report.html

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

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

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

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

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

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

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

    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">&#182;</a></h1><h2 id="Model-Evaluation-&amp;-Validation">Model Evaluation &amp; Validation<a class="anchor-link" href="#Model-Evaluation-&amp;-Validation">&#182;</a></h2><h2 id="Project:-Predicting-Boston-Housing-Prices">Project: Predicting Boston Housing Prices<a class="anchor-link" href="#Project:-Predicting-Boston-Housing-Prices">&#182;</a></h2><p>Welcome to the first project of the Machine Learning Engineer Nanodegree! In this notebook, some template code has already been provided for you, and you will need to implement additional functionality to successfully complete this project. You will not need to modify the included code beyond what is requested. Sections that begin with <strong>'Implementation'</strong> in the header indicate that the following block of code will require additional functionality which you must provide. Instructions will be provided for each section and the specifics of the implementation are marked in the code block with a 'TODO' statement. Please be sure to read the instructions carefully!</p>
<p>In addition to implementing code, there will be questions that you must answer which relate to the project and your implementation. Each section where you will answer a question is preceded by a <strong>'Question X'</strong> header. Carefully read each question and provide thorough answers in the following text boxes that begin with <strong>'Answer:'</strong>. Your project submission will be evaluated based on your answers to each of the questions and the implementation you provide.</p>
<blockquote><p><strong>Note:</strong> Code and Markdown cells can be executed using the <strong>Shift + Enter</strong> keyboard shortcut. In addition, Markdown cells can be edited by typically double-clicking the cell to enter edit mode.</p>
</blockquote>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Getting-Started">Getting Started<a class="anchor-link" href="#Getting-Started">&#182;</a></h2><p>In this project, you will evaluate the performance and predictive power of a model that has been trained and tested on data collected from homes in suburbs of Boston, Massachusetts. A model trained on this data that is seen as a <em>good fit</em> could then be used to make certain predictions about a home — in particular, its monetary value. This model would prove to be invaluable for someone like a real estate agent who could make use of such information on a daily basis.</p>
<p>The dataset for this project originates from the <a href="https://archive.ics.uci.edu/ml/datasets/Housing">UCI Machine Learning Repository</a>. The Boston housing data was collected in 1978 and each of the 506 entries represent aggregated data about 14 features for homes from various suburbs in Boston, Massachusetts. For the purposes of this project, the following preprocessing steps have been made to the dataset:</p>
<ul>
<li>16 data points have an <code>'MEDV'</code> value of 50.0. These data points likely contain <strong>missing or censored values</strong> and have been removed.</li>
<li>1 data point has an <code>'RM'</code> value of 8.78. This data point can be considered an <strong>outlier</strong> and has been removed.</li>
<li>The features <code>'RM'</code>, <code>'LSTAT'</code>, <code>'PTRATIO'</code>, and <code>'MEDV'</code> are essential. The remaining <strong>non-relevant features</strong> have been excluded.</li>
<li>The feature <code>'MEDV'</code> has been <strong>multiplicatively scaled</strong> to account for 35 years of market inflation.</li>
</ul>
<p>Run the code cell below to load the Boston housing dataset, along with a few of the necessary Python libraries required for this project. You will know the dataset loaded successfully if the size of the dataset is reported.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Import libraries necessary for this project</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="kn">import</span> <span class="n">ShuffleSplit</span>

<span class="c1"># Import supplementary visualizations code visuals.py</span>
<span class="kn">import</span> <span class="nn">visuals</span> <span class="kn">as</span> <span class="nn">vs</span>

<span class="c1"># Pretty display for notebooks</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Load the Boston housing dataset</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;housing.csv&#39;</span><span class="p">)</span>
<span class="n">prices</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;MEDV&#39;</span><span class="p">]</span>
<span class="n">features</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;MEDV&#39;</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
    
<span class="c1"># Success</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Boston housing dataset has {} data points with {} variables each.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">*</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Boston housing dataset has 489 data points with 4 variables each.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Data-Exploration">Data Exploration<a class="anchor-link" href="#Data-Exploration">&#182;</a></h2><p>In this first section of this project, you will make a cursory investigation about the Boston housing data and provide your observations. Familiarizing yourself with the data through an explorative process is a fundamental practice to help you better understand and justify your results.</p>
<p>Since the main goal of this project is to construct a working model which has the capability of predicting the value of houses, we will need to separate the dataset into <strong>features</strong> and the <strong>target variable</strong>. The <strong>features</strong>, <code>'RM'</code>, <code>'LSTAT'</code>, and <code>'PTRATIO'</code>, give us quantitative information about each data point. The <strong>target variable</strong>, <code>'MEDV'</code>, will be the variable we seek to predict. These are stored in <code>features</code> and <code>prices</code>, respectively.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Implementation:-Calculate-Statistics">Implementation: Calculate Statistics<a class="anchor-link" href="#Implementation:-Calculate-Statistics">&#182;</a></h3><p>For your very first coding implementation, you will calculate descriptive statistics about the Boston housing prices. Since <code>numpy</code> has already been imported for you, use this library to perform the necessary calculations. These statistics will be extremely important later on to analyze various prediction results from the constructed model.</p>
<p>In the code cell below, you will need to implement the following:</p>
<ul>
<li>Calculate the minimum, maximum, mean, median, and standard deviation of <code>'MEDV'</code>, which is stored in <code>prices</code>.<ul>
<li>Store each calculation in their respective variable.</li>
</ul>
</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># TODO: Minimum price of the data</span>
<span class="n">minimum_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Maximum price of the data</span>
<span class="n">maximum_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Mean price of the data</span>
<span class="n">mean_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Median price of the data</span>
<span class="n">median_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># TODO: Standard deviation of prices of the data</span>
<span class="n">std_price</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">prices</span><span class="p">)</span>

