tracker_200426.html

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

<title>cross_platform_analysis_step</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;
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  thead {
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  tr,
  img {
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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 {
    background-color: #fff !important;
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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;
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}
.notification_widget.success:active,
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.open > .dropdown-toggle.notification_widget.success {
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.notification_widget.success.disabled:hover,
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fieldset[disabled] .notification_widget.success:hover,
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.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 {
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  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
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  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
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    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">

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<div class="output">

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<pre>3.2.0
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">

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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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<h1 id="Cross-platform-analysis">Cross-platform analysis<a class="anchor-link" href="#Cross-platform-analysis">&#182;</a></h1><p><!-- - Data source: MIT news collection, 202 news articles URLs -->
<!-- - Label type: categorical, 0  is true, 1 is misleading, and 2 is false (already converted) -->
<!-- - Data source: CSMaP collection, 150 news articles URLs --></p>
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<li>Platforms collected: Facebook, Twitter, Instagram, Reddit, and Facebook total interaction</li>
<li>Volume analysis (post volume, user volume)</li>
<li>Timeline posting/tweeting pattern on Facebook and Twitter</li>
<li>Heavy user analysis</li>
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<h3 id="An-overview-of-the-dataset">An overview of the dataset<a class="anchor-link" href="#An-overview-of-the-dataset">&#182;</a></h3>
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<pre>Number of records: 35
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<h3 id="Result-1.-Overall-post-volume-across-4-platforms,-and-discoverability">Result 1. Overall post volume across 4 platforms, and discoverability<a class="anchor-link" href="#Result-1.-Overall-post-volume-across-4-platforms,-and-discoverability">&#182;</a></h3>
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<pre>[&lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f836c780&gt;
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&lt;class &#39;numpy.ndarray&#39;&gt;
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
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>[&lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f60a22b0&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f59b77f0&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f5be3a58&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f5b94cc0&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f5b4bf28&gt;]
&lt;class &#39;numpy.ndarray&#39;&gt;
</pre>
</div>
</div>

<div class="output_area">


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
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stderr output_text">
<pre>/usr/local/stow/python-3.6/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.
  out=out, **kwargs)
/usr/local/stow/python-3.6/lib/python3.6/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
</pre>
</div>
</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>AxesSubplot(0.1,0.15;0.8x0.75)
&lt;class &#39;matplotlib.axes._subplots.AxesSubplot&#39;&gt;
&#39;AxesSubplot&#39; object has no attribute &#39;flatten&#39;
</pre>
</div>
</div>

<div class="output_area">


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<img 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
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>[&lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f61ce748&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f6137828&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f6185a90&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f6331cf8&gt;
 &lt;matplotlib.axes._subplots.AxesSubplot object at 0x7f80f62f0f60&gt;]
&lt;class &#39;numpy.ndarray&#39;&gt;
</pre>
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</div>

