fp.html

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


<title>fp</title>

<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;
}
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.highlight .go { color: #888888 } /* Generic.Output */
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.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 */
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.highlight .nv { color: #19177C } /* Name.Variable */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
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div#notebook {
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  border-top: none;
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    page-break-inside: avoid;
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        .jp-OutputPrompt {
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<center><b>
    <h1>Visualizing and Understanding the Relationship Between High School Retention Rates and Student Punishment in the United States</h1><br>
    <span>Noah Fichter</span><br>
    <span>CMSC320 - Fall 2019 - John Dickerson</span>
</b></center><p><hr></p>
<p><center><h2>Introduction</h2></center></p>
<p>
The Office for Civil Rights (OCR) is a subdepartment in the United States Department of Education that collects data on a variety of factors that relate to civil rights of students, including student characteristics like race and gender, intances of bullying, retention rates, and much more. This data is collected at a school-wide level; each school reports the data to the OCR.

This tutorial will explore the OCR's <a href="https://catalog.data.gov/dataset/civil-rights-data-collection-2013-14">Civil Rights Data Collection dataset</a> for the 2013-2014 school year. My goal is to understand which factors correlate strongest with high school retention rates (i.e., the rate at which students are required to repeat a grade). In addition, I will make a model that allows us to predict retention rates based on these factors. Because education policy is so different from state to state, I will analyze this at a state level. (Education policy is also very different on a district to district level, but there are more than 13,000 school districts, some with very few schools, so I felt that doing it at the state level was a nice middle ground.)

For those interested in education policy, this will be an insightful tutorial into both how education data analysis is done at a broad level and into potential policy alternatives that may mitigate the factors that correlate to high school retention. Reducing high school retention rates is incredibly important, as it allows students to enter the workforce faster. It is especially important for low-income students whose families may be relying on them to begin working sooner.

Because the data collected is not part of a randomized-control trial study (RCT), we cannot be sure that reducing any of the factors that correlate with high school retention rates will result in a reduction of high school retention rates. However, this tutorial may give insight into which factors would be worth researching further in an RCT or quasi-experimental study.
</p><p><h4>Further background readings</h4></p>
<p>Before we get started, here are some quick and easily-digestable articles on the effect that retention in high school has on students.
<ul>
    <li><a href="https://www.thoughtco.com/essential-questions-concerning-grade-retention-3194685">Essential Questions Concerning Grade Retention</a></li>
    <li><a href="http://www.ascd.org/publications/educational-leadership/mar08/vol65/num06/Grade-Retention.aspx">What Research Says About Grade Retention</a></li>
    <li><a href="https://www.rand.org/pubs/research_briefs/RB10025.html">How Does Repeating a Grade Impact Students' High School Persistence and Behavior?</a></li>
</ul>
In addition, here are some articles about the use of physical and mental punishment in schools. This will be important in the next section, because the majority of the independent variables I choose have to do with punishment.
<ul>
    <li><a href="https://www.nytimes.com/2018/12/13/us/corporal-punishment-school-tennessee.html">In 19 States, It's Still Legal to Spank Children in Public Schools</a></li>
    <li><a href="https://www.npr.org/sections/ed/2017/04/12/521944429/where-corporal-punishment-is-still-used-its-roots-go-deep">Where Corporal Punishment Is Still Used In Schools, Its Roots Run Deep</a></li>
    <li><a href="https://www.npr.org/2019/06/15/729955321/how-some-schools-restrain-or-seclude-students-a-look-at-a-controversial-practice">How Some Schools Restrain Or Seclude Students: A Look At A Controversial Practice</a></li>
</ul>
Finally, <a href="https://escholarship.org/uc/item/7zc0c135">here's</a> a good paper that discusses the effects of punishment on school retention.
</p><p><hr></p>
<p><center><h2>Getting Started with the Data</h2></center></p>
<p>
I will use Python 3 with some popular, easily-accessible libraries: <a href="https://pandas.pydata.org/pandas-docs/stable/">pandas</a>, <a href="https://docs.scipy.org/doc/numpy/user/">numpy</a>, <a href="https://matplotlib.org/contents.html">matplotlib</a>, <a href="https://scikit-learn.org/stable/documentation.html">scikit-learn</a>, <a href="https://docs.scipy.org/doc/scipy/reference/stats.html">scipy.stats</a>, <a href="https://seaborn.pydata.org/">seaborn</a>, <a href="https://www.statsmodels.org/stable/index.html">statsmodels</a> and <a href="https://ipywidgets.readthedocs.io/en/latest/">ipywidgets</a>.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Imports</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>
<span class="kn">import</span> <span class="nn">warnings</span>

<span class="kn">from</span> <span class="nn">ipywidgets</span> <span class="kn">import</span> <span class="n">interactive</span>
<span class="kn">import</span> <span class="nn">ipywidgets</span> <span class="k">as</span> <span class="nn">widgets</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">f</span> <span class="k">as</span> <span class="n">ftest</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">linear_model</span><span class="p">,</span> <span class="n">model_selection</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>
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<p>
The dataset I am using is the United States Department of Education's Office's for Civil Rights <a href="https://catalog.data.gov/dataset/civil-rights-data-collection-2013-14">Civil Rights Data Collection dataset</a> for the 2013-2014 school year.
</p><h3>Preprocessing the Data</h3>
<p>
The raw dataset contains nearly 2,000 <i>columns</i>. To make this tutorial more understandable, I chose 19 columns corresponding to 10 factors or independent variables (9 of which are separated by Male/Female, which we will later combine into one variable), that I hypothesized would have an effect on high school retention rates. These ten factors and the correspoding questions we should ask about them are (in no particular order):
    <ul>
        <li>Total number of students enrolled --> Does a larger school have a higher retention rate?</li>
        <li>Overall white student enrollment --> Does a student with a lower percentage of white students have a higher retention rate?
            <ul><li>Why? --> This is important because of the achievement gap between white students and students of color (read more about the achievement gap <a href="https://www.edglossary.org/achievement-gap/">here</a>). If we know that segregated schools with high populations of students of color have higher retention rates, it can help inform our policy decisions.
            </li></ul>
        </li>
        <li>Total number of students without disabilities who received corporal punishment --> Does a school with more corporal punishment have higher retention rates?</li>
        <li>Total number of students without disabilities who received more than one out-of-school suspension --> Does a school with more "repeat-offender" out-of-school suspension recipients have higher retention rates?</li>
        <li>Total number of students without disabilities who received one or more in-school suspension --> Does a school that gives more in-school suspensions have higher retention rates?</li>
        <li>Total number of students without disabilities who received an expulsion without educational services --> Does a school that gives more expulsions have higher retention rates?</li>
        <li>Students without disabilities who were referred to a law-enforcement agency or official --> Does a school that refers more students to LEAs have higher retention rates?</li>
        <li>Students without disabilities who received a school-related arrest --> Does a school with more school-related arrests have higher retention rates?</li>
        <li>Total number of students reported for engaging in harassment or bullying on the basis of race, color or national origin --> Does a school with more race-/ethnicity-related bullying have higher retention rates?</li>
        <li>Number of instances of seclusion: Students without Disabilities --> Does a school that puts students into seclusion more often have higher retention rates?</li>
    </ul>

There are undoubtedly a slew of other factors that I could have analyzed. Regardless, I deleted the other ~2,000 columns. In addition to these 10 columns, I kept data about the school's state and the number of students it has enrolled in each grade from PreK-12. This is important, because it will allow me to filter out schools that aren't high schools (i.e. schools that do not have students in all and only grades 9-12). I also kept columns that determined if a school was a juvenile, special education, charter, magnet, or "alternative" school, because I wanted to remove any schools that are marked as one of these — I am focusing on traditional public high schools. I also kept the 8 columns (separated by M/F) that indicate how many students were retained in grades 9-12, as this is my dependent variable.
</p>