<span class="c1"># Show the calculated statistics</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Statistics for Boston housing dataset:</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Minimum price: ${}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">minimum_price</span><span class="p">))</span> 
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Maximum price: ${}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">maximum_price</span><span class="p">))</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Mean price: ${}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">mean_price</span><span class="p">))</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Median price ${}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">median_price</span><span class="p">))</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Standard deviation of prices: ${}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">std_price</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Statistics for Boston housing dataset:

Minimum price: $105000.0
Maximum price: $1024800.0
Mean price: $454342.944785
Median price $438900.0
Standard deviation of prices: $165171.131544
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-1---Feature-Observation">Question 1 - Feature Observation<a class="anchor-link" href="#Question-1---Feature-Observation">&#182;</a></h3><p>As a reminder, we are using three features from the Boston housing dataset: <code>'RM'</code>, <code>'LSTAT'</code>, and <code>'PTRATIO'</code>. For each data point (neighborhood):</p>
<ul>
<li><code>'RM'</code> is the average number of rooms among homes in the neighborhood.</li>
<li><code>'LSTAT'</code> is the percentage of homeowners in the neighborhood considered "lower class" (working poor).</li>
<li><code>'PTRATIO'</code> is the ratio of students to teachers in primary and secondary schools in the neighborhood.</li>
</ul>
<p><strong> Using your intuition, for each of the three features above, do you think that an increase in the value of that feature would lead to an </strong>increase<strong> in the value of <code>'MEDV'</code> or a </strong>decrease<strong> in the value of <code>'MEDV'</code>? Justify your answer for each.</strong></p>
<p><strong>Hint:</strong> This problem can phrased using examples like below.</p>
<ul>
<li>Would you expect a home that has an <code>'RM'</code> value(number of rooms) of 6 be worth more or less than a home that has an <code>'RM'</code> value of 7?</li>
<li>Would you expect a neighborhood that has an <code>'LSTAT'</code> value(percent of lower class workers) of 15 have home prices be worth more or less than a neighborhood that has an <code>'LSTAT'</code> value of 20?</li>
<li>Would you expect a neighborhood that has an <code>'PTRATIO'</code> value(ratio of students to teachers) of 10 have home prices be worth more or less than a neighborhood that has an <code>'PTRATIO'</code> value of 15?</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong> 
<strong>
Effect of RM :</strong>
IF RM ( no. of rooms ) increases , then automatically price of the house also increases because area occupied by the house is large .
So, homes with an  RM value of 6 are  not as worth as homes with an RM value of 7.</p>
<p><strong>Effect of LSTAT :</strong>
An increase in the LSTAT (percentage of lower class workers ) indicates that most of the people arornd that area are poor people and therefore thay can't afford costlier houses .The price of houses in that area decrease with increase in the LSTAT.
So, neighbourhood that LSTAT value of 15 are more worth than neighbourhood taht has an LSTAT value of 20.</p>
<p><strong>Effect of PTRATIO :</strong>
If PTRATIO is more than we can assign one teacher to most of the students and hence school fundings per student decreases i.e., tution fee decreases. As tution fee is low , most of the middle class and poor families can go there and therefore price of the house decreases.</p>
<p>That means if PTRATIO is more , price of the house is less.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Developing-a-Model">Developing a Model<a class="anchor-link" href="#Developing-a-Model">&#182;</a></h2><p>In this second section of the project, you will develop the tools and techniques necessary for a model to make a prediction. Being able to make accurate evaluations of each model's performance through the use of these tools and techniques helps to greatly reinforce the confidence in your predictions.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Implementation:-Define-a-Performance-Metric">Implementation: Define a Performance Metric<a class="anchor-link" href="#Implementation:-Define-a-Performance-Metric">&#182;</a></h3><p>It is difficult to measure the quality of a given model without quantifying its performance over training and testing. This is typically done using some type of performance metric, whether it is through calculating some type of error, the goodness of fit, or some other useful measurement. For this project, you will be calculating the <a href="http://stattrek.com/statistics/dictionary.aspx?definition=coefficient_of_determination"><em>coefficient of determination</em></a>, R<sup>2</sup>, to quantify your model's performance. The coefficient of determination for a model is a useful statistic in regression analysis, as it often describes how "good" that model is at making predictions.</p>
<p>The values for R<sup>2</sup> range from 0 to 1, which captures the percentage of squared correlation between the predicted and actual values of the <strong>target variable</strong>. A model with an R<sup>2</sup> of 0 is no better than a model that always predicts the <em>mean</em> of the target variable, whereas a model with an R<sup>2</sup> of 1 perfectly predicts the target variable. Any value between 0 and 1 indicates what percentage of the target variable, using this model, can be explained by the <strong>features</strong>. <em>A model can be given a negative R<sup>2</sup> as well, which indicates that the model is <strong>arbitrarily worse</strong> than one that always predicts the mean of the target variable.</em></p>
<p>For the <code>performance_metric</code> function in the code cell below, you will need to implement the following:</p>
<ul>
<li>Use <code>r2_score</code> from <code>sklearn.metrics</code> to perform a performance calculation between <code>y_true</code> and <code>y_predict</code>.</li>
<li>Assign the performance score to the <code>score</code> variable.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># TODO: Import &#39;r2_score&#39;</span>
<span class="kn">from</span>  <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">r2_score</span>