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    }

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    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="5" halign="left">facebook</th>
      <th colspan="5" halign="left">twitter</th>
      <th colspan="5" halign="left">instagram</th>
      <th colspan="5" halign="left">reddit</th>
    </tr>
    <tr>
      <th></th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>num_record</th>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
    </tr>
    <tr>
      <th>num_discovered</th>
      <td>7.0</td>
      <td>5.00</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>6.00</td>
      <td>6.00</td>
      <td>6.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>2.00</td>
      <td>2.00</td>
      <td>2.00</td>
      <td>5.00</td>
      <td>7.00</td>
    </tr>
    <tr>
      <th>total_discovered</th>
      <td>133.0</td>
      <td>308.00</td>
      <td>70.0</td>
      <td>472.00</td>
      <td>1227.00</td>
      <td>611.00</td>
      <td>3726.00</td>
      <td>275.00</td>
      <td>1486.00</td>
      <td>8762.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>3.00</td>
      <td>3.00</td>
      <td>7.00</td>
      <td>5.00</td>
      <td>22.00</td>
      <td>90.00</td>
    </tr>
    <tr>
      <th>discoverability</th>
      <td>1.0</td>
      <td>0.71</td>
      <td>1.0</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.86</td>
      <td>0.86</td>
      <td>0.86</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.29</td>
      <td>0.29</td>
      <td>0.29</td>
      <td>0.29</td>
      <td>0.71</td>
      <td>1.00</td>
    </tr>
    <tr>
      <th>avg. post per URL</th>
      <td>19.0</td>
      <td>61.60</td>
      <td>10.0</td>
      <td>67.43</td>
      <td>175.29</td>
      <td>101.83</td>
      <td>621.00</td>
      <td>45.83</td>
      <td>212.29</td>
      <td>1251.71</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.50</td>
      <td>1.50</td>
      <td>3.50</td>
      <td>2.50</td>
      <td>4.40</td>
      <td>12.86</td>
    </tr>
    <tr>
      <th>median post per URL</th>
      <td>13.0</td>
      <td>2.00</td>
      <td>4.0</td>
      <td>28.00</td>
      <td>167.00</td>
      <td>79.00</td>
      <td>20.50</td>
      <td>8.50</td>
      <td>109.00</td>
      <td>395.00</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.50</td>
      <td>1.50</td>
      <td>3.50</td>
      <td>2.50</td>
      <td>3.00</td>
      <td>14.00</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h3 id="2.-Aggregated-Facebook-Reactions-(including-both-private-and-public-posts).">2. Aggregated Facebook Reactions (including both private and public posts).<a class="anchor-link" href="#2.-Aggregated-Facebook-Reactions-(including-both-private-and-public-posts).">&#182;</a></h3>
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>
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<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">reactionCount</th>
      <th colspan="3" halign="left">commentCount</th>
      <th colspan="3" halign="left">shareCount</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>source</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>16487.3</td>
      <td>6415</td>
      <td>19199.3</td>
      <td>4421.1</td>
      <td>1694</td>
      <td>6014.1</td>
      <td>3015.7</td>
      <td>1156</td>
      <td>5169.3</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>98389.3</td>
      <td>20865</td>
      <td>124760.2</td>
      <td>43356.6</td>
      <td>17724</td>
      <td>71446.1</td>
      <td>17782.1</td>
      <td>4065</td>
      <td>25835.2</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>40254.9</td>
      <td>797</td>
      <td>105025.1</td>
      <td>25251.1</td>
      <td>411</td>
      <td>66030.6</td>
      <td>15634.1</td>
      <td>232</td>
      <td>40923.0</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>306180.7</td>
      <td>122554</td>
      <td>388062.4</td>
      <td>89989.3</td>
      <td>17783</td>
      <td>129059.6</td>
      <td>48648.1</td>
      <td>24771</td>
      <td>53635.3</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>3247.4</td>
      <td>3173</td>
      <td>3297.7</td>
      <td>2036.9</td>
      <td>770</td>
      <td>2488.7</td>
      <td>786.9</td>
      <td>428</td>
      <td>813.0</td>
    </tr>
  </tbody>
</table>
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<h3 id="3.-Facebook-Analysis">3. Facebook Analysis<a class="anchor-link" href="#3.-Facebook-Analysis">&#182;</a></h3><ul>
<li>Posting timeline</li>
<li>Longivity of posts by group (longivity=last post hour - first post hour)</li>
<li>Total number of unique <strong>public</strong> Facebook users</li>
<li>Total number of verified <strong>public</strong> Facebook users</li>
<li>Average number of posts per user</li>
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<pre>create directory for top users...
/home/zc1245/cross_platform/200426//user/ already exists
</pre>
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
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>number of unique accounts:  1795
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>50.1</td>
      <td>18.3</td>
      <td>63.7</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>235.9</td>
      <td>227.6</td>
      <td>170.7</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>57.8</td>
      <td>0.9</td>
      <td>127.5</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>204.7</td>
      <td>122.0</td>
      <td>137.1</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>71.0</td>
      <td>44.9</td>
      <td>98.8</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre> 

