td>
      <td>203</td>
      <td>79</td>
      <td>1</td>
      <td>...</td>
      <td>RJ</td>
      <td>11986</td>
      <td>36511</td>
      <td>55785</td>
      <td>74284</td>
      <td>178566</td>
      <td>10103</td>
      <td>188669</td>
      <td>8943</td>
      <td>21096.86</td>
    </tr>
    <tr>
      <th>64</th>
      <td>RJ</td>
      <td>RIO DAS OSTRAS</td>
      <td>55323</td>
      <td>33669</td>
      <td>0</td>
      <td>1178</td>
      <td>189</td>
      <td>3248</td>
      <td>2118</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>9117</td>
      <td>1444539</td>
      <td>1988374</td>
      <td>1090064</td>
      <td>4532094</td>
      <td>357502</td>
      <td>4889596</td>
      <td>136626</td>
      <td>35788.18</td>
    </tr>
    <tr>
      <th>65</th>
      <td>RJ</td>
      <td>RIO DE JANEIRO</td>
      <td>2827516</td>
      <td>2035943</td>
      <td>0</td>
      <td>42907</td>
      <td>4143</td>
      <td>129139</td>
      <td>154091</td>
      <td>39</td>
      <td>...</td>
      <td>RJ</td>
      <td>81366</td>
      <td>36334430</td>
      <td>177361096</td>
      <td>47548352</td>
      <td>261325244</td>
      <td>68106116</td>
      <td>329431360</td>
      <td>6498837</td>
      <td>50690.82</td>
    </tr>
    <tr>
      <th>66</th>
      <td>RJ</td>
      <td>SANTA MARIA MADALENA</td>
      <td>3450</td>
      <td>1930</td>
      <td>0</td>
      <td>84</td>
      <td>1</td>
      <td>282</td>
      <td>77</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>14850</td>
      <td>8214</td>
      <td>46991</td>
      <td>90106</td>
      <td>160161</td>
      <td>8868</td>
      <td>169029</td>
      <td>10198</td>
      <td>16574.71</td>
    </tr>
    <tr>
      <th>67</th>
      <td>RJ</td>
      <td>SANTO ANTONIO DE PADUA</td>
      <td>20602</td>
      <td>8788</td>
      <td>0</td>
      <td>602</td>
      <td>30</td>
      <td>1053</td>
      <td>338</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>28113</td>
      <td>205454</td>
      <td>474464</td>
      <td>288537</td>
      <td>996568</td>
      <td>82216</td>
      <td>1078784</td>
      <td>41246</td>
      <td>26154.88</td>
    </tr>
    <tr>
      <th>68</th>
      <td>RJ</td>
      <td>SAO FIDELIS</td>
      <td>16927</td>
      <td>6866</td>
      <td>0</td>
      <td>420</td>
      <td>26</td>
      <td>707</td>
      <td>344</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>72333</td>
      <td>70127</td>
      <td>284444</td>
      <td>256361</td>
      <td>683265</td>
      <td>47749</td>
      <td>731014</td>
      <td>37696</td>
      <td>19392.35</td>
    </tr>
    <tr>
      <th>69</th>
      <td>RJ</td>
      <td>SAO FRANCISCO DE ITABAPOANA</td>
      <td>13762</td>
      <td>5669</td>
      <td>0</td>
      <td>451</td>
      <td>18</td>
      <td>840</td>
      <td>222</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>196585</td>
      <td>135140</td>
      <td>251724</td>
      <td>302111</td>
      <td>885560</td>
      <td>72047</td>
      <td>957607</td>
      <td>41240</td>
      <td>23220.35</td>
    </tr>
    <tr>
      <th>70</th>
      <td>RJ</td>
      <td>SAO GONCALO</td>
      <td>311441</td>
      <td>216357</td>
      <td>0</td>
      <td>5371</td>
      <td>373</td>
      <td>13594</td>
      <td>10511</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>54452</td>
      <td>1906735</td>
      <td>7679302</td>
      <td>6098161</td>
      <td>15738650</td>
      <td>1192269</td>
      <td>16930919</td>
      <td>1044058</td>
      <td>16216.45</td>
    </tr>
    <tr>
      <th>71</th>
      <td>RJ</td>
      <td>SAO JOAO DA BARRA</td>
      <td>13342</td>
      <td>6370</td>
      <td>0</td>
      <td>675</td>
      <td>61</td>
      <td>841</td>
      <td>331</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>45771</td>
      <td>1334088</td>
      <td>1859099</td>
      <td>369824</td>
      <td>3608782</td>
      <td>281809</td>
      <td>3890591</td>
      <td>34884</td>
      <td>111529.40</td>
    </tr>
    <tr>
      <th>72</th>
      <td>RJ</td>
      <td>SAO JOAO DE MERITI</td>
      <td>146661</td>
      <td>104890</td>
      <td>0</td>
      <td>3724</td>
      <td>295</td>
      <td>6770</td>
      <td>6302</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>1035</td>
      <td>485316</td>
      <td>5341930</td>
      <td>2688502</td>
      <td>8516782</td>
      <td>894032</td>
      <td>9410815</td>
      <td>460541</td>
      <td>20434.26</td>
    </tr>
    <tr>
      <th>73</th>
      <td>RJ</td>
      <td>SAO JOSE DE UBA</td>
      <td>2990</td>
      <td>1005</td>
      <td>0</td>
      <td>49</td>
      <td>0</td>
      <td>164</td>
      <td>87</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>42652</td>
      <td>10051</td>
      <td>51366</td>
      <td>61327</td>
      <td>165396</td>
      <td>18010</td>
      <td>183406</td>