<h3>Reading the Data</h3><p>
After preprocessing, I was left with 46 columns of data: 1 column for the school's state, 5 columns for the school type, 14 columns for the grades the school contains, 8 columns for the school's retention statistics, 2 columns for the school's total enrollment (M/F), 2 columns for the school's Black student enrollment, 2 columns for out-of-school suspensions, 2 for in-school-suspensions, 2 for expulsions, 2 for LEA referrals, 2 for school-related arrests, 2 for race-related bullying, and 1 for number of instances of seclusion. Let's take a look:
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data.csv&#39;</span><span class="p">)</span>
<span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_columns&#39;</span><span class="p">,</span> <span class="mi">50</span><span class="p">)</span> <span class="c1"># The default is ~20 and we have 46</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>LEA_STATE</th>
      <th>JJ</th>
      <th>SCH_GRADE_PS</th>
      <th>SCH_GRADE_KG</th>
      <th>SCH_GRADE_G01</th>
      <th>SCH_GRADE_G02</th>
      <th>SCH_GRADE_G03</th>
      <th>SCH_GRADE_G04</th>
      <th>SCH_GRADE_G05</th>
      <th>SCH_GRADE_G06</th>
      <th>SCH_GRADE_G07</th>
      <th>SCH_GRADE_G08</th>
      <th>SCH_GRADE_G09</th>
      <th>SCH_GRADE_G10</th>
      <th>SCH_GRADE_G11</th>
      <th>SCH_GRADE_G12</th>
      <th>SCH_STATUS_SPED</th>
      <th>SCH_STATUS_MAGNET</th>
      <th>SCH_STATUS_CHARTER</th>
      <th>SCH_STATUS_ALT</th>
      <th>TOT_ENR_M</th>
      <th>TOT_ENR_F</th>
      <th>SCH_ENR_BL_M</th>
      <th>SCH_ENR_BL_F</th>
      <th>TOT_RET_G09_M</th>
      <th>TOT_RET_G09_F</th>
      <th>TOT_RET_G10_M</th>
      <th>TOT_RET_G10_F</th>
      <th>TOT_RET_G11_M</th>
      <th>TOT_RET_G11_F</th>
      <th>TOT_RET_G12_M</th>
      <th>TOT_RET_G12_F</th>
      <th>TOT_DISCWODIS_CORP_M</th>
      <th>TOT_DISCWODIS_CORP_F</th>
      <th>TOT_DISCWODIS_ISS_M</th>
      <th>TOT_DISCWODIS_ISS_F</th>
      <th>TOT_DISCWODIS_MULTOOS_M</th>
      <th>TOT_DISCWODIS_MULTOOS_F</th>
      <th>TOT_DISCWODIS_EXPWOE_M</th>
      <th>TOT_DISCWODIS_EXPWOE_F</th>
      <th>TOT_DISCWODIS_REF_M</th>
      <th>TOT_DISCWODIS_REF_F</th>
      <th>TOT_DISCWODIS_ARR_M</th>
      <th>TOT_DISCWODIS_ARR_F</th>
      <th>TOT_HBREPORTED_RAC_M</th>
      <th>TOT_HBREPORTED_RAC_F</th>
      <th>SCH_RSINSTANCES_SECL_WODIS</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>1798</td>
      <td>0</td>
      <td>1001</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>994</td>
      <td>0</td>
      <td>599</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>910</td>
      <td>0</td>
      <td>500</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>307</td>
      <td>328</td>
      <td>5</td>
      <td>8</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>87</td>
      <td>57</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
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      <th>4</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
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<p>
Woah. What a mess! What do those column names mean? And why are there so many? And what's up with all the -9s? We have a few tasks to do with regards to cleaning up the data:
<ol>
    <li>Rename columns to be more understandable</li>
    <li>Delete rows that are marked "YES" for any special school type</li>
    <li>Delete columns for special school types</li>
    <li>Delete rows that are marked "YES" for any grade below 9th</li>
    <li>Delete rows that are marked "NO" for any grade above 8th</li>
    <li>Delete columns for grades served</li>
    <li>Convert entries with -9 to 0
        <ul>
            <li>-9 is the OCR's code for N/A. For example, a school with -9 students receiving corporal punishment means that school doesn't employ corporal punishment as a punishment tactic. For our purposes, we can just convert these to 0.</li>
        </ul>
    </li>
    <li>Combine retention statistic columns into one</li>
    <li>Combine columns split by Male/Female into one</li>
    <li>Create a column for X per student (e.g. number of out of school suspensions per student)</li>
</ol>
</p><p><h3>Tidying and Modifying the Data</h3></p>
<p><h4>1. Rename columns to be more understandable</h4></p>
<p><p>OCR provides a handy file that explains what each of these columns means (it's how I discerned which columns to use in the first place). I'm going to make a dictionary that maps the existing column name to a more readable one, and then change all the column names in accordance to that dictionary.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">name_map</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;LEA_STATE&#39;</span><span class="p">:</span> <span class="s1">&#39;state&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_PS&#39;</span><span class="p">:</span> <span class="s1">&#39;has_prek&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_KG&#39;</span><span class="p">:</span> <span class="s1">&#39;has_k&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G01&#39;</span><span class="p">:</span> <span class="s1">&#39;has_1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G02&#39;</span><span class="p">:</span> <span class="s1">&#39;has_2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G03&#39;</span><span class="p">:</span> <span class="s1">&#39;has_3&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G04&#39;</span><span class="p">:</span> <span class="s1">&#39;has_4&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G05&#39;</span><span class="p">:</span> <span class="s1">&#39;has_5&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G06&#39;</span><span class="p">:</span> <span class="s1">&#39;has_6&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G07&#39;</span><span class="p">:</span> <span class="s1">&#39;has_7&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G08&#39;</span><span class="p">:</span> <span class="s1">&#39;has_8&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G09&#39;</span><span class="p">:</span> <span class="s1">&#39;has_9&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G10&#39;</span><span class="p">:</span> <span class="s1">&#39;has_10&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G11&#39;</span><span class="p">:</span> <span class="s1">&#39;has_11&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G12&#39;</span><span class="p">:</span> <span class="s1">&#39;has_12&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_GRADE_G13&#39;</span><span class="p">:</span> <span class="s1">&#39;has_13&#39;</span><span class="p">,</span>
    <span class="s1">&#39;JJ&#39;</span><span class="p">:</span> <span class="s1">&#39;is_juvenile&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_STATUS_SPED&#39;</span><span class="p">:</span> <span class="s1">&#39;is_special_ed&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_STATUS_MAGNET&#39;</span><span class="p">:</span> <span class="s1">&#39;is_magnet&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_STATUS_CHARTER&#39;</span><span class="p">:</span> <span class="s1">&#39;is_charter&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_STATUS_ALT&#39;</span><span class="p">:</span> <span class="s1">&#39;is_alternative&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_ENR_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_male_students&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_ENR_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_female_students&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_ENR_BL_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_black_male_students&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_ENR_BL_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_black_female_students&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G09_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_male_grade9&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G09_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_female_grade9&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G10_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_male_grade10&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G10_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_female_grade10&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G11_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_male_grade11&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G11_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_female_grade11&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G12_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_male_grade12&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_RET_G12_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_retention_female_grade12&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_CORP_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_corporal_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_CORP_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_corporal_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_ISS_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_inschool_suspension_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_ISS_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_inschool_suspension_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_MULTOOS_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_outofschool_suspension_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_MULTOOS_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_outofschool_suspension_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_EXPWOE_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_explusion_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_EXPWOE_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_explusion_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_REF_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_LEA_ref_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_REF_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_LEA_ref_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_ARR_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_arrests_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_DISCWODIS_ARR_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_arrests_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_HBREPORTED_RAC_M&#39;</span><span class="p">:</span> <span class="s1">&#39;total_race_bullying_male&#39;</span><span class="p">,</span>
    <span class="s1">&#39;TOT_HBREPORTED_RAC_F&#39;</span><span class="p">:</span> <span class="s1">&#39;total_race_bullying_female&#39;</span><span class="p">,</span>
    <span class="s1">&#39;SCH_RSINSTANCES_SECL_WODIS&#39;</span><span class="p">:</span> <span class="s1">&#39;total_seclusion_instances&#39;</span>
<span class="p">}</span>