 NOTE: The following table only contains public user info 


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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>source</th>
      <th>number of unique users</th>
      <th>number of verified users</th>
      <th>total_discovered</th>
      <th>avg post per user</th>
      <th>avg user per URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Conservative-Fake</td>
      <td>100</td>
      <td>8</td>
      <td>133.0</td>
      <td>1.330000</td>
      <td>14.285714</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Conservative-Mainstream</td>
      <td>420</td>
      <td>29</td>
      <td>472.0</td>
      <td>1.123810</td>
      <td>60.000000</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Liberal-Fake</td>
      <td>264</td>
      <td>6</td>
      <td>308.0</td>
      <td>1.166667</td>
      <td>52.800000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Liberal-Mainstream</td>
      <td>1073</td>
      <td>107</td>
      <td>1227.0</td>
      <td>1.143523</td>
      <td>153.285714</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Unclear-Fake</td>
      <td>61</td>
      <td>3</td>
      <td>70.0</td>
      <td>1.147541</td>
      <td>8.714286</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Liberal-Mainstream&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>18</th>
      <td>NBC News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Occupy Democrats</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>אזרחים בעד מיצוי ההליך המשפטי של נתניהו ומקורביו-לא לעסקאות טיעון!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Veterans Against Republican Ignorance</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Kick Ass News</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Malcolm Nance Fans</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>CNN Replay</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>3</td>
      <td>6</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Donald TRUMP MOST HATED ON EARTH</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>2040: The Regeneration</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Vancouver Public Space Network</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Trump Snake Oil Salesman Group Page</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>1</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Breaking News Today</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>CNN</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>CBS News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Fans of Rachel Maddow</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Freethinkers United Against Trump</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Veterans Against Putintrumpism (VAP)</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Freethinkers United For Change</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Liberal-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>3</td>
      <td>6</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>We Support Our Governor Gretchen Whitmer</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Dr. Anthony Fauci Fan Club</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>original DONALD TRUMP CLOWN UNIVERSITY @ fakeDonaldTrump</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Buffoon in Chief Donald Trump</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Dump On Trump</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Kick Ass News</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Trump Haters United</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Crooks and Liars</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Americans For Sanity</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Veterans Against Republican Ignorance</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Biden for president</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>COVID-19 Memorial Page</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Trump Snake Oil Salesman Group Page</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>1</td>
    </tr>
    <tr>
      <th>5</th>
      <td>BLOOMBERG FOR PURPOSE</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>CNN News (World News)</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Michael Bloomberg Supports a Democratic America !!! for President !!!</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>CSpan Caller's - Post your Thoughts HERE</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Bipartisan Report</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Conservative-Mainstream&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>MSnbc = Maddow Station = Rachel Lawrence Joy</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Dr. Anthony Fauci Fan Club</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Real Time with Bill Maher SS18 - 2020</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>The Will County News</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>OFFICIAL Q / QANON</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Melania &amp; Trump Fans</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Memes only ( the last meme wins lol ) curt</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>CNBC</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Blue Wave 2020</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>3</td>
      <td>6</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>WSJ Politics</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Jatt Pardesi</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Friends Who Like Joe Madison - "The Black Eagle"</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>COVID-19 SARS-2 Coronavirus official updates</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Americans For Sanity</td>
      <td>0</td>
      <td>2</td>
      <td>3</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Blue 2020</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>REPUBLICANS FOR TRUMP</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>MommyPage</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Peace, Love, Music and Positivity ~ Namaste Worldwide Hippies Friends</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Unclear-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Activist Post</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>MA 4 Trump</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Zero Hedge</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>5</th>
      <td>County Sheriff Project</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>6</th>
      <td>oath keepers for the Constitution of the United States</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Three percenters III%</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>9</th>
      <td>The Mind Unleashed</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Conspiracy Theory &amp; Alternative News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>14</th>
      <td>TT&amp;T Media</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Friends Who Like One America News Network</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Collective Action Against Bill Gates. We Wont Be Vaccinated!!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Quarantine Live Streams, Memes, &amp; Other Things</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Q1NON</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Facebook South Africa</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Libertarijanci koji govore naški</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Libertarian Dank Meme Stash</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Erin at Health Nut News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Goldman Sachs Are Financial Terrorists</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>IJR</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Worldwide Truth Reporters</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Conservative-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>The Daily Caller</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>The Daily Caller Politics</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Matt Walsh</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Michael Knowles</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Ben Shapiro</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Daily Wire</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Fans of Trump Pence</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Andrew Klavan</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Pro-America News</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Rush Limbaugh Radio</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>100 Percent FED Up</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>The Right News</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Donald Trump is My President</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Conservative News</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Real Patriots</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Fed-Up Americans</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Restless Patriot</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Don't Mess With America</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>The United Patriots</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Fed Up Americans</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