      <td>7236</td>
      <td>25346.29</td>
    </tr>
    <tr>
      <th>74</th>
      <td>RJ</td>
      <td>SAO JOSE DO VALE DO RIO PRETO</td>
      <td>10736</td>
      <td>5765</td>
      <td>0</td>
      <td>752</td>
      <td>75</td>
      <td>787</td>
      <td>304</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>104059</td>
      <td>31062</td>
      <td>117525</td>
      <td>160634</td>
      <td>413279</td>
      <td>41014</td>
      <td>454293</td>
      <td>21017</td>
      <td>21615.52</td>
    </tr>
    <tr>
      <th>75</th>
      <td>RJ</td>
      <td>SAO PEDRO DA ALDEIA</td>
      <td>35804</td>
      <td>22169</td>
      <td>0</td>
      <td>972</td>
      <td>93</td>
      <td>2067</td>
      <td>1319</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>32568</td>
      <td>246485</td>
      <td>923343</td>
      <td>656933</td>
      <td>1859328</td>
      <td>180412</td>
      <td>2039740</td>
      <td>98470</td>
      <td>20714.33</td>
    </tr>
    <tr>
      <th>76</th>
      <td>RJ</td>
      <td>SAO SEBASTIAO DO ALTO</td>
      <td>3861</td>
      <td>1687</td>
      <td>0</td>
      <td>130</td>
      <td>3</td>
      <td>230</td>
      <td>83</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>40830</td>
      <td>10404</td>
      <td>41966</td>
      <td>79640</td>
      <td>172840</td>
      <td>15879</td>
      <td>188719</td>
      <td>9075</td>
      <td>20795.51</td>
    </tr>
    <tr>
      <th>77</th>
      <td>RJ</td>
      <td>SAPUCAIA</td>
      <td>3648</td>
      <td>2223</td>
      <td>0</td>
      <td>132</td>
      <td>62</td>
      <td>304</td>
      <td>119</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>35995</td>
      <td>102376</td>
      <td>419023</td>
      <td>140308</td>
      <td>697702</td>
      <td>131648</td>
      <td>829350</td>
      <td>17604</td>
      <td>47111.47</td>
    </tr>
    <tr>
      <th>78</th>
      <td>RJ</td>
      <td>SAQUAREMA</td>
      <td>35926</td>
      <td>20233</td>
      <td>0</td>
      <td>881</td>
      <td>92</td>
      <td>2122</td>
      <td>1144</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>15700</td>
      <td>316016</td>
      <td>1150725</td>
      <td>572468</td>
      <td>2054909</td>
      <td>135331</td>
      <td>2190241</td>
      <td>83750</td>
      <td>26152.13</td>
    </tr>
    <tr>
      <th>79</th>
      <td>RJ</td>
      <td>SEROPEDICA</td>
      <td>26049</td>
      <td>15701</td>
      <td>0</td>
      <td>1481</td>
      <td>528</td>
      <td>1709</td>
      <td>1034</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>14909</td>
      <td>528432</td>
      <td>810263</td>
      <td>561724</td>
      <td>1915328</td>
      <td>143128</td>
      <td>2058456</td>
      <td>83667</td>
      <td>24602.97</td>
    </tr>
    <tr>
      <th>80</th>
      <td>RJ</td>
      <td>SILVA JARDIM</td>
      <td>7439</td>
      <td>3902</td>
      <td>0</td>
      <td>313</td>
      <td>48</td>
      <td>490</td>
      <td>285</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>27641</td>
      <td>34867</td>
      <td>124618</td>
      <td>190587</td>
      <td>377713</td>
      <td>25726</td>
      <td>403439</td>
      <td>21279</td>
      <td>18959.50</td>
    </tr>
    <tr>
      <th>81</th>
      <td>RJ</td>
      <td>SUMIDOURO</td>
      <td>7751</td>
      <td>2869</td>
      <td>0</td>
      <td>392</td>
      <td>3</td>
      <td>630</td>
      <td>157</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>128853</td>
      <td>15478</td>
      <td>64628</td>
      <td>120577</td>
      <td>329537</td>
      <td>41349</td>
      <td>370886</td>
      <td>15153</td>
      <td>24476.10</td>
    </tr>
    <tr>
      <th>82</th>
      <td>RJ</td>
      <td>TANGUA</td>
      <td>9422</td>
      <td>5617</td>
      <td>0</td>
      <td>379</td>
      <td>37</td>
      <td>604</td>
      <td>253</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>5555</td>
      <td>73680</td>
      <td>216309</td>
      <td>235156</td>
      <td>530700</td>
      <td>31635</td>
      <td>562335</td>
      <td>32703</td>
      <td>17195.21</td>
    </tr>
    <tr>
      <th>83</th>
      <td>RJ</td>
      <td>TERESOPOLIS</td>
      <td>94779</td>
      <td>58861</td>
      <td>0</td>
      <td>2540</td>
      <td>142</td>
      <td>6123</td>
      <td>3470</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>283839</td>
      <td>622600</td>
      <td>2732663</td>
      <td>1167128</td>
      <td>4806230</td>
      <td>430871</td>
      <td>5237101</td>
      <td>174587</td>
      <td>29997.09</td>
    </tr>
    <tr>
      <th>84</th>
      <td>RJ</td>
      <td>TRES RIOS</td>
      <td>34145</td>
      <td>18514</td>
      <td>0</td>
      <td>1028</td>
      <td>186</td>
      <td>1799</td>
      <td>1024</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>12256</td>
      <td>1059438</td>