<span class="k">def</span> <span class="nf">performance_metric</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_predict</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Calculates and returns the performance score between </span>
<span class="sd">        true and predicted values based on the metric chosen. &quot;&quot;&quot;</span>
    
    <span class="c1"># TODO: Calculate the performance score between &#39;y_true&#39; and &#39;y_predict&#39;</span>
    <span class="n">score</span> <span class="o">=</span> <span class="n">r2_score</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span><span class="n">y_predict</span><span class="p">)</span>
    
    <span class="c1"># Return the score</span>
    <span class="k">return</span> <span class="n">score</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-2---Goodness-of-Fit">Question 2 - Goodness of Fit<a class="anchor-link" href="#Question-2---Goodness-of-Fit">&#182;</a></h3><p>Assume that a dataset contains five data points and a model made the following predictions for the target variable:</p>
<table>
<thead><tr>
<th style="text-align:center">True Value</th>
<th style="text-align:center">Prediction</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">3.0</td>
<td style="text-align:center">2.5</td>
</tr>
<tr>
<td style="text-align:center">-0.5</td>
<td style="text-align:center">0.0</td>
</tr>
<tr>
<td style="text-align:center">2.0</td>
<td style="text-align:center">2.1</td>
</tr>
<tr>
<td style="text-align:center">7.0</td>
<td style="text-align:center">7.8</td>
</tr>
<tr>
<td style="text-align:center">4.2</td>
<td style="text-align:center">5.3</td>
</tr>
</tbody>
</table>
<p>Run the code cell below to use the <code>performance_metric</code> function and calculate this model's coefficient of determination.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Calculate the performance of this model</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">performance_metric</span><span class="p">([</span><span class="mi">3</span><span class="p">,</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mf">4.2</span><span class="p">],</span> <span class="p">[</span><span class="mf">2.5</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">,</span> <span class="mf">2.1</span><span class="p">,</span> <span class="mf">7.8</span><span class="p">,</span> <span class="mf">5.3</span><span class="p">])</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Model has a coefficient of determination, R^2, of {:.3f}.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">score</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Model has a coefficient of determination, R^2, of 0.923.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<ul>
<li>Would you consider this model to have successfully captured the variation of the target variable? </li>
<li>Why or why not?</li>
</ul>
<p><strong> Hint: </strong>  The R2 score is the proportion of the variance in the dependent variable that is predictable from the independent variable. In other words:</p>
<ul>
<li>R2 score of 0 means that the dependent variable cannot be predicted from the independent variable.</li>
<li>R2 score of 1 means the dependent variable can be predicted from the independent variable.</li>
<li>R2 score between 0 and 1 indicates the extent to which the dependent variable is predictable. An </li>
<li>R2 score of 0.40 means that 40 percent of the variance in Y is predictable from X.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong>Yes. In my opinion , the model captured the data effectively beacuse the predicted values are closer to the observed values and the distance between them is very small. Since , R^2 measures how close our predicted data (regression line) to the actual data this model captured the variation of the target variable by 92.3%.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Implementation:-Shuffle-and-Split-Data">Implementation: Shuffle and Split Data<a class="anchor-link" href="#Implementation:-Shuffle-and-Split-Data">&#182;</a></h3><p>Your next implementation requires that you take the Boston housing dataset and split the data into training and testing subsets. Typically, the data is also shuffled into a random order when creating the training and testing subsets to remove any bias in the ordering of the dataset.</p>
<p>For the code cell below, you will need to implement the following:</p>
<ul>
<li>Use <code>train_test_split</code> from <code>sklearn.cross_validation</code> to shuffle and split the <code>features</code> and <code>prices</code> data into training and testing sets.<ul>
<li>Split the data into 80% training and 20% testing.</li>
<li>Set the <code>random_state</code> for <code>train_test_split</code> to a value of your choice. This ensures results are consistent.</li>
</ul>
</li>
<li>Assign the train and testing splits to <code>X_train</code>, <code>X_test</code>, <code>y_train</code>, and <code>y_test</code>.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># TODO: Import &#39;train_test_split&#39;</span>
<span class="kn">from</span> <span class="nn">sklearn.cross_validation</span> <span class="kn">import</span> <span class="n">train_test_split</span>