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<h3 id="4.-Twitter-Analysis">4. Twitter Analysis<a class="anchor-link" href="#4.-Twitter-Analysis">&#182;</a></h3><ul>
<li>Posting timeline</li>
<li>Longivity of posts by group (longivity=last post hour - first post hour)</li>
<li>Total number of unique <strong>public</strong> Twitter users</li>
<li>Total number of verified <strong>public</strong> Twitter users</li>
<li>Average number of posts per user</li>
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
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>number of unique accounts:  13617
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>119.4</td>
      <td>61.2</td>
      <td>130.4</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>223.5</td>
      <td>189.6</td>
      <td>153.5</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>90.2</td>
      <td>6.3</td>
      <td>191.9</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>317.7</td>
      <td>310.4</td>
      <td>119.7</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>132.4</td>
      <td>71.0</td>
      <td>163.7</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre> 

 NOTE: The following table only contains public user info 


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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>source</th>
      <th>number of unique users</th>
      <th>number of verified users</th>
      <th>total_discovered</th>
      <th>avg post per user</th>
      <th>avg user per URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Conservative-Fake</td>
      <td>564</td>
      <td>7</td>
      <td>611.0</td>
      <td>1.083333</td>
      <td>94.000000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Conservative-Mainstream</td>
      <td>1350</td>
      <td>42</td>
      <td>1486.0</td>
      <td>1.100741</td>
      <td>192.857143</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Liberal-Fake</td>
      <td>3305</td>
      <td>30</td>
      <td>3726.0</td>
      <td>1.127383</td>
      <td>550.833333</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Liberal-Mainstream</td>
      <td>8331</td>
      <td>248</td>
      <td>8762.0</td>
      <td>1.051734</td>
      <td>1190.142857</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Unclear-Fake</td>
      <td>242</td>
      <td>2</td>
      <td>275.0</td>
      <td>1.136364</td>
      <td>40.333333</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Liberal-Mainstream&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>realJohnCurley</td>
      <td>I'm boiling Twitter and tweeting &amp; blogging whatever floats to the top.¯\_(ツ)_/¯ Follows/🐦/🔁/❤≠endorsements. VERIFIABLE #news sources #StopFakeNews #FactCheck</td>
      <td>0</td>
      <td>2</td>
      <td>4</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2_Wheeled_Wolf</td>
      <td>Returnee to cycling despite disability.\n\nBeen complaints I ain't thankful for crap cycle infra, why should I?\n\nIf my language offends, don't tweet or follow</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>danielsenderos</td>
      <td>Diputado por el @psealava. Hacia la #TransiciónEcológica de la economía. Preocupado por el #MedioAmbiente. Aquí también en #equipo. Opiniones personales.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>TransportXtra</td>
      <td>News and analysis on transport and urban policy, planning &amp; delivery, highways, passenger transport, intelligent mobility, parking and traffic enforcement</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Ted33210718</td>
      <td>💙💙STAY HOME❤️STAY SAFE💙💙Listen to 6 MUSIIC👏👏l hate Injustice 🚨especially Tax Avoiders 🚨Change Needed📸😎</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>LondonCycle3</td>
      <td>Enjoy cycling in London :)</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>OurFutureBot</td>
      <td>I'm a retweetter-bot of #FridaysForFuture and #PlasticFree My creator @GiuseppeHuman</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>GOODgreenCITY</td>
      <td>🌲City GREENSPACE 🏙 🌿 The New Green Deal in the Era of Pandemics. Innovative. Inclusive. 🌸🌼Healthy Cities for Working Women. #Covid19. #CitizenScience. 🌎💧</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>johnecohound</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>tjhfx</td>
      <td>Manager of Design, Develop Nova Scotia. Volunteer: Planning &amp; Design Centre, Walk 'n' Roll Hfx. Member: Placemaking Leadership Council. Tweets my own.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>BiciMontse</td>
      <td>Familias y profesores del Colegio y el Instituto Montserrat organizados por una movilidad segura #AlColeEnBici 👧👦 #TunelAbierto #EnBiciContraCovid19</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>careyz</td>
      <td>Tintin in Saigon, news junkie, gypsy soul, entrepreneur, android, shutterbug, futurist, useful idiot/stable genius &amp; Mean Green Mother From Outer Space...</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>AndrewRussel15</td>
      <td>Passionate MTB Lover. \nTraveler. Love to go to mountains.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>fparolotto</td>