      <td>1536636</td>
      <td>547288</td>
      <td>3155618</td>
      <td>485696</td>
      <td>3641315</td>
      <td>79230</td>
      <td>45958.79</td>
    </tr>
    <tr>
      <th>85</th>
      <td>RJ</td>
      <td>VALENCA</td>
      <td>24788</td>
      <td>16382</td>
      <td>0</td>
      <td>406</td>
      <td>34</td>
      <td>1657</td>
      <td>745</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>40770</td>
      <td>526965</td>
      <td>763691</td>
      <td>486274</td>
      <td>1817700</td>
      <td>199073</td>
      <td>2016774</td>
      <td>73997</td>
      <td>27254.80</td>
    </tr>
    <tr>
      <th>86</th>
      <td>RJ</td>
      <td>VARRE-SAI</td>
      <td>3016</td>
      <td>1455</td>
      <td>0</td>
      <td>64</td>
      <td>0</td>
      <td>226</td>
      <td>69</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>20136</td>
      <td>13830</td>
      <td>50827</td>
      <td>86056</td>
      <td>170849</td>
      <td>-14159</td>
      <td>156690</td>
      <td>10500</td>
      <td>14922.88</td>
    </tr>
    <tr>
      <th>87</th>
      <td>RJ</td>
      <td>VASSOURAS</td>
      <td>15600</td>
      <td>9633</td>
      <td>0</td>
      <td>585</td>
      <td>39</td>
      <td>1130</td>
      <td>465</td>
      <td>0</td>
      <td>...</td>
      <td>RJ</td>
      <td>34236</td>
      <td>155190</td>
      <td>448661</td>
      <td>260638</td>
      <td>898724</td>
      <td>64959</td>
      <td>963683</td>
      <td>35622</td>
      <td>27053.02</td>
    </tr>
    <tr>
      <th>88</th>
      <td>RJ</td>
      <td>VOLTA REDONDA</td>
      <td>137147</td>
      <td>98821</td>
      <td>0</td>
      <td>2334</td>
      <td>290</td>
      <td>7520</td>
      <td>5503</td>
      <td>1</td>
      <td>...</td>
      <td>RJ</td>
      <td>5620</td>
      <td>2670127</td>
      <td>4663577</td>
      <td>1834320</td>
      <td>9173644</td>
      <td>1288195</td>
      <td>10461839</td>
      <td>263659</td>
      <td>39679.43</td>
    </tr>
  </tbody>
</table>
<p>89 rows × 34 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="4---An&#225;lise-de-neg&#243;cio">4 - An&#225;lise de neg&#243;cio<a class="anchor-link" href="#4---An&#225;lise-de-neg&#243;cio">&#182;</a></h2><h4 id="Algumas-an&#225;lises-de-neg&#243;cio">Algumas an&#225;lises de neg&#243;cio<a class="anchor-link" href="#Algumas-an&#225;lises-de-neg&#243;cio">&#182;</a></h4><h5 id="1---Apresente-a-rela&#231;&#227;o-entre-n&#250;mero-de-autom&#243;veis-por-habitante-nas-5-cidades-com-maior-PIB">1 - Apresente a rela&#231;&#227;o entre n&#250;mero de autom&#243;veis por habitante nas 5 cidades com maior PIB<a class="anchor-link" href="#1---Apresente-a-rela&#231;&#227;o-entre-n&#250;mero-de-autom&#243;veis-por-habitante-nas-5-cidades-com-maior-PIB">&#182;</a></h5><h5 id="2---Uma-famosa-empresa-fabricante-de-pneus-para-caminh&#245;es-deseja-montar-uma-f&#225;brica-no-estado-do-RJ.-Apresente-aos-gestores-uma-cidade-candidata-&#224;-abertura-da-f&#225;brica-que-atenda-pelo-menos-3-cidades-com-baixo-custo-operacional-de-deslocamento.-(Este-&#233;-um-exerc&#237;cio-de-estrat&#233;gia-de-neg&#243;cio,-utilize-outras-fontes-de-consulta-para-avaliar-a-sua-decis&#227;o)">2 - Uma famosa empresa fabricante de pneus para caminh&#245;es deseja montar uma f&#225;brica no estado do RJ. Apresente aos gestores uma cidade candidata &#224; abertura da f&#225;brica que atenda pelo menos 3 cidades com baixo custo operacional de deslocamento. (Este &#233; um exerc&#237;cio de estrat&#233;gia de neg&#243;cio, utilize outras fontes de consulta para avaliar a sua decis&#227;o)<a class="anchor-link" href="#2---Uma-famosa-empresa-fabricante-de-pneus-para-caminh&#245;es-deseja-montar-uma-f&#225;brica-no-estado-do-RJ.-Apresente-aos-gestores-uma-cidade-candidata-&#224;-abertura-da-f&#225;brica-que-atenda-pelo-menos-3-cidades-com-baixo-custo-operacional-de-deslocamento.-(Este-&#233;-um-exerc&#237;cio-de-estrat&#233;gia-de-neg&#243;cio,-utilize-outras-fontes-de-consulta-para-avaliar-a-sua-decis&#227;o)">&#182;</a></h5>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>1 - Relação entre número de automóveis por habitante nas 5 cidades com maior PIB</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[128]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_pib</span> <span class="o">=</span> <span class="n">df_cidades</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="bp">False</span><span class="p">)[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span> <span class="c1"># Filtra os 5 melhores PIB</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[135]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_pib_auto</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_frota</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;MUNICIPIO&#39;</span><span class="p">,</span><span class="s1">&#39;AUTOMOVEL&#39;</span><span class="p">]],</span> <span class="n">df_pib</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;MUNICIPIO&#39;</span><span class="p">,</span> <span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">,</span><span class="s1">&#39;HABITANTES&#39;</span><span class="p">]],</span><span class="n">on</span><span class="o">=</span><span class="s1">&#39;MUNICIPIO&#39;</span><span class="p">)</span> <span class="c1"># Merge nos DFs</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[136]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_pib_auto</span><span class="p">[</span><span class="s1">&#39;RELATION_HAB_AUTO&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df_pib_auto</span><span class="o">.