<span class="c1"># TODO: Shuffle and split the data into training and testing subsets</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">train_test_split</span><span class="p">(</span><span class="n">features</span> <span class="p">,</span> <span class="n">prices</span> <span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.2</span> <span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">29</span> <span class="p">)</span>

<span class="c1"># Success</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Training and testing split was successful.&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Training and testing split was successful.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-3---Training-and-Testing">Question 3 - Training and Testing<a class="anchor-link" href="#Question-3---Training-and-Testing">&#182;</a></h3><ul>
<li>What is the benefit to splitting a dataset into some ratio of training and testing subsets for a learning algorithm?</li>
</ul>
<p><strong>Hint:</strong> Think about how overfitting or underfitting is contingent upon how splits on data is done.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong>The benefit of splitting the data into two parts namely train_data and test_data is that if we use our entire data to train our model , then we can't clearly say that the model is performing good on unknown values.
So , we split the data into two parts and train the model with train_data and tested it with test_data in order to know whether our data is working good or not because we've true predictions of the data.
After comparing model predictions with true predictions , we came to know whether our model overfitting or underfitting the data.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Analyzing-Model-Performance">Analyzing Model Performance<a class="anchor-link" href="#Analyzing-Model-Performance">&#182;</a></h2><p>In this third section of the project, you'll take a look at several models' learning and testing performances on various subsets of training data. Additionally, you'll investigate one particular algorithm with an increasing <code>'max_depth'</code> parameter on the full training set to observe how model complexity affects performance. Graphing your model's performance based on varying criteria can be beneficial in the analysis process, such as visualizing behavior that may not have been apparent from the results alone.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Learning-Curves">Learning Curves<a class="anchor-link" href="#Learning-Curves">&#182;</a></h3><p>The following code cell produces four graphs for a decision tree model with different maximum depths. Each graph visualizes the learning curves of the model for both training and testing as the size of the training set is increased. Note that the shaded region of a learning curve denotes the uncertainty of that curve (measured as the standard deviation). The model is scored on both the training and testing sets using R<sup>2</sup>, the coefficient of determination.</p>
<p>Run the code cell below and use these graphs to answer the following question.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[31]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Produce learning curves for varying training set sizes and maximum depths</span>
<span class="n">vs</span><span class="o">.</span><span class="n">ModelLearning</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">prices</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0AAAAIKCAYAAAAK1y/8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-4---Learning-the-Data">Question 4 - Learning the Data<a class="anchor-link" href="#Question-4---Learning-the-Data">&#182;</a></h3><ul>
<li>Choose one of the graphs above and state the maximum depth for the model. </li>
<li>What happens to the score of the training curve as more training points are added? What about the testing curve? </li>
<li>Would having more training points benefit the model? </li>
</ul>
<p><strong>Hint:</strong> Are the learning curves converging to particular scores? Generally speaking, the more data you have, the better. But if your training and testing curves are converging with a score above your benchmark threshold, would this be necessary?
Think about the pros and cons of adding more training points based on if the training and testing curves are converging.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong></p>
<p>Let me choose graph with max_depth 3.</p>
<p>**Effect on training curve :</p>
<p>From the graph , I can undersatand that as more and more training points added to the data, training score decreases. (At 50 training points , we have a score of 0.9 and as more training points added , it decreases (at slower rate ) and score seems to be constant after sometime.(after 200) and it scores training score of 0.8 which is high and it fits the data well</p>
<p>**Effect to testing curve:</p>
<p>When the training points are small, the testing score is small and it seems natural because we trained the model on smaller train_data. As training score increases, testing score increases upto certain point(upto 200). After that , even if we add more training points , there is no considerable effect on test_score. Since it has a test score of 0.8 it discovers patterns correctly in the data (generalized model).</p>
<p>**In my opinion, adding training points didn't benefit the model because they are already converging and adding additional training points is not necessary.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Complexity-Curves">Complexity Curves<a class="anchor-link" href="#Complexity-Curves">&#182;</a></h3><p>The following code cell produces a graph for a decision tree model that has been trained and validated on the training data using different maximum depths. The graph produces two complexity curves — one for training and one for validation. Similar to the <strong>learning curves</strong>, the shaded regions of both the complexity curves denote the uncertainty in those curves, and the model is scored on both the training and validation sets using the <code>performance_metric</code> function.</p>
<p><strong> Run the code cell below and use this graph to answer the following two questions Q5 and Q6. </strong></p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[32]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">vs</span><span class="o">.</span><span class="n">ModelComplexity</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAb0AAAFNCAYAAACUvLFdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-5---Bias-Variance-Tradeoff">Question 5 - Bias-Variance Tradeoff<a class="anchor-link" href="#Question-5---Bias-Variance-Tradeoff">&#182;</a></h3><ul>
<li>When the model is trained with a maximum depth of 1, does the model suffer from high bias or from high variance? </li>
<li>How about when the model is trained with a maximum depth of 10? What visual cues in the graph justify your conclusions?</li>
</ul>
<p><strong>Hint:</strong> High bias is a sign of underfitting(model is not complex enough to pick up the nuances in the data) and high variance is a sign of overfitting(model is by-hearting the data and cannot generalize well). Think about which model(depth 1 or 10) aligns with which part of the tradeoff.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong>
**Model with maximum depth 1:</p>
<p>The model suffer from <strong>high bias</strong> because the training score is very small ~0.5 which tells us that the model didn't fit itself (underfitting ) and model is not correlated with training data.</p>
<p>**Model with maximum depth 10:</p>
<p>The model suffer from <strong>high variance</strong> because the testing score is changes even for an increase in the training points and the training curve and testing curve didn't converge with each other (overfitting) and model is too sensitive to the smaller variations in the data.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-6---Best-Guess-Optimal-Model">Question 6 - Best-Guess Optimal Model<a class="anchor-link" href="#Question-6---Best-Guess-Optimal-Model">&#182;</a></h3><ul>