      <td>Partner at MIC https://t.co/jbWeHXYIou - co-founder of Flow[n] https://t.co/bac9A2Rlrc MIC research unit - interested in all the intersections between mobility and design</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>nised72</td>
      <td>Resister, fighter for equality for all. Dog mom fighting with all moms</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>DejoieYannick</td>
      <td>Membre du @partisocialiste PS section Jacques Bravo, Paris 9ème</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>blocksb1</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>EddyHua42414502</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>jfjabbo</td>
      <td>Human.. I'm for: #fairness, #happiness, #contentment.. Lifelong student of #capitalism and #freakonomics of greed... #WeAreAllOne #Transform #Change</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>flcupahr</td>
      <td>An official chapter of the National CUPA-HR organization representing public and private colleges &amp; universities in the State of Florida.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Liberal-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>13</th>
      <td>ColombianCris</td>
      <td>Stopped practicing law to raise my kids. My son has autism so it is challenging. Proud Latina &amp; liberal. #resist#impeach#scienceisreal</td>
      <td>0</td>
      <td>9</td>
      <td>24</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>JPaperno</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>18</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>RFrumpf</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>HarrietOlesonOG</td>
      <td>Vulture Capitalist. In Utero Pro-Lifer. Prayer Warrior. Evangelical. Moralist. Heirass. Trump Supporter.   \nOh and Wife, Mother of Two Perfect Children.</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>BruceRayCarr1</td>
      <td>Navy veteran, Trekkie, Wiccan Pagan, Liberal Progressive, Civil Libertarian, Democratic Socialist Democrat, PATRIOT, Science advocate, technophile, FREEDOMphile</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>HotTakes1</td>
      <td>Conservative snowflakes can’t handle the heat! ❄️</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Growthers</td>
      <td>Life-Changing Mentoring for those seeking to find their true calling. Transformational Journeys - Challenging – Overcoming – Empowering http://t.co/eX630dxna4</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>MJS_007</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>jackjon24063212</td>
      <td>nothing</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>AnthonyLee59</td>
      <td>Dad of 8 / Grandpa / PC / Tech / Gamer / Sim Racer / Photos / F1 / @Harry_Styles @NiallOfficial @Louis_Tomlinson @Zaynmalik @LiamPayne all follow! \nBrisbane.</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>NEmpirecd2003</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>DWMA19</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>rikjam1</td>
      <td>Recently retired actor and eyeglass maker. Author of The Isle of Thom, an adventure -thriller, now available to producers and agents as a feature screenplay.</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>VoltFan</td>
      <td>Love me some EV driving!</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>mowokyboy</td>
      <td>Live in Milwaukee. Really exciting human being. Life has sadly changed in Three years.</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Wobbledance1</td>
      <td>“Courage is being scared to death...but saddling up anyway” ~ John Wayne / 🚫DM’s! Have A Plan!👉https://t.co/3AsxjWokSe Flatten The Curve! #Resist</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>supernaut817</td>
      <td>If everyone on Earth joined hands around the Equator, many of them would drown.  I don't read replies so knock yourself out. #resist</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>faithman71</td>
      <td>KJV Bible Believer.  \nSaved by Grace through Faith in Christ alone.\nO.S.A.S. is a Bible Fact!\nJOHN 10:28-30 PROVES IT!</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>fishingfever06</td>
      <td>My kids are my life and it's been a great ride so far!!!</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>IlannaPhillips</td>
      <td>Lifestyle &amp; Culture Beauty</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Conservative-Mainstream&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>14</th>
      <td>TicaGibson</td>
      <td>Just want to see us all getting along.#TheResistance #PeacefulProtest #SaveACA #BlueWave🌊 #NetNeutrality #GunControlNOW #FBR twitter limited my follow back</td>
      <td>0</td>
      <td>31</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>massmediamobile</td>
      <td>IOT,  AI,  XAI: playbook, roadmap and toolkit for transformative innovation. Partner at https://t.co/Sn4ZzRlQBG Opinions expressed are my own.</td>
      <td>0</td>
      <td>16</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>ColombianCris</td>
      <td>Stopped practicing law to raise my kids. My son has autism so it is challenging. Proud Latina &amp; liberal. #resist#impeach#scienceisreal</td>
      <td>0</td>
      <td>9</td>
      <td>24</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>EllyDavis</td>