</span><span class="n">HABITANTES</span> <span class="o">/</span> <span class="n">df_pib_auto</span><span class="o">.</span><span class="n">AUTOMOVEL</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[137]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_pib_auto</span> <span class="o">=</span> <span class="n">df_pib_auto</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s1">&#39;RELATION_HAB_AUTO&#39;</span><span class="p">])</span>
<span class="n">df_pib_auto</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[137]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>MUNICIPIO</th>
      <th>AUTOMOVEL</th>
      <th>PIB_CAPITA_1</th>
      <th>HABITANTES</th>
      <th>RELATION_HAB_AUTO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3</th>
      <td>PORTO REAL</td>
      <td>7313</td>
      <td>137592.50</td>
      <td>18552</td>
      <td>2.536852</td>
    </tr>
    <tr>
      <th>1</th>
      <td>MACAE</td>
      <td>61780</td>
      <td>73412.55</td>
      <td>239471</td>
      <td>3.876190</td>
    </tr>
    <tr>
      <th>2</th>
      <td>MANGARATIBA</td>
      <td>8743</td>
      <td>92773.55</td>
      <td>41557</td>
      <td>4.753174</td>
    </tr>
    <tr>
      <th>4</th>
      <td>SAO JOAO DA BARRA</td>
      <td>6370</td>
      <td>111529.40</td>
      <td>34884</td>
      <td>5.476295</td>
    </tr>
    <tr>
      <th>0</th>
      <td>ITATIAIA</td>
      <td>4678</td>
      <td>118552.79</td>
      <td>30475</td>
      <td>6.514536</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="5---SVM-como-classificador-para-predi&#231;&#227;o">5 - SVM como classificador para predi&#231;&#227;o<a class="anchor-link" href="#5---SVM-como-classificador-para-predi&#231;&#227;o">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[138]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">df_cidades</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[138]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>92.000000</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>9.200000e+01</td>
      <td>92.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>33446.630435</td>
      <td>1.073494e+06</td>
      <td>3.494555e+06</td>
      <td>1.288909e+06</td>
      <td>5.890404e+06</td>
      <td>1.068137e+06</td>
      <td>6.958541e+06</td>
      <td>1.808260e+05</td>
      <td>30853.279891</td>
    </tr>
    <tr>
      <th>std</th>
      <td>43207.823800</td>
      <td>3.991992e+06</td>
      <td>1.854217e+07</td>
      <td>5.024288e+06</td>
      <td>2.743979e+07</td>
      <td>7.099231e+06</td>
      <td>3.450441e+07</td>
      <td>6.910449e+05</td>
      <td>22218.986922</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>8.214000e+03</td>
      <td>3.499300e+04</td>
      <td>5.505600e+04</td>
      <td>1.248430e+05</td>
      <td>-1.415900e+04</td>
      <td>1.325210e+05</td>
      <td>5.417000e+03</td>
      <td>12874.110000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>9164.250000</td>
      <td>3.603025e+04</td>
      <td>1.187435e+05</td>
      <td>1.399590e+05</td>
      <td>3.266808e+05</td>
      <td>2.649475e+04</td>
      <td>3.488015e+05</td>
      <td>1.814475e+04</td>
      <td>18398.310000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>18837.000000</td>
      <td>1.514815e+05</td>
      <td>4.137670e+05</td>
      <td>2.753190e+05</td>
      <td>9.173640e+05</td>
      <td>7.476650e+04</td>
      <td>9.795950e+05</td>
      <td>3.582650e+04</td>
      <td>22905.795000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>41636.750000</td>
      <td>6.320912e+05</td>
      <td>1.867574e+06</td>
      <td>9.558652e+05</td>
      <td>3.624372e+06</td>
      <td>3.339262e+05</td>
      <td>3.864190e+06</td>
      <td>1.287195e+05</td>
      <td>34346.162500</td>
    </tr>
    <tr>
      <th>max</th>
      <td>283839.000000</td>
      <td>3.633443e+07</td>
      <td>1.773611e+08</td>
      <td>4.754835e+07</td>
      <td>2.613252e+08</td>
      <td>6.810612e+07</td>
      <td>3.294314e+08</td>
      <td>6.498837e+06</td>