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

    </div>
</div>
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        text-align: right;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>is_juvenile</th>
      <th>has_prek</th>
      <th>has_k</th>
      <th>has_1</th>
      <th>has_2</th>
      <th>has_3</th>
      <th>has_4</th>
      <th>has_5</th>
      <th>has_6</th>
      <th>has_7</th>
      <th>has_8</th>
      <th>has_9</th>
      <th>has_10</th>
      <th>has_11</th>
      <th>has_12</th>
      <th>is_special_ed</th>
      <th>is_magnet</th>
      <th>is_charter</th>
      <th>is_alternative</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>1798</td>
      <td>0</td>
      <td>1001</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>994</td>
      <td>0</td>
      <td>599</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>AL</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>910</td>
      <td>0</td>
      <td>500</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>307</td>
      <td>328</td>
      <td>5</td>
      <td>8</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>87</td>
      <td>57</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

  </div>
<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><h4>2. Delete rows that are marked "YES" for any special school type</h4></p>
<p>As mentioned before, we don't want any special schools -- we're focused specifically on traditional public schools. Let's get rid of the columns that mark YES for any special school type.</p>
</div>
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  <div class="
      cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">data</span><span class="p">[(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_juvenile&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">)</span> <span class="o">|</span>
               <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_special_ed&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">)</span> <span class="o">|</span>
               <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_magnet&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">)</span> <span class="o">|</span>
               <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_charter&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">)</span> <span class="o">|</span>
               <span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_alternative&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">)]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

    </div>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>is_juvenile</th>
      <th>has_prek</th>
      <th>has_k</th>
      <th>has_1</th>
      <th>has_2</th>
      <th>has_3</th>
      <th>has_4</th>
      <th>has_5</th>
      <th>has_6</th>
      <th>has_7</th>
      <th>has_8</th>
      <th>has_9</th>
      <th>has_10</th>
      <th>has_11</th>
      <th>has_12</th>
      <th>is_special_ed</th>
      <th>is_magnet</th>
      <th>is_charter</th>
      <th>is_alternative</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>307</td>
      <td>328</td>
      <td>5</td>
      <td>8</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>87</td>
      <td>57</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>331</td>
      <td>349</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>7</td>
      <td>2</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>381</td>
      <td>402</td>
      <td>8</td>
      <td>11</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>37</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>AL</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>243</td>
      <td>236</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><h4>3. Delete columns for special school types</h4></p>
<p>Now that we've deleted all the rows that mark YES for any special school type, we can delete all of those columns.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_juvenile&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_special_ed&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_magnet&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_charter&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;is_alternative&#39;</span><span class="p">]</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<style scoped>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>has_prek</th>
      <th>has_k</th>
      <th>has_1</th>
      <th>has_2</th>
      <th>has_3</th>
      <th>has_4</th>
      <th>has_5</th>
      <th>has_6</th>
      <th>has_7</th>
      <th>has_8</th>
      <th>has_9</th>
      <th>has_10</th>
      <th>has_11</th>
      <th>has_12</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>3</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>307</td>
      <td>328</td>
      <td>5</td>
      <td>8</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>87</td>
      <td>57</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>331</td>
      <td>349</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>7</td>
      <td>2</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>381</td>
      <td>402</td>
      <td>8</td>
      <td>11</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>37</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>AL</td>
      <td>YES</td>
      <td>YES</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>243</td>
      <td>236</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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  </div>
<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
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<h4>4. Delete rows that are marked "YES" for any grade below 9th<br>
    5. Delete rows that are marked "NO" for any grade above 8th</h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a list of all suffixes for the has_ columns from prek to 8th grade</span>
<span class="n">del_for_yes</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;prek&#39;</span><span class="p">,</span><span class="s1">&#39;k&#39;</span><span class="p">]</span>
<span class="n">del_for_yes</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">8</span><span class="p">)])</span>
<span class="c1"># Create a list of all suffixes for the has_ columns from 9th to 12th grade</span>
<span class="n">del_for_no</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;9&#39;</span><span class="p">,</span><span class="s1">&#39;10&#39;</span><span class="p">,</span><span class="s1">&#39;11&#39;</span><span class="p">,</span><span class="s1">&#39;12&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">suffix</span> <span class="ow">in</span> <span class="n">del_for_yes</span><span class="p">:</span>
    <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;has_&#39;</span><span class="o">+</span><span class="n">suffix</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;YES&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">for</span> <span class="n">suffix</span> <span class="ow">in</span> <span class="n">del_for_no</span><span class="p">:</span>
    <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;has_&#39;</span><span class="o">+</span><span class="n">suffix</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;NO&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>has_prek</th>
      <th>has_k</th>
      <th>has_1</th>
      <th>has_2</th>
      <th>has_3</th>
      <th>has_4</th>
      <th>has_5</th>
      <th>has_6</th>
      <th>has_7</th>
      <th>has_8</th>
      <th>has_9</th>
      <th>has_10</th>
      <th>has_11</th>
      <th>has_12</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>280</td>
      <td>270</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>43</td>
      <td>5</td>
      <td>103</td>
      <td>50</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>257</td>
      <td>237</td>
      <td>2</td>
      <td>2</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>199</td>
      <td>180</td>
      <td>2</td>
      <td>2</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>14</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>NO</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>YES</td>
      <td>1395</td>
      <td>1362</td>
      <td>365</td>
      <td>386</td>
      <td>26</td>
      <td>20</td>
      <td>4</td>
      <td>2</td>
      <td>6</td>
      <td>2</td>
      <td>14</td>
      <td>9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>2</td>
      <td>11</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
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<p><h4>6. Delete columns for grades served</h4></p>
<p>Now that we've deleted any schools that aren't only highschools serving grades 9-12, we can delete the columns that indicate the grades that a school serves.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_del</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;prek&#39;</span><span class="p">,</span><span class="s1">&#39;k&#39;</span><span class="p">]</span>
<span class="n">to_del</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="nb">str</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">13</span><span class="p">)])</span>
<span class="k">for</span> <span class="n">suffix</span> <span class="ow">in</span> <span class="n">to_del</span><span class="p">:</span>
    <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;has_&#39;</span><span class="o">+</span><span class="n">suffix</span><span class="p">]</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>280</td>
      <td>270</td>
      <td>5</td>
      <td>5</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>43</td>
      <td>5</td>
      <td>103</td>
      <td>50</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>257</td>
      <td>237</td>
      <td>2</td>
      <td>2</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>199</td>
      <td>180</td>
      <td>2</td>
      <td>2</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>14</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>1395</td>
      <td>1362</td>
      <td>365</td>
      <td>386</td>
      <td>26</td>
      <td>20</td>
      <td>4</td>
      <td>2</td>
      <td>6</td>
      <td>2</td>
      <td>14</td>
      <td>9</td>
      <td>-9</td>
      <td>-9</td>
      <td>0</td>
      <td>2</td>
      <td>11</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
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<p><h4>7. Convert entries with -9 to 0</h4></p>
<p>As explained above, -9 is the OCR's code for N/A. For example, a school with -9 students receiving corporal punishment means that school doesn't employ corporal punishment as a punishment tactic. For our purposes, we can just convert these to 0.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="o">-</span><span class="mi">9</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        vertical-align: top;
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_retention_male_grade9</th>
      <th>total_retention_female_grade9</th>
      <th>total_retention_male_grade10</th>
      <th>total_retention_female_grade10</th>
      <th>total_retention_male_grade11</th>
      <th>total_retention_female_grade11</th>
      <th>total_retention_male_grade12</th>
      <th>total_retention_female_grade12</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>10</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>280</td>
      <td>270</td>
      <td>5</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>43</td>
      <td>5</td>
      <td>103</td>
      <td>50</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>257</td>
      <td>237</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>199</td>
      <td>180</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>14</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>1395</td>
      <td>1362</td>
      <td>365</td>
      <td>386</td>
      <td>26</td>
      <td>20</td>
      <td>4</td>
      <td>2</td>
      <td>6</td>
      <td>2</td>
      <td>14</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>11</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

