index.html

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

<title>ProofOfConcept</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
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.highlight  { background: #f8f8f8; }
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.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 */
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.highlight .s { color: #BA2121 } /* Literal.String */
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.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
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.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
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.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 */
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.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
/* 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 -->
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    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
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            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="Text-Segmentation">Text Segmentation<a class="anchor-link" href="#Text-Segmentation">&#182;</a></h1><h3 id="Assumptions">Assumptions<a class="anchor-link" href="#Assumptions">&#182;</a></h3><ul>
<li>The image has a dark background below the paper</li>
<li>The writing is darker than the paper.</li>
<li>The image is 1:1 aspect ratio</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">cv2</span> 
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="n">sys</span><span class="o">.</span><span class="n">setrecursionlimit</span><span class="p">(</span><span class="mi">1000000</span><span class="p">)</span>
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<h3 id="Read-Image">Read Image<a class="anchor-link" href="#Read-Image">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">img</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s1">&#39;hand.jpeg&#39;</span><span class="p">),</span> <span class="p">(</span><span class="mi">600</span><span class="p">,</span><span class="mi">600</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">))</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e8e66b5f8&gt;</pre>
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<h3 id="Convert-image-to-grayscale-for-processing">Convert image to grayscale for processing<a class="anchor-link" href="#Convert-image-to-grayscale-for-processing">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">img_g</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2GRAY</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">img_g</span><span class="p">,</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">))</span>
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    <div class="prompt output_prompt">Out[5]:</div>


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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e8e13ec18&gt;</pre>
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<img 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<h2 id="Paper-Segmentation">Paper Segmentation<a class="anchor-link" href="#Paper-Segmentation">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hist</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">256</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">img</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="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">img</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
        <span class="n">hist</span><span class="p">[</span><span class="n">img_g</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span><span class="o">+=</span><span class="mi">1</span>
<span class="n">hist</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">hist</span><span class="p">)</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">hist</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">),</span> <span class="n">hist</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[7]:</div>


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<pre>&lt;BarContainer object of 256 artists&gt;</pre>
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<h3 id="Otsu's-Thresholding-for-paper-segmentation">Otsu's Thresholding for paper segmentation<a class="anchor-link" href="#Otsu's-Thresholding-for-paper-segmentation">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[8]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">thresh</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">maxvar</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">P1</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">P2</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">m1</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">m2</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">i</span><span class="o">*</span><span class="n">hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">)])</span>
<span class="n">var</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">):</span>
    <span class="k">if</span><span class="p">(</span><span class="n">P1</span><span class="o">!=</span><span class="mi">0</span> <span class="ow">and</span> <span class="n">P2</span><span class="o">!=</span><span class="mi">0</span><span class="p">):</span>
        <span class="n">var</span> <span class="o">=</span> <span class="n">P1</span><span class="o">*</span><span class="n">P2</span><span class="o">*</span><span class="p">((</span><span class="n">m1</span><span class="o">/</span><span class="n">P1</span><span class="o">-</span><span class="n">m2</span><span class="o">/</span><span class="n">P2</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">P1</span> <span class="o">+=</span> <span class="n">hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">P2</span> <span class="o">-=</span> <span class="n">hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">m1</span> <span class="o">+=</span> <span class="n">i</span><span class="o">*</span><span class="n">hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">m2</span> <span class="o">-=</span> <span class="n">i</span><span class="o">*</span><span class="n">hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="k">if</span><span class="p">(</span><span class="n">var</span><span class="o">&gt;</span><span class="n">maxvar</span><span class="p">):</span>
        <span class="n">thresh</span> <span class="o">=</span> <span class="n">i</span>
        <span class="n">maxvar</span> <span class="o">=</span> <span class="n">var</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">paper</span> <span class="o">=</span> <span class="p">(</span><span class="n">img_g</span><span class="o">&gt;</span><span class="n">thresh</span><span class="p">)</span><span class="o">*</span><span class="mf">1.0</span>
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<h3 id="Clearing-characters-on-the-paper-using-closing-followed-by-openning">Clearing characters on the paper using closing followed by openning<a class="anchor-link" href="#Clearing-characters-on-the-paper-using-closing-followed-by-openning">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">paper</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">dilate</span><span class="p">(</span><span class="n">paper</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)))</span>