      <td>137592.500000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[151]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">svm_data</span> <span class="o">=</span> <span class="n">df_cidades</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,[</span><span class="s1">&#39;VL_BRUTO_AGROP_1000&#39;</span><span class="p">,</span><span class="s1">&#39;VL_BRUTO_INDUSTRIA_1000&#39;</span><span class="p">,</span><span class="s1">&#39;VL_BRUTO_SERV_1000&#39;</span><span class="p">,</span><span class="s1">&#39;VL_BRUTO_ADMDEF_1000&#39;</span><span class="p">,</span><span class="s1">&#39;VL_BRUTO_PRECCORR_1000&#39;</span><span class="p">,</span><span class="s1">&#39;IMPOSTOS_PROD_1000&#39;</span><span class="p">,</span><span class="s1">&#39;PIB_PRECCORR_1000&#39;</span><span class="p">,</span><span class="s1">&#39;HABITANTES&#39;</span><span class="p">,</span><span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">]]</span>
<span class="n">svm_data_mean</span> <span class="o">=</span> <span class="n">svm_data</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">svm_data</span><span class="o">.</span><span class="n">PIB_CAPITA_1</span> <span class="o">=</span> <span class="n">svm_data</span><span class="o">.</span><span class="n">PIB_CAPITA_1</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">0</span> <span class="k">if</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">svm_data_mean</span> <span class="k">else</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">svm_data</span> <span class="c1"># Conditions base on PIB numbers to have a &quot;good&quot; PIB_PER_CAPITA</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[151]:</div>


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>VL_BRUTO_AGROP_1000</th>
      <th>VL_BRUTO_INDUSTRIA_1000</th>
      <th>VL_BRUTO_SERV_1000</th>
      <th>VL_BRUTO_ADMDEF_1000</th>
      <th>VL_BRUTO_PRECCORR_1000</th>
      <th>IMPOSTOS_PROD_1000</th>
      <th>PIB_PRECCORR_1000</th>
      <th>HABITANTES</th>
      <th>PIB_CAPITA_1</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>41516</td>
      <td>2771018</td>
      <td>4051525</td>
      <td>1653972</td>
      <td>8518031</td>
      <td>604530</td>
      <td>9122561</td>
      <td>191504</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>7331</td>
      <td>14050</td>
      <td>57315</td>
      <td>80675</td>
      <td>159371</td>
      <td>8649</td>
      <td>168019</td>
      <td>11160</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>39534</td>
      <td>245682</td>
      <td>1155250</td>
      <td>868306</td>
      <td>2308773</td>
      <td>158553</td>
      <td>2467326</td>
      <td>124940</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2449</td>
      <td>45062</td>
      <td>118469</td>
      <td>99658</td>
      <td>265638</td>
      <td>50639</td>
      <td>316277</td>
      <td>12058</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>8564</td>
      <td>285573</td>
      <td>819191</td>
      <td>284130</td>
      <td>1397458</td>
      <td>77486</td>
      <td>1474944</td>
      <td>31674</td>
      <td>1</td>
    </tr>
    <tr>
      <th>5</th>
      <td>15182</td>
      <td>87133</td>
      <td>276890</td>
      <td>242622</td>
      <td>621828</td>
      <td>33333</td>
      <td>655161</td>
      <td>29077</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>45481</td>
      <td>251638</td>
      <td>913471</td>
      <td>615180</td>
      <td>1825770</td>
      <td>159649</td>
      <td>1985419</td>
      <td>97152</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>51137</td>
      <td>783665</td>
      <td>2305227</td>
      <td>1158795</td>
      <td>4298824</td>
      <td>446858</td>
      <td>4745682</td>
      <td>180126</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>2679</td>
      <td>988890</td>
      <td>3428107</td>
      <td>3073707</td>
      <td>7493383</td>
      <td>790665</td>
      <td>8284049</td>
      <td>494141</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>67768</td>
      <td>133336</td>
      <td>234725</td>
      <td>187602</td>
      <td>623430</td>
      <td>55700</td>
      <td>679130</td>
      <td>26424</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>41472</td>
      <td>87191</td>
      <td>286702</td>
      <td>251985</td>
      <td>667350</td>
      <td>44486</td>
      <td>711836</td>
      <td>36031</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>35871</td>
      <td>1913567</td>
      <td>3202121</td>
      <td>1721173</td>
      <td>6872731</td>
      <td>338634</td>
      <td>7211366</td>
      <td>212289</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>50384</td>
      <td>163464</td>
      <td>318303</td>
      <td>403853</td>
      <td>936004</td>
      <td>107065</td>
      <td>1043069</td>
      <td>56603</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>64949</td>
      <td>35556</td>
      <td>92369</td>
      <td>112105</td>
      <td>304979</td>
      <td>29365</td>
      <td>334344</td>
      <td>14824</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>8649</td>