<li>Which maximum depth do you think results in a model that best generalizes to unseen data? </li>
<li>What intuition lead you to this answer?</li>
</ul>
<p><strong> Hint: </strong> Look at the graph above Question 5 and see where the validation scores lie for the various depths that have been assigned to the model. Does it get better with increased depth? At what point do we get our best validation score without overcomplicating our model? And remember, Occams Razor states "Among competing hypotheses, the one with the fewest assumptions should be selected."</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong></p>
<p>In my opinion , any model with maximum depth in between 3 and 6 generalizes the data better. As maximum depth increases effect of bias decreases and effect of variance increases.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Evaluating-Model-Performance">Evaluating Model Performance<a class="anchor-link" href="#Evaluating-Model-Performance">&#182;</a></h2><p>In this final section of the project, you will construct a model and make a prediction on the client's feature set using an optimized model from <code>fit_model</code>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-7---Grid-Search">Question 7 - Grid Search<a class="anchor-link" href="#Question-7---Grid-Search">&#182;</a></h3><ul>
<li>What is the grid search technique?</li>
<li>How it can be applied to optimize a learning algorithm?</li>
</ul>
<p><strong> Hint: </strong> When explaining the Grid Search technique, be sure to touch upon why it is used,  what the 'grid' entails and what the end goal of this method is. To solidify your answer, you can also give an example of a parameter in a model that can be optimized using this approach.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong></p>
<p>Grid search is one technique to find the hyperparameters for better optimization of the model.
Initially , it was given a set of values (known as space) and  Grid Search assigns one value in  space at a time and run the model for validation score . This process repeats and it finally gives the parameter(value) or model which has highest validation score.</p>
<p>This technique is used in SVM( Support Vector Machines ) where we provide a set of  C and kernel parameter and using grid search we can find best ( C , kernel parameter ) pair which has highest validation score.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-8---Cross-Validation">Question 8 - Cross-Validation<a class="anchor-link" href="#Question-8---Cross-Validation">&#182;</a></h3><ul>
<li><p>What is the k-fold cross-validation training technique?</p>
</li>
<li><p>What benefit does this technique provide for grid search when optimizing a model?</p>
</li>
</ul>
<p><strong>Hint:</strong> When explaining the k-fold cross validation technique, be sure to touch upon what 'k' is, how the dataset is split into different parts for training and testing and the number of times it is run based on the 'k' value.</p>
<p>When thinking about how k-fold cross validation helps grid search, think about the main drawbacks of grid search which are hinged upon <strong>using a particular subset of data for training or testing</strong> and how k-fold cv could help alleviate that. You can refer to the <a href="http://scikit-learn.org/stable/modules/cross_validation.html#cross-validation">docs</a> for your answer.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong>
Cross validation is a validation technique to estimate the performance of the model.</p>
<p>**One type of cross validation technique is k-fold cross-validation.</p>
<p>First, we divide the entire <strong>data</strong> into <strong>training and testing data</strong> and after that  we divide the entire <strong>training data</strong> into 'k' equal sized bins. Each bin is called a <strong>fold</strong> and therefore we have k folds.</p>
<p>For each fold, it trains the model from (k-1) folds and validated it against another fold. This process repeats k times.
It then estimates the accuracy of a model by averaging all k validation scores.</p>
<p>**The advantage of this method to grid search was it validates each data only once which helps in reducing the overfitting of data.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Implementation:-Fitting-a-Model">Implementation: Fitting a Model<a class="anchor-link" href="#Implementation:-Fitting-a-Model">&#182;</a></h3><p>Your final implementation requires that you bring everything together and train a model using the <strong>decision tree algorithm</strong>. To ensure that you are producing an optimized model, you will train the model using the grid search technique to optimize the <code>'max_depth'</code> parameter for the decision tree. The <code>'max_depth'</code> parameter can be thought of as how many questions the decision tree algorithm is allowed to ask about the data before making a prediction. Decision trees are part of a class of algorithms called <em>supervised learning algorithms</em>.</p>
<p>In addition, you will find your implementation is using <code>ShuffleSplit()</code> for an alternative form of cross-validation (see the <code>'cv_sets'</code> variable). While it is not the K-Fold cross-validation technique you describe in <strong>Question 8</strong>, this type of cross-validation technique is just as useful!. The <code>ShuffleSplit()</code> implementation below will create 10 (<code>'n_splits'</code>) shuffled sets, and for each shuffle, 20% (<code>'test_size'</code>) of the data will be used as the <em>validation set</em>. While you're working on your implementation, think about the contrasts and similarities it has to the K-fold cross-validation technique.</p>
<p>Please note that ShuffleSplit has different parameters in scikit-learn versions 0.17 and 0.18.
For the <code>fit_model</code> function in the code cell below, you will need to implement the following:</p>
<ul>
<li>Use <a href="http://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeRegressor.html"><code>DecisionTreeRegressor</code></a> from <code>sklearn.tree</code> to create a decision tree regressor object.<ul>
<li>Assign this object to the <code>'regressor'</code> variable.</li>
</ul>
</li>
<li>Create a dictionary for <code>'max_depth'</code> with the values from 1 to 10, and assign this to the <code>'params'</code> variable.</li>
<li>Use <a href="http://scikit-learn.org/stable/modules/generated/sklearn.metrics.make_scorer.html"><code>make_scorer</code></a> from <code>sklearn.metrics</code> to create a scoring function object.<ul>
<li>Pass the <code>performance_metric</code> function as a parameter to the object.</li>
<li>Assign this scoring function to the <code>'scoring_fnc'</code> variable.</li>
</ul>
</li>
<li>Use <a href="http://scikit-learn.org/0.17/modules/generated/sklearn.grid_search.GridSearchCV.html"><code>GridSearchCV</code></a> from <code>sklearn.grid_search</code> to create a grid search object.<ul>
<li>Pass the variables <code>'regressor'</code>, <code>'params'</code>, <code>'scoring_fnc'</code>, and <code>'cv_sets'</code> as parameters to the object. </li>
<li>Assign the <code>GridSearchCV</code> object to the <code>'grid'</code> variable.</li>
</ul>
</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># TODO: Import &#39;make_scorer&#39;, &#39;DecisionTreeRegressor&#39;, and &#39;GridSearchCV&#39;</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeRegressor</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">make_scorer</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">GridSearchCV</span>
<span class="k">def</span> <span class="nf">fit_model</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; Performs grid search over the &#39;max_depth&#39; parameter for a </span>
<span class="sd">        decision tree regressor trained on the input data [X, y]. &quot;&quot;&quot;</span>
    