<span class="n">paper</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">erode</span><span class="p">(</span><span class="n">paper</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)))</span>
<span class="n">paper</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">erode</span><span class="p">(</span><span class="n">paper</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)))</span>
<span class="n">paper</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">dilate</span><span class="p">(</span><span class="n">paper</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">)))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">paper</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;gray&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e895bc2e8&gt;</pre>
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ucmvTsgacIMAalzhoDUOUNA6pwhIHXOEJA6ZwhInTMEpM79L9fomjW+Dc0YAAAAAElFTkSuQmCC
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">((</span><span class="n">paper</span><span class="o">*</span><span class="n">img_g</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;uint8&#39;</span><span class="p">),</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;gray&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e89590780&gt;</pre>
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<h3 id="Considering-only-the-paper-pixels-for-Otsu's-thresholding-of-the-text">Considering only the paper pixels for Otsu's thresholding of the text<a class="anchor-link" href="#Considering-only-the-paper-pixels-for-Otsu's-thresholding-of-the-text">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">paper_hist</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="mi">256</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">img</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="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">img</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
        <span class="k">if</span><span class="p">(</span><span class="n">paper</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.99</span><span class="p">):</span>
            <span class="n">paper_hist</span><span class="p">[</span><span class="n">img_g</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]]</span><span class="o">+=</span><span class="mi">1</span>
<span class="n">paper_hist</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">paper_hist</span><span class="p">)</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="n">paper_hist</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">([</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">)],</span><span class="n">paper_hist</span><span class="p">)</span>
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<pre>&lt;BarContainer object of 256 artists&gt;</pre>
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src="data:image/png;base64,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<h3 id="Otsu's-Thresholding-to-get-Text-Mask">Otsu's Thresholding to get Text Mask<a class="anchor-link" href="#Otsu's-Thresholding-to-get-Text-Mask">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">thresh</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">maxvar</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">P1</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">P2</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">m1</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">m2</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">i</span><span class="o">*</span><span class="n">paper_hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">)])</span>
<span class="n">var</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">256</span><span class="p">):</span>
    <span class="k">if</span><span class="p">(</span><span class="n">P1</span><span class="o">*</span><span class="n">P2</span><span class="o">!=</span><span class="mi">0</span><span class="p">):</span>
        <span class="n">var</span> <span class="o">=</span> <span class="n">P1</span><span class="o">*</span><span class="n">P2</span><span class="o">*</span><span class="p">((</span><span class="n">m1</span><span class="o">/</span><span class="n">P1</span><span class="o">-</span><span class="n">m2</span><span class="o">/</span><span class="n">P2</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">P1</span> <span class="o">+=</span> <span class="n">paper_hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">P2</span> <span class="o">-=</span> <span class="n">paper_hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">m1</span> <span class="o">+=</span> <span class="n">i</span><span class="o">*</span><span class="n">paper_hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">m2</span> <span class="o">-=</span> <span class="n">i</span><span class="o">*</span><span class="n">paper_hist</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="k">if</span><span class="p">(</span><span class="n">var</span><span class="o">&gt;</span><span class="n">maxvar</span><span class="p">):</span>
        <span class="n">thresh</span> <span class="o">=</span> <span class="n">i</span>
        <span class="n">maxvar</span> <span class="o">=</span> <span class="n">var</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">text</span> <span class="o">=</span> <span class="n">paper</span><span class="o">*</span><span class="p">(((</span><span class="n">paper</span><span class="o">*</span><span class="n">img_g</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;uint8&#39;</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">thresh</span> <span class="p">)</span> <span class="o">*</span><span class="mf">1.0</span><span class="p">)</span>
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<h3 id="Openning-text-with-a-(1,15)-box-kernel-to-join-letters-of-a-word">Openning text with a (1,15) box kernel to join letters of a word<a class="anchor-link" href="#Openning-text-with-a-(1,15)-box-kernel-to-join-letters-of-a-word">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">textdash</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">dilate</span><span class="p">(</span><span class="n">text</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span><span class="mi">3</span><span class="p">)))</span>
<span class="n">textdash</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">dilate</span><span class="p">(</span><span class="n">textdash</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">)))</span>
<span class="n">textdash</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">erode</span><span class="p">(</span><span class="n">textdash</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span><span class="mi">15</span><span class="p">)))</span>
<span class="n">text</span> <span class="o">=</span> <span class="p">((</span><span class="n">text</span><span class="o">+</span><span class="n">textdash</span><span class="p">)</span><span class="o">&gt;</span><span class="mf">0.9</span><span class="p">)</span><span class="o">*</span><span class="mf">1.0</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;gray&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e891f3eb8&gt;</pre>
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<h2 id="Bounding-Box-Prediction">Bounding Box Prediction<a class="anchor-link" href="#Bounding-Box-Prediction">&#182;</a></h2>
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<h3 id="Using-DFS-to-idetify-connected-components">Using DFS to idetify connected components<a class="anchor-link" href="#Using-DFS-to-idetify-connected-components">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">dfs</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">):</span>