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<div class="cell border-box-sizing text_cell rendered"><div class="inner_cell">
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<h4>8. Combine retention statistic columns into one</h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;retention&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_male_grade9&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_female_grade9&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_male_grade10&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_female_grade10&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_male_grade11&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_female_grade11&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_male_grade12&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_female_grade12&#39;</span><span class="p">]</span>

<span class="n">mf</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;male&#39;</span><span class="p">,</span><span class="s1">&#39;female&#39;</span><span class="p">]</span>
<span class="n">grd</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;9&#39;</span><span class="p">,</span><span class="s1">&#39;10&#39;</span><span class="p">,</span><span class="s1">&#39;11&#39;</span><span class="p">,</span><span class="s1">&#39;12&#39;</span><span class="p">]</span>
<span class="n">combos</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">product</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">mf</span><span class="p">,</span><span class="n">grd</span><span class="p">]))</span> <span class="c1"># All possible combinations so I don&#39;t have to type them out</span>
<span class="k">for</span> <span class="n">combo</span> <span class="ow">in</span> <span class="n">combos</span><span class="p">:</span>
    <span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_retention_&#39;</span><span class="o">+</span><span class="n">combo</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">+</span><span class="s1">&#39;_grade&#39;</span><span class="o">+</span><span class="n">combo</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>total_male_students</th>
      <th>total_female_students</th>
      <th>total_black_male_students</th>
      <th>total_black_female_students</th>
      <th>total_corporal_male</th>
      <th>total_corporal_female</th>
      <th>total_inschool_suspension_male</th>
      <th>total_inschool_suspension_female</th>
      <th>total_outofschool_suspension_male</th>
      <th>total_outofschool_suspension_female</th>
      <th>total_explusion_male</th>
      <th>total_explusion_female</th>
      <th>total_LEA_ref_male</th>
      <th>total_LEA_ref_female</th>
      <th>total_arrests_male</th>
      <th>total_arrests_female</th>
      <th>total_race_bullying_male</th>
      <th>total_race_bullying_female</th>
      <th>total_seclusion_instances</th>
      <th>retention</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>537</td>
      <td>577</td>
      <td>14</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>2</td>
      <td>7</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>18</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>280</td>
      <td>270</td>
      <td>5</td>
      <td>5</td>
      <td>43</td>
      <td>5</td>
      <td>103</td>
      <td>50</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>257</td>
      <td>237</td>
      <td>2</td>
      <td>2</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>199</td>
      <td>180</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>14</td>
      <td>2</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>1395</td>
      <td>1362</td>
      <td>365</td>
      <td>386</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>11</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>83</td>
    </tr>
  </tbody>
</table>
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<h4>9. Combine columns split by Male/Female into one</h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_male_students&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_female_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_male_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_female_students&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_black_students&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_black_male_students&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_black_female_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_black_male_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_black_female_students&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;corporal&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_corporal_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_corporal_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_corporal_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_corporal_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;iss&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_inschool_suspension_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_inschool_suspension_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_inschool_suspension_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_inschool_suspension_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;oss&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_outofschool_suspension_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_outofschool_suspension_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_outofschool_suspension_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_outofschool_suspension_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;expulsion&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_explusion_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_explusion_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_explusion_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_explusion_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;LEA_referrals&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_LEA_ref_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_LEA_ref_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_LEA_ref_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_LEA_ref_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;school_arrests&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_arrests_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_arrests_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_arrests_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_arrests_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;race_related_bullying&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_race_bullying_male&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_race_bullying_female&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_race_bullying_male&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;total_race_bullying_female&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>total_seclusion_instances</th>
      <th>retention</th>
      <th>num_students</th>
      <th>num_black_students</th>
      <th>corporal</th>
      <th>iss</th>
      <th>oss</th>
      <th>expulsion</th>
      <th>LEA_referrals</th>
      <th>school_arrests</th>
      <th>race_related_bullying</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>0</td>
      <td>18</td>
      <td>1114</td>
      <td>25</td>
      <td>0</td>
      <td>11</td>
      <td>9</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>0</td>
      <td>0</td>
      <td>550</td>
      <td>10</td>
      <td>48</td>
      <td>153</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>0</td>
      <td>0</td>
      <td>494</td>
      <td>4</td>
      <td>11</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>0</td>
      <td>0</td>
      <td>379</td>
      <td>4</td>
      <td>0</td>
      <td>38</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>0</td>
      <td>83</td>
      <td>2757</td>
      <td>751</td>
      <td>0</td>
      <td>2</td>
      <td>15</td>
      <td>0</td>
      <td>18</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<p><h4>10. Create a column for X per student</h4></p>
<p>We have raw numbers, but if a school has, for example, 10 in school suspensions, that means wildly different things if it has 100 total students or 10000 total students. Let's create an new independent variable for every current independent variable that divides the number of Black students or instances of ISS/OSS/expulsion/LEA referrals/school-related arrests/race-related bullying by the total number of students in the school. We also want to convert our raw number of retentions into a similar new dependent variable in which we examine the number of retentions divided by number of students.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;percent_Black_students&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_black_students&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_black_students&#39;</span><span class="p">]</span>

<span class="c1"># The &quot;_ps&quot; suffix indicates that this variable is X Per Student</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;corporal_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;corporal&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;corporal&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;iss_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;iss&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;iss&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;oss_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;oss&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;oss&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;expulsion_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;expulsion&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;expulsion&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;LEA_referrals_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;LEA_referrals&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;LEA_referrals&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;school_arrests_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;school_arrests&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;school_arrests&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;race_related_bullying_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;race_related_bullying&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;race_related_bullying&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="p">[</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;retention&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;num_students&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;retention&#39;</span><span class="p">]</span>