    <span class="c1"># Create cross-validation sets from the training data</span>
    <span class="c1"># sklearn version 0.18: ShuffleSplit(n_splits=10, test_size=0.1, train_size=None, random_state=None)</span>
    <span class="c1"># sklearn versiin 0.17: ShuffleSplit(n, n_iter=10, test_size=0.1, train_size=None, random_state=None)</span>
    <span class="n">cv_sets</span> <span class="o">=</span> <span class="n">ShuffleSplit</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">n_iter</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.20</span><span class="p">,</span> <span class="n">random_state</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>

    <span class="c1"># TODO: Create a decision tree regressor object</span>
    <span class="n">regressor</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">()</span>

    <span class="c1"># TODO: Create a dictionary for the parameter &#39;max_depth&#39; with a range from 1 to 10</span>
    <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;max_depth&#39;</span><span class="p">:</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">11</span><span class="p">)}</span>

    <span class="c1"># TODO: Transform &#39;performance_metric&#39; into a scoring function using &#39;make_scorer&#39; </span>
    <span class="n">scoring_fnc</span> <span class="o">=</span> <span class="n">make_scorer</span><span class="p">(</span><span class="n">performance_metric</span><span class="p">)</span>

    <span class="c1"># TODO: Create the grid search cv object --&gt; GridSearchCV()</span>
    <span class="c1"># Make sure to include the right parameters in the object:</span>
    <span class="c1"># (estimator, param_grid, scoring, cv) which have values &#39;regressor&#39;, &#39;params&#39;, &#39;scoring_fnc&#39;, and &#39;cv_sets&#39; respectively.</span>
    <span class="n">grid</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">estimator</span> <span class="o">=</span> <span class="n">regressor</span> <span class="p">,</span> <span class="n">param_grid</span> <span class="o">=</span> <span class="n">params</span> <span class="p">,</span> <span class="n">scoring</span> <span class="o">=</span> <span class="n">scoring_fnc</span> <span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="n">cv_sets</span><span class="p">)</span>