      <td>57332</td>
      <td>88441</td>
      <td>137851</td>
      <td>292272</td>
      <td>11032</td>
      <td>303304</td>
      <td>15293</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>4278</td>
      <td>151762</td>
      <td>89358</td>
      <td>71924</td>
      <td>317321</td>
      <td>32328</td>
      <td>349649</td>
      <td>8255</td>
      <td>1</td>
    </tr>
    <tr>
      <th>16</th>
      <td>186273</td>
      <td>5167896</td>
      <td>7440673</td>
      <td>3631679</td>
      <td>16426521</td>
      <td>856861</td>
      <td>17283382</td>
      <td>487186</td>
      <td>1</td>
    </tr>
    <tr>
      <th>17</th>
      <td>25075</td>
      <td>376553</td>
      <td>259636</td>
      <td>159655</td>
      <td>820919</td>
      <td>45013</td>
      <td>865932</td>
      <td>19727</td>
      <td>1</td>
    </tr>
    <tr>
      <th>18</th>
      <td>18840</td>
      <td>97519</td>
      <td>96090</td>
      <td>105663</td>
      <td>318112</td>
      <td>12900</td>
      <td>331013</td>
      <td>12538</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>16803</td>
      <td>145765</td>
      <td>122947</td>
      <td>138912</td>
      <td>424427</td>
      <td>42434</td>
      <td>466860</td>
      <td>18322</td>
      <td>0</td>
    </tr>
    <tr>
      <th>20</th>
      <td>9537</td>
      <td>292839</td>
      <td>448074</td>
      <td>339002</td>
      <td>1089452</td>
      <td>51379</td>
      <td>1140831</td>
      <td>41167</td>
      <td>0</td>
    </tr>
    <tr>
      <th>21</th>
      <td>11465</td>
      <td>14184</td>
      <td>124508</td>
      <td>165405</td>
      <td>315562</td>
      <td>17143</td>
      <td>332705</td>
      <td>22315</td>
      <td>0</td>
    </tr>
    <tr>
      <th>22</th>
      <td>4885</td>
      <td>36075</td>
      <td>145128</td>
      <td>144450</td>
      <td>330538</td>
      <td>15721</td>
      <td>346259</td>
      <td>21158</td>
      <td>0</td>
    </tr>
    <tr>
      <th>23</th>
      <td>53538</td>
      <td>16607</td>
      <td>52251</td>
      <td>92033</td>
      <td>214429</td>
      <td>19386</td>
      <td>233815</td>
      <td>11145</td>
      <td>0</td>
    </tr>
    <tr>
      <th>24</th>
      <td>13548</td>
      <td>10649907</td>
      <td>17891892</td>
      <td>6404256</td>
      <td>34959604</td>
      <td>4898139</td>
      <td>39857742</td>
      <td>886917</td>
      <td>1</td>
    </tr>
    <tr>
      <th>25</th>
      <td>25825</td>
      <td>23700</td>
      <td>81228</td>
      <td>112499</td>
      <td>243251</td>
      <td>16329</td>
      <td>259580</td>
      <td>13521</td>
      <td>0</td>
    </tr>
    <tr>
      <th>26</th>
      <td>16391</td>
      <td>88106</td>
      <td>329883</td>
      <td>413453</td>
      <td>847833</td>
      <td>60850</td>
      <td>908683</td>
      <td>57105</td>
      <td>0</td>
    </tr>
    <tr>
      <th>27</th>
      <td>2873</td>
      <td>35896</td>
      <td>169978</td>
      <td>198552</td>
      <td>407298</td>
      <td>19628</td>
      <td>426926</td>
      <td>26430</td>
      <td>0</td>
    </tr>
    <tr>
      <th>28</th>
      <td>10301</td>
      <td>574397</td>
      <td>1892997</td>
      <td>1543524</td>
      <td>4021219</td>
      <td>332357</td>
      <td>4353576</td>
      <td>230786</td>
      <td>0</td>
    </tr>
    <tr>
      <th>29</th>
      <td>14444</td>
      <td>755332</td>
      <td>5439117</td>
      <td>1082369</td>
      <td>7291263</td>
      <td>577338</td>
      <td>7868601</td>
      <td>120855</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>
    </tr>
    <tr>
      <th>62</th>
      <td>41999</td>
      <td>1041404</td>
      <td>2742710</td>
      <td>955252</td>
      <td>4781365</td>
      <td>1552400</td>
      <td>6333766</td>
      <td>126084</td>
      <td>1</td>
    </tr>
    <tr>
      <th>63</th>
      <td>14056</td>
      <td>228283</td>
      <td>747101</td>
      <td>430289</td>
      <td>1419728</td>
      <td>123703</td>
      <td>1543431</td>
      <td>57963</td>
      <td>0</td>
    </tr>
    <tr>
      <th>64</th>
      <td>62648</td>
      <td>15994</td>
      <td>85421</td>
      <td>143654</td>
      <td>307716</td>
      <td>26907</td>
      <td>334624</td>
      <td>17850</td>
      <td>0</td>
    </tr>
    <tr>
      <th>65</th>
      <td>11986</td>
      <td>36511</td>
      <td>55785</td>
      <td>74284</td>
      <td>178566</td>
      <td>10103</td>
      <td>188669</td>
      <td>8943</td>
      <td>0</td>
    </tr>
    <tr>
      <th>66</th>
      <td>9117</td>
      <td>1444539</td>
      <td>1988374</td>
      <td>1090064</td>
      <td>4532094</td>
      <td>357502</td>
      <td>4889596</td>
      <td>136626</td>
      <td>1</td>
    </tr>
    <tr>
      <th>67</th>
      <td>81366</td>
      <td>36334430</td>
      <td>177361096</td>
      <td>47548352</td>
      <td>261325244</td>