      <td>Brexit: Project 'Fear' meet Project Reality.\n\n#WeWereWarned</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>windy_pants</td>
      <td>Devoted husband and father. Proud veteran. Freelance model maker. Trolling trump from across the pond.</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>mandyinSeaLA</td>
      <td>I'm an Enneagram type 8 which means I have good instincts, have to watch my temper, have a big mouth, curse, ❤ wolves, and fight for justice #BidenWarren2020</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Arbcoemployee88</td>
      <td></td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Arlamae3230</td>
      <td>Co-owner, Sarabande Productions, Inc.  Television Writer-Producer.  Judge, Ojai Playwrights Conference; former member Hollywood Women's Political Comm.</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>jamesvgingerich</td>
      <td>#ChangeAgent following #DigitalTransformation, #InsurTech. @Expeflow helping IMEs and Insurance firms automate their #Claims workflow to become more productive.</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Birneybau</td>
      <td>We won't know just what we've lost until the Winter thaws\n\nIt/That\n\nDublin</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>BeniBainLevain</td>
      <td></td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>SpicyHabaneros</td>
      <td></td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>champagnesocia8</td>
      <td>Democratic socialist, DSA member, Anarcho-syndicalist\n#bluetogreen\nGreen Party: @howiehawkins\n\n\nInstagram: https://t.co/jWtqNBvzqv</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>boptilyadrop1</td>
      <td>Average Joe</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>funnymcmurray</td>
      <td>funny stuff...occasionally</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>nancyleeny</td>
      <td>Liberal. Radical Feminist. PhD. Advocate. #Resistance #TrumpGenocide #resister #resist #BlueWave2020 #VoteBlue #Biden2020 #DumpTrump</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>re_si_st</td>
      <td>We Are In The Endgame Now. Choose your side in the War Against #COVID and the Genocidal #TerroristInChief. Protect Health Care Workers. #NeverAgain #Resist</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>ImWatchingToo</td>
      <td>♥Don't Breed Or Buy While Homeless Pets Die Adopt From A Shelter Or Rescue♥    🚫AnimalAbuse🚫ChildAbuse 🚫Lists  #RetTechnicalWriterSystemsBanking  #WalkedAway</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Juchtervbergen</td>
      <td>The European Chamber of Digital Commerce is your hub for the top developments in Digitalization and Fintech.\n\nR.A.U. Juchter van Bergen Quast, CEO</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>chrisndupont1</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Unclear-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>9</th>
      <td>LJBSipahelut</td>
      <td>'I'm harder than life but kinder than love. Secretly I'm a saint.'--Nick Yarris</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>11</th>
      <td>zeusFanHouse</td>
      <td>'It is what it is'#MAGA KAG KAG2020 TRUMP PATRIOT CONSERVATIVE FBTS DrainTheSwamp BuildTheWall VoterID Constitutional Crisis sanctuarycities MigrantInvasion2018</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
    </tr>
    <tr>
      <th>17</th>
      <td>NoDemocracyInUK</td>
      <td>Globalist have destroyed our country. Time for the people to bring common sense back into politics \n 🇬🇧🇺🇸⭐️⭐️⭐️</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AHBecz</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>0</th>
      <td>ActivistPost</td>
      <td>Alternative News and Independent Views for Peace and Freedom!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>16</th>
      <td>YankeesBruins</td>
      <td>The World would be a better place, without Liberals. Just one Man’s Opinion.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>18</th>
      <td>macmac______</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>15</th>
      <td>TIGERRCOOKIE</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>14</th>
      <td>rjohnson32405</td>
      <td>Happily married. Tolerant of all except those who choose emotion over reason, logic and facts. Idiocy is my pet peeve. Christian saved by the grace of God.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Welly_World</td>
      <td>Opinionated #MAGA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>10</th>
      <td>zeroedtweets</td>
      <td>Tweets Market, macro, geo-political risk and contrarian opinions from #Zerohedge. Not affiliated to https://t.co/eeMlIHdsem (Links≠Endorsement) #FreeZeroHedge</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>ewclearclue</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Expendable45</td>
      <td>criminal justice major and muscian.\ndeporable -proud boy -Unapolegic American</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>6</th>
      <td>NobleValue</td>
      <td>Exposing the Judeo-Masonic Conspiracy pushing our sleepwalking world off a cliff in the age of long prophesied anti-Christ deceit</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>5</th>