    <span class="c1"># Fit the grid search object to the data to compute the optimal model</span>
    <span class="n">grid</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

    <span class="c1"># Return the optimal model after fitting the data</span>
    <span class="k">return</span> <span class="n">grid</span><span class="o">.</span><span class="n">best_estimator_</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Making-Predictions">Making Predictions<a class="anchor-link" href="#Making-Predictions">&#182;</a></h3><p>Once a model has been trained on a given set of data, it can now be used to make predictions on new sets of input data. In the case of a <em>decision tree regressor</em>, the model has learned <em>what the best questions to ask about the input data are</em>, and can respond with a prediction for the <strong>target variable</strong>. You can use these predictions to gain information about data where the value of the target variable is unknown — such as data the model was not trained on.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-9---Optimal-Model">Question 9 - Optimal Model<a class="anchor-link" href="#Question-9---Optimal-Model">&#182;</a></h3><ul>
<li>What maximum depth does the optimal model have? How does this result compare to your guess in <strong>Question 6</strong>?  </li>
</ul>
<p>Run the code block below to fit the decision tree regressor to the training data and produce an optimal model.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[34]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Fit the training data to the model using grid search</span>
<span class="n">reg</span> <span class="o">=</span> <span class="n">fit_model</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>

<span class="c1"># Produce the value for &#39;max_depth&#39;</span>
<span class="k">print</span><span class="p">(</span><span class="s2">&quot;Parameter &#39;max_depth&#39; is {} for the optimal model.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">get_params</span><span class="p">()[</span><span class="s1">&#39;max_depth&#39;</span><span class="p">]))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Parameter &#39;max_depth&#39; is 4 for the optimal model.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong> Hint: </strong> The answer comes from the output of the code snipped above.</p>
<p><strong>Answer: </strong>
Parameter 'max_depth' is 4 for the optimal model.</p>
<p>As per my guess , it is in between the models with max_depth 3 and max_depth 6 and my guess is right.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-10---Predicting-Selling-Prices">Question 10 - Predicting Selling Prices<a class="anchor-link" href="#Question-10---Predicting-Selling-Prices">&#182;</a></h3><p>Imagine that you were a real estate agent in the Boston area looking to use this model to help price homes owned by your clients that they wish to sell. You have collected the following information from three of your clients:</p>
<table>
<thead><tr>
<th style="text-align:center">Feature</th>
<th style="text-align:center">Client 1</th>
<th style="text-align:center">Client 2</th>
<th style="text-align:center">Client 3</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">Total number of rooms in home</td>
<td style="text-align:center">5 rooms</td>
<td style="text-align:center">4 rooms</td>
<td style="text-align:center">8 rooms</td>
</tr>
<tr>
<td style="text-align:center">Neighborhood poverty level (as %)</td>
<td style="text-align:center">17%</td>
<td style="text-align:center">32%</td>
<td style="text-align:center">3%</td>
</tr>
<tr>
<td style="text-align:center">Student-teacher ratio of nearby schools</td>
<td style="text-align:center">15-to-1</td>
<td style="text-align:center">22-to-1</td>
<td style="text-align:center">12-to-1</td>
</tr>
</tbody>
</table>
<ul>
<li>What price would you recommend each client sell his/her home at? </li>
<li>Do these prices seem reasonable given the values for the respective features? </li>
</ul>
<p><strong>Hint:</strong> Use the statistics you calculated in the <strong>Data Exploration</strong> section to help justify your response.  Of the three clients, client 3 has has the biggest house, in the best public school neighborhood with the lowest poverty level; while client 2 has the smallest house, in a neighborhood with a relatively high poverty rate and not the best public schools.</p>
<p>Run the code block below to have your optimized model make predictions for each client's home.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[35]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Produce a matrix for client data</span>
<span class="n">client_data</span> <span class="o">=</span> <span class="p">[[</span><span class="mi">5</span><span class="p">,</span> <span class="mi">17</span><span class="p">,</span> <span class="mi">15</span><span class="p">],</span> <span class="c1"># Client 1</span>
               <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">32</span><span class="p">,</span> <span class="mi">22</span><span class="p">],</span> <span class="c1"># Client 2</span>
               <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">12</span><span class="p">]]</span>  <span class="c1"># Client 3</span>

<span class="c1"># Show predictions</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">price</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">client_data</span><span class="p">)):</span>
    <span class="k">print</span><span class="p">(</span><span class="s2">&quot;Predicted selling price for Client {}&#39;s home: ${:,.2f}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">price</span><span class="p">))</span>