      <td>68106116</td>
      <td>329431360</td>
      <td>6498837</td>
      <td>1</td>
    </tr>
    <tr>
      <th>68</th>
      <td>14850</td>
      <td>8214</td>
      <td>46991</td>
      <td>90106</td>
      <td>160161</td>
      <td>8868</td>
      <td>169029</td>
      <td>10198</td>
      <td>0</td>
    </tr>
    <tr>
      <th>69</th>
      <td>28113</td>
      <td>205454</td>
      <td>474464</td>
      <td>288537</td>
      <td>996568</td>
      <td>82216</td>
      <td>1078784</td>
      <td>41246</td>
      <td>0</td>
    </tr>
    <tr>
      <th>70</th>
      <td>196585</td>
      <td>135140</td>
      <td>251724</td>
      <td>302111</td>
      <td>885560</td>
      <td>72047</td>
      <td>957607</td>
      <td>41240</td>
      <td>0</td>
    </tr>
    <tr>
      <th>71</th>
      <td>72333</td>
      <td>70127</td>
      <td>284444</td>
      <td>256361</td>
      <td>683265</td>
      <td>47749</td>
      <td>731014</td>
      <td>37696</td>
      <td>0</td>
    </tr>
    <tr>
      <th>72</th>
      <td>54452</td>
      <td>1906735</td>
      <td>7679302</td>
      <td>6098161</td>
      <td>15738650</td>
      <td>1192269</td>
      <td>16930919</td>
      <td>1044058</td>
      <td>0</td>
    </tr>
    <tr>
      <th>73</th>
      <td>45771</td>
      <td>1334088</td>
      <td>1859099</td>
      <td>369824</td>
      <td>3608782</td>
      <td>281809</td>
      <td>3890591</td>
      <td>34884</td>
      <td>1</td>
    </tr>
    <tr>
      <th>74</th>
      <td>1035</td>
      <td>485316</td>
      <td>5341930</td>
      <td>2688502</td>
      <td>8516782</td>
      <td>894032</td>
      <td>9410815</td>
      <td>460541</td>
      <td>0</td>
    </tr>
    <tr>
      <th>75</th>
      <td>42652</td>
      <td>10051</td>
      <td>51366</td>
      <td>61327</td>
      <td>165396</td>
      <td>18010</td>
      <td>183406</td>
      <td>7236</td>
      <td>0</td>
    </tr>
    <tr>
      <th>76</th>
      <td>104059</td>
      <td>31062</td>
      <td>117525</td>
      <td>160634</td>
      <td>413279</td>
      <td>41014</td>
      <td>454293</td>
      <td>21017</td>
      <td>0</td>
    </tr>
    <tr>
      <th>77</th>
      <td>32568</td>
      <td>246485</td>
      <td>923343</td>
      <td>656933</td>
      <td>1859328</td>
      <td>180412</td>
      <td>2039740</td>
      <td>98470</td>
      <td>0</td>
    </tr>
    <tr>
      <th>78</th>
      <td>40830</td>
      <td>10404</td>
      <td>41966</td>
      <td>79640</td>
      <td>172840</td>
      <td>15879</td>
      <td>188719</td>
      <td>9075</td>
      <td>0</td>
    </tr>
    <tr>
      <th>79</th>
      <td>35995</td>
      <td>102376</td>
      <td>419023</td>
      <td>140308</td>
      <td>697702</td>
      <td>131648</td>
      <td>829350</td>
      <td>17604</td>
      <td>1</td>
    </tr>
    <tr>
      <th>80</th>
      <td>15700</td>
      <td>316016</td>
      <td>1150725</td>
      <td>572468</td>
      <td>2054909</td>
      <td>135331</td>
      <td>2190241</td>
      <td>83750</td>
      <td>0</td>
    </tr>
    <tr>
      <th>81</th>
      <td>14909</td>
      <td>528432</td>
      <td>810263</td>
      <td>561724</td>
      <td>1915328</td>
      <td>143128</td>
      <td>2058456</td>
      <td>83667</td>
      <td>0</td>
    </tr>
    <tr>
      <th>82</th>
      <td>27641</td>
      <td>34867</td>
      <td>124618</td>
      <td>190587</td>
      <td>377713</td>
      <td>25726</td>
      <td>403439</td>
      <td>21279</td>
      <td>0</td>
    </tr>
    <tr>
      <th>83</th>
      <td>128853</td>
      <td>15478</td>
      <td>64628</td>
      <td>120577</td>
      <td>329537</td>
      <td>41349</td>
      <td>370886</td>
      <td>15153</td>
      <td>0</td>
    </tr>
    <tr>
      <th>84</th>
      <td>5555</td>
      <td>73680</td>
      <td>216309</td>
      <td>235156</td>
      <td>530700</td>
      <td>31635</td>
      <td>562335</td>
      <td>32703</td>
      <td>0</td>
    </tr>
    <tr>
      <th>85</th>
      <td>283839</td>
      <td>622600</td>
      <td>2732663</td>
      <td>1167128</td>
      <td>4806230</td>
      <td>430871</td>
      <td>5237101</td>
      <td>174587</td>
      <td>0</td>
    </tr>
    <tr>
      <th>86</th>
      <td>21647</td>
      <td>12135</td>
      <td>55707</td>
      <td>88049</td>
      <td>177538</td>
      <td>11835</td>
      <td>189373</td>
      <td>10351</td>
      <td>0</td>
    </tr>
    <tr>
      <th>87</th>
      <td>12256</td>
      <td>1059438</td>
      <td>1536636</td>
      <td>547288</td>
      <td>3155618</td>
      <td>485696</td>
      <td>3641315</td>
      <td>79230</td>
      <td>1</td>
    </tr>
    <tr>
      <th>88</th>
      <td>40770</td>
      <td>526965</td>
      <td>763691</td>
      <td>486274</td>
      <td>1817700</td>
      <td>199073</td>
      <td>2016774</td>
      <td>73997</td>
      <td>0</td>
    </tr>
    <tr>