      <td>ds13_manon</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>PlayTheManPod</td>
      <td>Be of good cheer, and play the Man! PTMP is a Christian Libertarian Podcast dedicated to peaceful reform, agorism, and orthodoxy. Follow the network: @RYHnet</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>angrynationalis</td>
      <td>A key influencer on Twitter. A little left &amp; a lot more right. A proud Nationalist who despises Globalists/Communists🔹</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>CGH54</td>
      <td>Fed up of being treated like a mushroom, kept in the dark and fed a bit of crap now and again.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>19</th>
      <td>mikenjnyc</td>
      <td>Living a life with an unruly ID, pestering Ego and a SuperEgo that remains incognito.Unconventional imagination fueled by my facetious mortal friends.LGBTQ.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>8</th>
      <td>czar19842012</td>
      <td>Very Liberal, Pro Union, Pro Environment/Non-GMO/gardener/former potter/Sculptor/married/NVIC beliefs. Love The Lakes/Water/Oceans.Go Green/Solar/Wind #Resist</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Conservative-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>DailyCaller</td>
      <td>The journalists who love America.</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>AtheistJacob</td>
      <td>Non religious. I respect your faiths.\nTrying to convince me will lead to conflict.\nTHERE IS NO VIRUS. RESEARCH ON THE TEST\nDutch Patriot. Writes code for money.</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>LockdownClara</td>
      <td>Ansichten.\nOpinions.\nThe other side of the coin.</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>SweekimY</td>
      <td></td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>mzee26</td>
      <td>Politically Independent/Conservative,mostly political tweets. Big Brother fan, Love Dallas Stars, NY Yankees. @YDugout99 on TWITTER. USA baby! I follow back!</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>senorita_LLB</td>
      <td></td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Holly1ForTrump</td>
      <td>President Trump has saved millions of lives with his brilliance and backbone. 🦅 Clear the honorable General Flynn. 🇺🇸 Abortion is a crime. 🍼 🌸 No DMs</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Proven_Right</td>
      <td>True Patriot. Always telling it like it is, with a sense of humor.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>pjkate</td>
      <td>Ret.SuperiorCourtClerk⚖️  HappilyMarriedRet.NavyWife⚓️ GOD🙏Family❤️Country🇺🇸 Constitution🏛️Israel 🇮🇱 #KAG #Trump2020👍#ProLife😇#1A#2A #GodBlessUSA🎆🚫Porn🚫DM's</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>LastStand2019</td>
      <td>“When you tear out a man's tongue, you are not proving him a liar, you're only telling the world that you fear what he might say.” -- George R.R. Martin #MAGA</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>know1intrinsic</td>
      <td>Yeshua disciple, Patriot, some parody. Employed Voter. 100% debt free! @GunOwners &amp; @NRA Life, @USCCA https://t.co/itvqoveCbh #KAG2020 (#COVIDBollocks Frontline Worker)</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>My2centz_1</td>
      <td>I follow media &amp; post news so u get all the facts in 1 place. I support my country and R pres. Family is more important than anything #Conservative #America1st</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>america_danger</td>
      <td>We are patriotic conservative Christians who put the safety of Americans first while we live in these dangerous times.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>DanaBoos3</td>
      <td>#MAGA,Constitutional Conservative,Drain the Swamp,No Dems,No RINOS, #RollTide,Anti-Globalist,Honor our 🇺🇸,country&amp;Vets,General Flynn has been Exonerated</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>No1Trump2020</td>
      <td>I am President Trump’s #1 Fan.  Committed to fight against FakeNews and Democrat Lies.  #MAGA #Trump2020 #2A #Cult45</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>PatriotCELL</td>
      <td>We are devoted to bringing you news and opinions on politics, economics, and constitutional rights.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>missyens</td>
      <td>mom of five. joined the Twitter world to annoy each and every one of them:)</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>NateGavronsky</td>
      <td>President of Constituent's Direct.  I have worked with hundreds of policy makers around the country to create deals that accommodate everyone, not just a few.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Marlor18</td>
      <td>🇺🇸#KAG #MAGA  #TRUMP2020 #TRUMP #PATRIOT #CONSERVATIVE #AmericaFirst  #Q  #QANON</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>TheNewResist</td>
      <td>We believe in our Constitution &amp; those who swore an Oath to uphold it. We are about God, Family, Country &amp; Support and Love our Military! AMEN! #tcot #MAGA</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">


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<img 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