<span class="n">features</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Predicted selling price for Client 1&#39;s home: $415,400.00
Predicted selling price for Client 2&#39;s home: $223,608.00
Predicted selling price for Client 3&#39;s home: $919,800.00
</pre>
</div>
</div>

<div class="output_area">

<div class="prompt output_prompt">Out[35]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>RM</th>
      <th>LSTAT</th>
      <th>PTRATIO</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>489.000000</td>
      <td>489.000000</td>
      <td>489.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>6.240288</td>
      <td>12.939632</td>
      <td>18.516564</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.643650</td>
      <td>7.081990</td>
      <td>2.111268</td>
    </tr>
    <tr>
      <th>min</th>
      <td>3.561000</td>
      <td>1.980000</td>
      <td>12.600000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>5.880000</td>
      <td>7.370000</td>
      <td>17.400000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>6.185000</td>
      <td>11.690000</td>
      <td>19.100000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>6.575000</td>
      <td>17.120000</td>
      <td>20.200000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.398000</td>
      <td>37.970000</td>
      <td>22.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong></p>
<p>I'll recommend selling price of  415 ,400 dollars   to Client 1 , 223,608 dollars  to Client 2 and 919,800 dollars to Client 3.
I think these prices are reasonable because <strong>Client 3 has biggest house</strong> with less poverty rate and best public school neighbourhood and therefore more price for his house while<strong> Client 2 has small house</strong> and with high poverty rate and least public school neighbourhood.</p>
<p>Client 2 also got a reasonable price beacuse his house has lesser no. of rooms (directly proportional to price) but highest PTRATIO (inversly propotional to price) and LSTAT is also high and therefore least price among three clients.</p>
<p>Therefore, Client2 &lt; Client 1 &lt; Client 3 (prices of houses)</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Sensitivity">Sensitivity<a class="anchor-link" href="#Sensitivity">&#182;</a></h3><p>An optimal model is not necessarily a robust model. Sometimes, a model is either too complex or too simple to sufficiently generalize to new data. Sometimes, a model could use a learning algorithm that is not appropriate for the structure of the data given. Other times, the data itself could be too noisy or contain too few samples to allow a model to adequately capture the target variable — i.e., the model is underfitted.</p>
<p><strong>Run the code cell below to run the <code>fit_model</code> function ten times with different training and testing sets to see how the prediction for a specific client changes with respect to the data it's trained on.</strong></p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">vs</span><span class="o">.</span><span class="n">PredictTrials</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">prices</span><span class="p">,</span> <span class="n">fit_model</span><span class="p">,</span> <span class="n">client_data</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Trial 1: $391,183.33
Trial 2: $419,700.00
Trial 3: $415,800.00
Trial 4: $420,622.22
Trial 5: $418,377.27
Trial 6: $411,931.58
Trial 7: $399,663.16
Trial 8: $407,232.00
Trial 9: $351,577.61
Trial 10: $413,700.00

Range in prices: $69,044.61
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-11---Applicability">Question 11 - Applicability<a class="anchor-link" href="#Question-11---Applicability">&#182;</a></h3><ul>
<li>In a few sentences, discuss whether the constructed model should or should not be used in a real-world setting.  </li>
</ul>
<p><strong>Hint:</strong> Take a look at the range in prices as calculated in the code snippet above. Some questions to answering:</p>
<ul>
<li>How relevant today is data that was collected from 1978? How important is inflation?</li>
<li>Are the features present in the data sufficient to describe a home? Do you think factors like quality of apppliances in the home, square feet of the plot area, presence of pool or not etc should factor in?</li>
<li>Is the model robust enough to make consistent predictions?</li>
<li>Would data collected in an urban city like Boston be applicable in a rural city?</li>
<li>Is it fair to judge the price of an individual home based on the characteristics of the entire neighborhood?</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer: </strong></p>
<ol>
<li>The data collected in 1978 is not relevant today because there may be a chance of change in the parameters we used . For eg: In 1978 , there were smaller no. of schools than today.</li>
<li>The features in the data aren't sufficient to describe a home . There were more features which may effect the price of a house like distance of a house from city , availability of water etc.,</li>
<li>The model is not consistently predicting the prices of houses because we have seen that the range of prices of houses for just 10 predictions gives around 69,000 dollars.</li>
<li>The same data can't be used to predict houses in rural city because there environmental and other natural resources are available in urban city.</li>
<li>Sometimes Yes . Because most of the people are serious about their children's future and it is necessary that they have to grow in good environment.</li>
</ol>
<p>**From the above conclusions , I think it will not suit for real-world setting and we need to add additional features like water_availability , distance from town etc., to suit to real world.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<blockquote><p><strong>Note</strong>: Once you have completed all of the code implementations and successfully answered each question above, you may finalize your work by exporting the iPython Notebook as an HTML document. You can do this by using the menu above and navigating to<br>
<strong>File -&gt; Download as -&gt; HTML (.html)</strong>. Include the finished document along with this notebook as your submission.</p>
</blockquote>

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

 
</html>