<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>total_seclusion_instances</th>
      <th>num_students</th>
      <th>percent_Black_students</th>
      <th>corporal_ps</th>
      <th>iss_ps</th>
      <th>oss_ps</th>
      <th>expulsion_ps</th>
      <th>LEA_referrals_ps</th>
      <th>school_arrests_ps</th>
      <th>race_related_bullying_ps</th>
      <th>retention_ps</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>0</td>
      <td>1114</td>
      <td>0.022442</td>
      <td>0.000000</td>
      <td>0.009874</td>
      <td>0.008079</td>
      <td>0.0</td>
      <td>0.003591</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.016158</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>0</td>
      <td>550</td>
      <td>0.018182</td>
      <td>0.087273</td>
      <td>0.278182</td>
      <td>0.003636</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>0</td>
      <td>494</td>
      <td>0.008097</td>
      <td>0.022267</td>
      <td>0.000000</td>
      <td>0.014170</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>0</td>
      <td>379</td>
      <td>0.010554</td>
      <td>0.000000</td>
      <td>0.100264</td>
      <td>0.010554</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>0</td>
      <td>2757</td>
      <td>0.272398</td>
      <td>0.000000</td>
      <td>0.000725</td>
      <td>0.005441</td>
      <td>0.0</td>
      <td>0.006529</td>
      <td>0.001451</td>
      <td>0.0</td>
      <td>0.030105</td>
    </tr>
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<p>Great! Lastly, let's order our columns in a way that makes the most sense.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[[</span><span class="s1">&#39;state&#39;</span><span class="p">,</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">,</span><span class="s1">&#39;num_students&#39;</span><span class="p">,</span><span class="s1">&#39;percent_Black_students&#39;</span><span class="p">,</span><span class="s1">&#39;corporal_ps&#39;</span><span class="p">,</span><span class="s1">&#39;iss_ps&#39;</span><span class="p">,</span>
             <span class="s1">&#39;oss_ps&#39;</span><span class="p">,</span><span class="s1">&#39;expulsion_ps&#39;</span><span class="p">,</span><span class="s1">&#39;LEA_referrals_ps&#39;</span><span class="p">,</span><span class="s1">&#39;school_arrests_ps&#39;</span><span class="p">,</span><span class="s1">&#39;race_related_bullying_ps&#39;</span><span class="p">]]</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>state</th>
      <th>retention_ps</th>
      <th>num_students</th>
      <th>percent_Black_students</th>
      <th>corporal_ps</th>
      <th>iss_ps</th>
      <th>oss_ps</th>
      <th>expulsion_ps</th>
      <th>LEA_referrals_ps</th>
      <th>school_arrests_ps</th>
      <th>race_related_bullying_ps</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>AL</td>
      <td>0.016158</td>
      <td>1114</td>
      <td>0.022442</td>
      <td>0.000000</td>
      <td>0.009874</td>
      <td>0.008079</td>
      <td>0.0</td>
      <td>0.003591</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AL</td>
      <td>0.000000</td>
      <td>550</td>
      <td>0.018182</td>
      <td>0.087273</td>
      <td>0.278182</td>
      <td>0.003636</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>AL</td>
      <td>0.000000</td>
      <td>494</td>
      <td>0.008097</td>
      <td>0.022267</td>
      <td>0.000000</td>
      <td>0.014170</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AL</td>
      <td>0.000000</td>
      <td>379</td>
      <td>0.010554</td>
      <td>0.000000</td>
      <td>0.100264</td>
      <td>0.010554</td>
      <td>0.0</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>25</th>
      <td>AL</td>
      <td>0.030105</td>
      <td>2757</td>
      <td>0.272398</td>
      <td>0.000000</td>
      <td>0.000725</td>
      <td>0.005441</td>
      <td>0.0</td>
      <td>0.006529</td>
      <td>0.001451</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<p><hr></p>
<p><center><h2>Exploratory Data Analysis</h2></center></p>
<p><h3>Graphing each variable vs retention (for the U.S. as a whole)</h3></p>
<p>Let's ignore the "state" column for now and just graph each variable vs retention for the United States as a whole. To do this, we're going to create a "widget" using the ipywidgets module. This will create an interactive dropdown that calls our plot() function every time the value is updated. Our plot function will take in an independent variable, which we will use to visualize the data for that variable. In addition, we're going to take a random sampling of 1000 schools, so we're not seeing a jumbled mess on the plot.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">variables</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Dropdown</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s1">&#39;Variable: &#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]])</span>
<span class="n">variable</span> <span class="o">=</span> <span class="n">variables</span><span class="o">.</span><span class="n">value</span>
<span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="n">variable</span><span class="p">):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">variable</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">fit_reg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">2.5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">variable</span> <span class="o">+</span> <span class="s1">&#39; vs. Retentions Per Student&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">variable</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Retentions Per Student&#39;</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">variable</span> <span class="o">!=</span> <span class="s1">&#39;num_students&#39;</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">interactive</span><span class="p">(</span><span class="n">plot</span><span class="p">,</span> <span class="n">variable</span><span class="o">=</span><span class="n">variable</span><span class="p">)</span>
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<p><h3>Graphing each variable vs retention (for each state, all on one graph)</h3></p>
<p>Now, let's break it down to each state, and see how we can compare states. The code for this part is going to be very similar, but we're going to assign each data point a hue based on its state.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">variables</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Dropdown</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s1">&#39;Variable: &#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]])</span>
<span class="n">variable</span> <span class="o">=</span> <span class="n">variables</span><span class="o">.</span><span class="n">value</span>
<span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="n">variable</span><span class="p">):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">variable</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;state&#39;</span><span class="p">,</span> <span class="n">fit_reg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">2.5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">variable</span> <span class="o">+</span> <span class="s1">&#39; vs. Retentions Per Student, Separated by State&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">variable</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Retentions Per Student&#39;</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">variable</span> <span class="o">!=</span> <span class="s1">&#39;num_students&#39;</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">5000</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">interactive</span><span class="p">(</span><span class="n">plot</span><span class="p">,</span> <span class="n">variable</span><span class="o">=</span><span class="n">variable</span><span class="p">)</span>
</pre></div>

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<p><h3>Graphing each variable vs retention (for each state, with a dropdown menu)</h3></p>
<p>Yeah, it looks like we're not going to be able to discern any reasonable information from the graph above; it's just a big jumbled mess. Instead, we can create one graph for each state to see the differences in each state. Instead of drawing a graph for each state and having to scroll through each one to find what we're looking for, we're going to create a dropdown menu that allows the user to select which state they want to see data for, similar to how we did it for each independent variable.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">states_list</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;AL&quot;</span><span class="p">,</span> <span class="s2">&quot;AK&quot;</span><span class="p">,</span> <span class="s2">&quot;AZ&quot;</span><span class="p">,</span> <span class="s2">&quot;AR&quot;</span><span class="p">,</span> <span class="s2">&quot;CA&quot;</span><span class="p">,</span> <span class="s2">&quot;CO&quot;</span><span class="p">,</span> <span class="s2">&quot;CT&quot;</span><span class="p">,</span> <span class="s2">&quot;DC&quot;</span><span class="p">,</span> <span class="s2">&quot;DE&quot;</span><span class="p">,</span> <span class="s2">&quot;FL&quot;</span><span class="p">,</span> <span class="s2">&quot;GA&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;HI&quot;</span><span class="p">,</span> <span class="s2">&quot;ID&quot;</span><span class="p">,</span> <span class="s2">&quot;IL&quot;</span><span class="p">,</span> <span class="s2">&quot;IN&quot;</span><span class="p">,</span> <span class="s2">&quot;IA&quot;</span><span class="p">,</span> <span class="s2">&quot;KS&quot;</span><span class="p">,</span> <span class="s2">&quot;KY&quot;</span><span class="p">,</span> <span class="s2">&quot;LA&quot;</span><span class="p">,</span> <span class="s2">&quot;ME&quot;</span><span class="p">,</span> <span class="s2">&quot;MD&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;MA&quot;</span><span class="p">,</span> <span class="s2">&quot;MI&quot;</span><span class="p">,</span> <span class="s2">&quot;MN&quot;</span><span class="p">,</span> <span class="s2">&quot;MS&quot;</span><span class="p">,</span> <span class="s2">&quot;MO&quot;</span><span class="p">,</span> <span class="s2">&quot;MT&quot;</span><span class="p">,</span> <span class="s2">&quot;NE&quot;</span><span class="p">,</span> <span class="s2">&quot;NV&quot;</span><span class="p">,</span> <span class="s2">&quot;NH&quot;</span><span class="p">,</span> <span class="s2">&quot;NJ&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;NM&quot;</span><span class="p">,</span> <span class="s2">&quot;NY&quot;</span><span class="p">,</span> <span class="s2">&quot;NC&quot;</span><span class="p">,</span> <span class="s2">&quot;ND&quot;</span><span class="p">,</span> <span class="s2">&quot;OH&quot;</span><span class="p">,</span> <span class="s2">&quot;OK&quot;</span><span class="p">,</span> <span class="s2">&quot;OR&quot;</span><span class="p">,</span> <span class="s2">&quot;PA&quot;</span><span class="p">,</span> <span class="s2">&quot;RI&quot;</span><span class="p">,</span> <span class="s2">&quot;SC&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;SD&quot;</span><span class="p">,</span> <span class="s2">&quot;TN&quot;</span><span class="p">,</span> <span class="s2">&quot;TX&quot;</span><span class="p">,</span> <span class="s2">&quot;UT&quot;</span><span class="p">,</span> <span class="s2">&quot;VT&quot;</span><span class="p">,</span> <span class="s2">&quot;VA&quot;</span><span class="p">,</span> <span class="s2">&quot;WA&quot;</span><span class="p">,</span> <span class="s2">&quot;WV&quot;</span><span class="p">,</span> <span class="s2">&quot;WI&quot;</span><span class="p">,</span> <span class="s2">&quot;WY&quot;</span><span class="p">]</span>