    <span class="n">mx</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mx</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
    <span class="n">Mx</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Mx</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
    <span class="n">my</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">my</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
    <span class="n">My</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">My</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span>
    <span class="n">img</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">if</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="o">&lt;</span><span class="n">img</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="ow">and</span> <span class="n">img</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">j</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.5</span><span class="p">):</span>
        <span class="n">m</span> <span class="o">=</span> <span class="n">dfs</span><span class="p">(</span><span class="n">img</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">j</span><span class="p">,</span> <span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">)</span>
        <span class="n">mx</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">Mx</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">my</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">my</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">My</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">My</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">if</span><span class="p">(</span><span class="n">i</span><span class="o">&gt;</span><span class="mi">0</span> <span class="ow">and</span> <span class="n">img</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">j</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.5</span><span class="p">):</span>
        <span class="n">m</span> <span class="o">=</span> <span class="n">dfs</span><span class="p">(</span><span class="n">img</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">j</span><span class="p">,</span> <span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">)</span>
        <span class="n">mx</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">Mx</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">my</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">my</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">My</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">My</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">if</span><span class="p">(</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="o">&lt;</span><span class="n">img</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="ow">and</span> <span class="n">img</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.5</span><span class="p">):</span>
        <span class="n">m</span> <span class="o">=</span> <span class="n">dfs</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">)</span>
        <span class="n">mx</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">Mx</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">my</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">my</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">My</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">My</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">if</span><span class="p">(</span><span class="n">j</span><span class="o">&gt;</span><span class="mi">0</span> <span class="ow">and</span> <span class="n">img</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.5</span><span class="p">):</span>
        <span class="n">m</span> <span class="o">=</span> <span class="n">dfs</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">)</span>
        <span class="n">mx</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
        <span class="n">Mx</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">Mx</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
        <span class="n">my</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">my</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
        <span class="n">My</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">My</span><span class="p">,</span> <span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
    <span class="k">return</span> <span class="p">[</span><span class="n">mx</span><span class="p">,</span> <span class="n">Mx</span><span class="p">,</span> <span class="n">my</span><span class="p">,</span> <span class="n">My</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">text</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="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">text</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
        <span class="k">if</span><span class="p">(</span><span class="n">text</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">j</span><span class="p">]</span><span class="o">&gt;</span><span class="mf">0.5</span><span class="p">):</span>
            <span class="n">m</span> <span class="o">=</span> <span class="n">dfs</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="nb">float</span><span class="p">(</span><span class="s1">&#39;inf&#39;</span><span class="p">),</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="nb">float</span><span class="p">(</span><span class="s1">&#39;inf&#39;</span><span class="p">),</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
            <span class="k">if</span> <span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">-</span><span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">&gt;</span> <span class="mi">200</span> <span class="ow">and</span> <span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">*</span><span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">]</span><span class="o">-</span><span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span> <span class="o">&lt;</span> <span class="mi">600</span><span class="o">*</span><span class="mi">150</span><span class="p">:</span>
                <span class="n">img</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">rectangle</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span><span class="n">m</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <span class="p">(</span><span class="n">m</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span><span class="n">m</span><span class="p">[</span><span class="mi">1</span><span class="p">]),</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">255</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cv2</span><span class="o">.</span><span class="n">cvtColor</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">cv2</span><span class="o">.</span><span class="n">COLOR_BGR2RGB</span><span class="p">))</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f2e891de828&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cv2</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="s1">&#39;final&#39;</span><span class="p">,</span> <span class="n">img</span><span class="p">)</span>
<span class="n">cv2</span><span class="o">.</span><span class="n">waitKey</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="n">cv2</span><span class="o">.</span><span class="n">destroyAllWindows</span><span class="p">()</span>
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