      <th>89</th>
      <td>20136</td>
      <td>13830</td>
      <td>50827</td>
      <td>86056</td>
      <td>170849</td>
      <td>-14159</td>
      <td>156690</td>
      <td>10500</td>
      <td>0</td>
    </tr>
    <tr>
      <th>90</th>
      <td>34236</td>
      <td>155190</td>
      <td>448661</td>
      <td>260638</td>
      <td>898724</td>
      <td>64959</td>
      <td>963683</td>
      <td>35622</td>
      <td>0</td>
    </tr>
    <tr>
      <th>91</th>
      <td>5620</td>
      <td>2670127</td>
      <td>4663577</td>
      <td>1834320</td>
      <td>9173644</td>
      <td>1288195</td>
      <td>10461839</td>
      <td>263659</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>92 rows × 9 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[157]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">svm</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="c1"># get labels - y</span>
<span class="n">labels</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">svm_data</span><span class="p">[</span><span class="s1">&#39;PIB_CAPITA_1&#39;</span><span class="p">])</span>
<span class="c1"># get features values - x1,x2,...</span>
<span class="n">features</span> <span class="o">=</span> <span class="n">svm_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;PIB_CAPITA_1&#39;</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="c1"># name of columns</span>
<span class="n">feature_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">features</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
<span class="c1"># convert to numpy array</span>
<span class="n">features</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">svm_data</span><span class="p">)</span>

<span class="n">train_features</span><span class="p">,</span> <span class="n">test_features</span><span class="p">,</span> <span class="n">train_labels</span><span class="p">,</span> <span class="n">test_labels</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.25</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">42</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[170]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">clf</span> <span class="o">=</span> <span class="n">svm</span><span class="o">.</span><span class="n">SVC</span><span class="p">(</span><span class="n">gamma</span><span class="o">=</span><span class="s1">&#39;scale&#39;</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[171]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_features</span><span class="p">,</span> <span class="n">train_labels</span><span class="p">)</span> <span class="c1"># Executa o aprendizado</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[171]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,
  decision_function_shape=&#39;ovr&#39;, degree=3, gamma=&#39;scale&#39;, kernel=&#39;rbf&#39;,
  max_iter=-1, probability=False, random_state=0, shrinking=True,
  tol=0.001, verbose=False)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[172]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">predictions</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_features</span><span class="p">)</span> <span class="c1"># Faz a predição</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[173]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span>
<span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_labels</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span>
<span class="n">accuracy</span> <span class="c1"># accuracia de 69%</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[173]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.6956521739130435</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Vamos rodar o mesmo exemplo com outro classificador - floresta aleatória</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[175]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="n">clf</span> <span class="o">=</span> <span class="n">RandomForestClassifier</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">max_depth</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[176]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_features</span><span class="p">,</span> <span class="n">train_labels</span><span class="p">)</span> <span class="c1"># Executa o aprendizado</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test_features</span><span class="p">)</span> <span class="c1"># Faz a predição</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[177]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_labels</span><span class="p">,</span> <span class="n">predictions</span><span class="p">)</span>
<span class="n">accuracy</span> <span class="c1"># accuracia de 86%</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[177]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0.8695652173913043</pre>
</div>

</div>

</div>
</div>

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

 
</html>