<span class="n">states</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Dropdown</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s1">&#39;State: &#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="p">[</span><span class="n">states_list</span><span class="p">])</span>
<span class="n">state</span> <span class="o">=</span> <span class="n">states</span><span class="o">.</span><span class="n">value</span>

<span class="n">variables</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Dropdown</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s1">&#39;Variable: &#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">columns</span><span class="p">)[</span><span class="mi">2</span><span class="p">:]])</span>
<span class="n">variable</span> <span class="o">=</span> <span class="n">variables</span><span class="o">.</span><span class="n">value</span>

<span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="n">state</span><span class="p">,</span> <span class="n">variable</span><span class="p">):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">variable</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">state</span><span class="p">],</span> <span class="n">fit_reg</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">aspect</span><span class="o">=</span><span class="mf">2.5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">variable</span> <span class="o">+</span> <span class="s1">&#39; vs. Retentions Per Student in &#39;</span> <span class="o">+</span> <span class="n">state</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="n">variable</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Retentions Per Student&#39;</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">variable</span> <span class="o">!=</span> <span class="s1">&#39;num_students&#39;</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">5000</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    
<span class="n">interactive</span><span class="p">(</span><span class="n">plot</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">state</span><span class="p">,</span> <span class="n">variable</span><span class="o">=</span><span class="n">variable</span><span class="p">)</span>
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<p>Let's pick some interesting graphs to analyze. Feel free to play around with the various states and variables to draw your own conclusions! I'm going to look at nine combinations:
    <ol>
        <li>CT: % Black students
            <ul><li>It looks like in Connecticut, there is a strong but small positive correlation between having a larger percent of Black students and the number of retentions per student.</li></ul>
        </li>
        <li>Georgia: ISS instances per student
            <ul><li>It looks like in Georgia, there is a weak large positive correlation between having a higher number of in-school suspensions per student and the number of retentions per student.</li></ul>
        </li>
        <li>Montana: Race-related bullying instances per student
            <ul><li>It looks like in Montana, there is a weak large positive correlation between having a higher number of race-related instances of bullying per student and the number of retentions per student.</li></ul>
        </li>
        <li>California & New York: Total # of students
            <ul><li>It looks like in both California and New York, there is a strong small negative correlation between having a higher number of total students and the number of retentions per student. This one is particularly interesting — perhaps significantly large schools have too many students to adequately determine who they should retain, and thus choose to retain fewer students.</li></ul>
        </li>
        <li>Georgia: Corporal punishment instances per student
            <ul><li>It looks like in Georgia, there is a very large and somewhat strong positive correlation between having a higher number of instances of corporal punishment per student and the number of retentions per student.</li></ul>
        </li>
        <li>Georgia: OSS instances per student
            <ul><li>It looks like in Georgia, there is a very large and somewhat strong positive correlation between having a higher number of instances of out-of-school suspensions per student and the number of retentions per student.</li></ul>
        </li>
        <li>CO/MN/MA/etc: Expulsions per student
            <ul><li>In a variety of states (e.g. CO, MN, MA), there is a small negative correlation between having a higher number of expulsions per student and the number of retentions per student. This one is also quite interesting — maybe schools in these states choose to expel students instead of retaining them. </li></ul>
        </li>
        <li>D.C.: LEA referrals per student
            <ul><li>It looks like in D.C., there is a large but weak positive correlation between having a higher number of referrals to law enforcement agencies per student and the number of retentions per student.</li></ul>
        </li>
        <li>Illinois: School-related arrests per student
            <ul><li>It looks like in Illinois, there is a large strong positive correlation between having a higher number of school-related arrests per student and the number of retentions per student.</li></ul>
        </li>
    </ol>

Some interesting overall insights:
<ul>
    <li>The graphs for many states for LEA referrals and school-related arrests are identical, indicating that many schools likely only refer a student to a law enforcement agency if they are doing something that the school indicates warrants an arrest.</li>
    <li>A lot of states have 0 instances of corporal punishment for every single school. This is because corporal punishment is only still legal in 19 states.</li>
    <li>States differ wildly in every variable, reinforcing the idea that education policy is so different from state to state. We could likely break it down further to district-by-district graphs and see even more variation between districts in the same state.</li>
</ul>
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<p><center><h2>Predicting a High School's Retention Rates</h2></center></p>
<p>Now that we've visualized some of the variables, we can create some models that predict the percent of students a high school will retain based on the factors we've chosen. This data is from the 2013-2014 school year, so this model will be particularly helpful if you have more recent data without retention rates. It'll also help us try to determine which variables will have the biggest impact on retention rates, and thus which variables as policymakers and advocates we could try to reduce in schools. (Obviously these models and data analysis methods only account for correlation, not causation, so we can't be sure that reducing these variables will actually reduce the number of retentions in high schools.)</p><p>We'll make two (or, 51) models, one for the U.S. as a whole, and one for each state using a dropdown menu. For each model, we'll follow the same process: First, we will split the data into a training set and a testing set. Then, we will create a model from the training data. Finally, we will predict retention rates using the testing set, and use thoses predictions to evaluate the model.</p><h3>Linear regression for the U.S. as a whole</h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Separate into X = all of the independent variables, and y = the independent variable (retentionss per student)</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;state&#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="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;retention_ps&#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="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">]</span>

<span class="c1"># Separate into train and test datasets</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">model_selection</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>

<span class="c1"># Create the linear regression based on the training dataset</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">OLS</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">X_train</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>

<span class="c1"># Create a linear regression by inputting the test dataset into the above linear regression</span>
<span class="n">prediction_reg</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>

<span class="c1"># Create a plot to measure the predicted retention rates against the actual retention rates</span>
<span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;U.S. Retention Data Distribution: Actual vs. Predicted&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Actual&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">prediction_reg</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Linear Regression Predictions&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>The model looks like it performed pretty well, but let's take a look at some actual statistics and determine the success of the model using the F-Test for Goodness of Fit. Our model is significant if the F-Value is greater than the calculated F-Statistic and the p-value is less than alpha, which we will set at 0.01.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">f_test</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">identity</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">params</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Calculated F-Stat :</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">ftest</span><span class="o">.</span><span class="n">ppf</span><span class="p">(</span><span class="o">.</span><span class="mi">99</span><span class="p">,</span><span class="n">test</span><span class="o">.</span><span class="n">df_num</span><span class="p">,</span><span class="n">test</span><span class="o">.</span><span class="n">df_denom</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;           F-Value:</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">test</span><span class="o">.</span><span class="n">fvalue</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;           p-Value:</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">test</span><span class="o">.</span><span class="n">pvalue</span><span class="p">))</span>
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<pre>Calculated F-Stat :	 2.4094691674108293
           F-Value:	 1806.1931188867945
           p-Value:	 0.0
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<p>The F-Value is significantly higher than the F-Stat (more than 1000x), and the p-Value is effectively 0. Thus, our model is significant and can be trusted to predict the number of retentions per student at a given high school in the United States.

<h3>Linear regression for each state</h3>
<p>In a similar vein as we did when doing exploratory data analysis, we're going to create a linear regresssion for each state with a dropdown menu to visualize each one, one at a time.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">states_list</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;AL&quot;</span><span class="p">,</span> <span class="s2">&quot;AK&quot;</span><span class="p">,</span> <span class="s2">&quot;AZ&quot;</span><span class="p">,</span> <span class="s2">&quot;AR&quot;</span><span class="p">,</span> <span class="s2">&quot;CA&quot;</span><span class="p">,</span> <span class="s2">&quot;CO&quot;</span><span class="p">,</span> <span class="s2">&quot;CT&quot;</span><span class="p">,</span> <span class="s2">&quot;DE&quot;</span><span class="p">,</span> <span class="s2">&quot;FL&quot;</span><span class="p">,</span> <span class="s2">&quot;GA&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;HI&quot;</span><span class="p">,</span> <span class="s2">&quot;ID&quot;</span><span class="p">,</span> <span class="s2">&quot;IL&quot;</span><span class="p">,</span> <span class="s2">&quot;IN&quot;</span><span class="p">,</span> <span class="s2">&quot;IA&quot;</span><span class="p">,</span> <span class="s2">&quot;KS&quot;</span><span class="p">,</span> <span class="s2">&quot;KY&quot;</span><span class="p">,</span> <span class="s2">&quot;LA&quot;</span><span class="p">,</span> <span class="s2">&quot;ME&quot;</span><span class="p">,</span> <span class="s2">&quot;MD&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;MA&quot;</span><span class="p">,</span> <span class="s2">&quot;MI&quot;</span><span class="p">,</span> <span class="s2">&quot;MN&quot;</span><span class="p">,</span> <span class="s2">&quot;MS&quot;</span><span class="p">,</span> <span class="s2">&quot;MO&quot;</span><span class="p">,</span> <span class="s2">&quot;MT&quot;</span><span class="p">,</span> <span class="s2">&quot;NE&quot;</span><span class="p">,</span> <span class="s2">&quot;NV&quot;</span><span class="p">,</span> <span class="s2">&quot;NH&quot;</span><span class="p">,</span> <span class="s2">&quot;NJ&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;NM&quot;</span><span class="p">,</span> <span class="s2">&quot;NY&quot;</span><span class="p">,</span> <span class="s2">&quot;NC&quot;</span><span class="p">,</span> <span class="s2">&quot;ND&quot;</span><span class="p">,</span> <span class="s2">&quot;OH&quot;</span><span class="p">,</span> <span class="s2">&quot;OK&quot;</span><span class="p">,</span> <span class="s2">&quot;OR&quot;</span><span class="p">,</span> <span class="s2">&quot;PA&quot;</span><span class="p">,</span> <span class="s2">&quot;RI&quot;</span><span class="p">,</span> <span class="s2">&quot;SC&quot;</span><span class="p">,</span> 
          <span class="s2">&quot;SD&quot;</span><span class="p">,</span> <span class="s2">&quot;TN&quot;</span><span class="p">,</span> <span class="s2">&quot;TX&quot;</span><span class="p">,</span> <span class="s2">&quot;UT&quot;</span><span class="p">,</span> <span class="s2">&quot;VT&quot;</span><span class="p">,</span> <span class="s2">&quot;VA&quot;</span><span class="p">,</span> <span class="s2">&quot;WA&quot;</span><span class="p">,</span> <span class="s2">&quot;WV&quot;</span><span class="p">,</span> <span class="s2">&quot;WI&quot;</span><span class="p">,</span> <span class="s2">&quot;WY&quot;</span><span class="p">]</span>

<span class="n">states</span> <span class="o">=</span> <span class="n">widgets</span><span class="o">.</span><span class="n">Dropdown</span><span class="p">(</span><span class="n">description</span><span class="o">=</span><span class="s1">&#39;State: &#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="p">[</span><span class="n">states_list</span><span class="p">])</span>
<span class="n">state</span> <span class="o">=</span> <span class="n">states</span><span class="o">.</span><span class="n">value</span>

<span class="c1"># Create a dictionary of state -&gt; [y_test, actual_model, predicted_model]</span>
<span class="n">models</span> <span class="o">=</span> <span class="p">{}</span>

<span class="k">for</span> <span class="n">state_</span> <span class="ow">in</span> <span class="n">states_list</span><span class="p">:</span>
    <span class="n">X</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">state_</span><span class="p">]</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;state&#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="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;retention_ps&#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="n">y</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">state_</span><span class="p">][</span><span class="s1">&#39;retention_ps&#39;</span><span class="p">]</span>

    <span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">model_selection</span><span class="o">.</span><span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>

    <span class="n">reg</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">OLS</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">X_train</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
    <span class="n">prediction_reg</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
    
    <span class="n">models</span><span class="p">[</span><span class="n">state_</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">y_test</span><span class="p">,</span> <span class="n">reg</span><span class="p">,</span> <span class="n">prediction_reg</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="n">state</span><span class="p">):</span>
    <span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">reg</span><span class="p">,</span> <span class="n">prediction_reg</span><span class="p">)</span> <span class="o">=</span> <span class="p">(</span><span class="n">models</span><span class="p">[</span><span class="n">state</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">models</span><span class="p">[</span><span class="n">state</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">models</span><span class="p">[</span><span class="n">state</span><span class="p">][</span><span class="mi">2</span><span class="p">])</span>
    
    <span class="n">f</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1"> Retention Data Distribution: Actual vs. Predicted&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">state</span><span class="p">))</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Actual&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">prediction_reg</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Linear Regression Predictions&quot;</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    
<span class="n">interactive</span><span class="p">(</span><span class="n">plot</span><span class="p">,</span> <span class="n">state</span><span class="o">=</span><span class="n">state</span><span class="p">)</span>
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<p>Looking through some states, the model seems to fit pretty well. For others, the model doesn't seem to fit very well. Let's evaluate these models the same way we did before.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">state_</span> <span class="ow">in</span> <span class="n">states_list</span><span class="p">:</span>
    <span class="n">reg</span> <span class="o">=</span> <span class="n">models</span><span class="p">[</span><span class="n">state_</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">test</span> <span class="o">=</span> <span class="n">reg</span><span class="o">.</span><span class="n">f_test</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">identity</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">params</span><span class="p">)))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;===============================================&#39;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;             State:</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">state_</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Calculated F-Stat :</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">ftest</span><span class="o">.</span><span class="n">ppf</span><span class="p">(</span><span class="o">.</span><span class="mi">99</span><span class="p">,</span><span class="n">test</span><span class="o">.</span><span class="n">df_num</span><span class="p">,</span><span class="n">test</span><span class="o">.</span><span class="n">df_denom</span><span class="p">)))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;           F-Value:</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">test</span><span class="o">.</span><span class="n">fvalue</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;           p-Value:</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">test</span><span class="o">.</span><span class="n">pvalue</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;   p-Value &lt;= 0.01?</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;YES&#39;</span> <span class="k">if</span> <span class="n">test</span><span class="o">.</span><span class="n">pvalue</span> <span class="o">&lt;=</span> <span class="mf">0.01</span> <span class="k">else</span> <span class="s1">&#39;NO&#39;</span><span class="p">)</span>
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<pre>===============================================
             State:	 AL
Calculated F-Stat :	 2.5477483937719336
           F-Value:	 21.57095327146669
           p-Value:	 6.891185123684925e-22
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 AK
Calculated F-Stat :	 3.93857261547994
           F-Value:	 8.092345190968421
           p-Value:	 0.00019620954205312255
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 AZ
Calculated F-Stat :	 2.6616174386346354
           F-Value:	 3.025627150595202
           p-Value:	 0.0039173585214302906
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 AR
Calculated F-Stat :	 2.713069421126866
           F-Value:	 6.6914599615741714
           p-Value:	 1.3385594456136213e-06
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 CA
Calculated F-Stat :	 2.5402514687704256
           F-Value:	 6.7393943611988485
           p-Value:	 1.737503523753649e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 CO
Calculated F-Stat :	 2.6335655473726
           F-Value:	 7.6117086086977395
           p-Value:	 1.6821936472129342e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 CT
Calculated F-Stat :	 2.700120412155174
           F-Value:	 15.415974070346097
           p-Value:	 2.069877237825594e-14
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 DE
Calculated F-Stat :	 4.302062010896446
           F-Value:	 30.84537207497378
           p-Value:	 3.1060530843679004e-07
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 FL
Calculated F-Stat :	 2.537403555866709
           F-Value:	 16.517496519224675
           p-Value:	 3.120334618916212e-18
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 GA
Calculated F-Stat :	 2.4848560132074744
           F-Value:	 499.9348086344105
           p-Value:	 4.503765757534726e-146
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 HI
Calculated F-Stat :	 4.101505325976616
           F-Value:	 31.55261964585794
           p-Value:	 2.610268754370168e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 ID
Calculated F-Stat :	 2.8982828239652387
           F-Value:	 0.6065473383550077
           p-Value:	 0.7678499694743949
   p-Value &lt;= 0.01?	 NO
===============================================
             State:	 IL
Calculated F-Stat :	 2.55850050782308
           F-Value:	 25.91709116633535
           p-Value:	 6.785251824254023e-32
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 IN
Calculated F-Stat :	 2.6271587615119123
           F-Value:	 4.572918572307858
           p-Value:	 5.039912778861882e-05
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 IA
Calculated F-Stat :	 2.6361545809475615
           F-Value:	 4.6983793979043975
           p-Value:	 3.9033957905509495e-05
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 KS
Calculated F-Stat :	 2.6352794755345292
           F-Value:	 20.856385784443255
           p-Value:	 7.612521647905033e-21
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 KY
Calculated F-Stat :	 2.5653414503661995
           F-Value:	 14.097365136369493
           p-Value:	 4.2453104863752136e-15
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 LA
Calculated F-Stat :	 2.6085596639011506
           F-Value:	 7.2648316401488096
           p-Value:	 6.792385379349676e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 ME
Calculated F-Stat :	 2.8469382363431754
           F-Value:	 2.2602014553863317
           p-Value:	 0.036031253832839547
   p-Value &lt;= 0.01?	 NO
===============================================
             State:	 MD
Calculated F-Stat :	 2.7252326142059853
           F-Value:	 33.96554743638873
           p-Value:	 1.6340307174623356e-23
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MA
Calculated F-Stat :	 2.627922658648584
           F-Value:	 4.476632843581286
           p-Value:	 6.610756922255632e-05
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MI
Calculated F-Stat :	 2.4643312178913663
           F-Value:	 18.188530326375535
           p-Value:	 2.7448343539829462e-24
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MN
Calculated F-Stat :	 2.68357364141689
           F-Value:	 3.73992982722593
           p-Value:	 0.0006851756319307579
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MS
Calculated F-Stat :	 2.5743072013220205
           F-Value:	 21.932213156600362
           p-Value:	 9.072056232977294e-21
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MO
Calculated F-Stat :	 2.5013746632306733
           F-Value:	 10.056468112838965
           p-Value:	 1.3210525681854165e-12
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 MT
Calculated F-Stat :	 2.700120412155174
           F-Value:	 23.67884143603794
           p-Value:	 9.985356645022131e-20
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NE
Calculated F-Stat :	 2.8027355821368567
           F-Value:	 14.921647749107995
           p-Value:	 4.456037048285602e-12
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NV
Calculated F-Stat :	 2.9802343275402956
           F-Value:	 4.410589642555159
           p-Value:	 0.0006559336713927798
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NH
Calculated F-Stat :	 2.915966094091226
           F-Value:	 17.73294876926753
           p-Value:	 7.771424642620831e-12
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NJ
Calculated F-Stat :	 2.599006326278841
           F-Value:	 22.13292162208976
           p-Value:	 3.78164260064134e-24
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NM
Calculated F-Stat :	 2.8288767010147375
           F-Value:	 4.192535142485526
           p-Value:	 0.0005060688346942067
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NY
Calculated F-Stat :	 2.4396223767897323
           F-Value:	 62.19397363601916
           p-Value:	 4.100025672543897e-78
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 NC
Calculated F-Stat :	 2.5759273352407273
           F-Value:	 100.62679987738679
           p-Value:	 2.1132799712916303e-77
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 ND
Calculated F-Stat :	 3.362867119949481
           F-Value:	 16.592283201693576
           p-Value:	 4.787586106169568e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 OH
Calculated F-Stat :	 2.4535800164190733
           F-Value:	 44.688661098566
           p-Value:	 1.3782555602850086e-54
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 OK
Calculated F-Stat :	 2.4737695751640763
           F-Value:	 12.374227016469778
           p-Value:	 2.1611901999738594e-16
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 OR
Calculated F-Stat :	 2.68357364141689
           F-Value:	 6.46230494751521
           p-Value:	 7.877177992543116e-07
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 PA
Calculated F-Stat :	 2.576643840467456
           F-Value:	 37.49077569869502
           p-Value:	 6.645776188913475e-40
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 RI
Calculated F-Stat :	 3.586660224294848
           F-Value:	 6.052569914737683
           p-Value:	 0.0005071357420208909
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 SC
Calculated F-Stat :	 2.690555355686929
           F-Value:	 28.209183859735127
           p-Value:	 1.177909786410064e-22
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 SD
Calculated F-Stat :	 2.700120412155174
           F-Value:	 7.675671114582046
           p-Value:	 6.435722587125266e-08
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 TN
Calculated F-Stat :	 2.5206990847215196
           F-Value:	 25.337221829588497
           p-Value:	 1.324373012805885e-26
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 TX
Calculated F-Stat :	 2.4340510583125474
           F-Value:	 27.399416414962538
           p-Value:	 1.8160359324606946e-40
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 UT
Calculated F-Stat :	 3.4530335271058066
           F-Value:	 2.756030449115246
           p-Value:	 0.028419886501811337
   p-Value &lt;= 0.01?	 NO
===============================================
             State:	 VT
Calculated F-Stat :	 4.744467643935464
           F-Value:	 1.706926512010754
           p-Value:	 0.2021544911232313
   p-Value &lt;= 0.01?	 NO
===============================================
             State:	 VA
Calculated F-Stat :	 2.613738485327945
           F-Value:	 46.3166423577931
           p-Value:	 1.9054082963849736e-39
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 WA
Calculated F-Stat :	 2.6055500506139557
           F-Value:	 4.667290007066212
           p-Value:	 3.1230413776025214e-05
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 WV
Calculated F-Stat :	 2.8671758895716764
           F-Value:	 15.275214358194477
           p-Value:	 2.3806286437933926e-11
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 WI
Calculated F-Stat :	 2.5883118927654
           F-Value:	 42.824072967570714
           p-Value:	 1.0424818701944913e-41
   p-Value &lt;= 0.01?	 YES
===============================================
             State:	 WY
Calculated F-Stat :	 3.255827169127261
           F-Value:	 1.043791451895261
           p-Value:	 0.4292354864421161
   p-Value &lt;= 0.01?	 NO
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<p>Most of theses have p-Values less than 0.01, which means that the model is statistically significant. Some, however, do not. For those states, we can conclude that at least from the data available we cannot predict to a statistically significant extent the number of retentions per student based on independent variables we have chosen. For the others, we can conclude that we can significantly predict this.</p>
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<p><center><h2>Conclusion, Policy Implications, & Further Exploration</h2></center></p>
<p>The Office for Civil Rights in the U.S. Department of Education collects an insane amount of civil rights-related data. Beyond the data I've analyzed in this tutorial, this data is further disaggregated by race, ethnicity, gender, disability status, and more. There is a lot more data analysis that could be done just on this dataset with regards to retention and punishment within U.S. schools.</p>
<p>One key insight from this tutorial is that the state (and likely the school district) that you're analyzing matters. As is common in education policy, this project cannot provide insights at a local district level, which is often the level that most education policy decisions are done and implemented. The best recommendation I can provide is to follow the methods I've used in this tutorial and examine your own school district. Maybe you'll find some interesting correlations that can help drive local policy recommendations.</p>
<p>I hope you enjoyed following along with this tutorial. Data analysis in education policy is a massive field that has barely been uncovered and if you're interested in exploring it further I highly recommend looking into open positions and internships at the variety of education policy thinktanks around the United States.</p>
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