csmap_150_url_source_only.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 {
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  -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 {
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}
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;
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  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^="javascript:"]:after {
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  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
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  thead {
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  img {
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  img {
    max-width: 100% !important;
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  h3 {
    orphans: 3;
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  h2,
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    page-break-after: avoid;
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    display: none;
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  .dropup > .btn > .caret {
    border-top-color: #000 !important;
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  .label {
    border: 1px solid #000;
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    border-collapse: collapse !important;
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    background-color: #fff !important;
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@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
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}
.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 {
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}
.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 {
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}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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

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

<!-- Loading mathjax macro -->
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<body>
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<div class="cell border-box-sizing code_cell rendered">

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<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>
<ul>
<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: 150
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<pre>/Users/zc/anaconda/lib/python3.6/site-packages/ipykernel_launcher.py:19: UserWarning: DataFrame columns are not unique, some columns will be omitted.
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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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Lm550pavSX8NeX797VXSk8lKwCfLWl+cwFJW5MVt7eTI5N2FBEXkH2dweJpuOpza6I/1L6mGVD6X6zSfb0/vhPK905MrYXlu+21zkqVHxeOMU+br5P9mz0MeEePyw6Dh5XvtpZrncqNX5Xv3Uq5NZ6JpoudOmynSpv1NFj9/VJJq7QsswvZ7+UlEVFVrp1NDsqynqStmgtIWp9sjfoAI2X4YkrfnluTr9u+U9JXJtJPqZmZDS9XyJmZmdVIWlHSOyW1DT7wwvLdHCyhelh7QofVVpUgnyoPbNW2liVb261G9ld2Wm2Zr5EVMXvWH/zKg9vHGGm50atryVZfq0la7CFa0q7kQ+iS4FtkJdN2kt5UnyDpxcCu5KALA301sFSqPgs4PSLuLmHzyZY3bYNZ9GMl4Evl/FfbfRL5GiDAg31nRcRl5Ai2ywDfKP14Vcs8vDbv12rx3UTSK5qDIZS084Lybz0NV+l3g7ZK5R7sJOkljbB9yNaG17D4QCQHkS3Q3ixpX0mj+haUtKGkHScQnzZfJivQd5fUVoG4G5m27qN2HrpRKlE/Uv7dW1KnfhiHVfXK63/XAyVtB7y7wzLHka/EPx74bj39lmXXKK/7Vo4hB/R4nqQvtB1DSfNLWdXm0cAn6hVckhYArycryb5ahUfEKWQF28PI/DintsxjgE+Ufz9XW+Yu4Jvl369ImltbZpUybRlycImOg+qUCr6tgQuAtwHfdKWcmdns41dWzczMFrcs8HngQEnnkSMnBvma21PISqB9GsscA7wT+K2kEyl9T0XEG8v0r5KVPDsD50s6CbgV2Ip8DfJKGhVhEfFHSR8HPgicIulkslJjU/L1q2+QI6K2jSjYUUTcL+mT5Ou3R0p6G1k5syGwMdlP1LT3axQRV0t6LfB94CBJbwX+Ru77luQ5eVtE/HnAm34qsAqLt45aUL4HVSF3OFm5e7Gk35MVstuQae+7EXFMY/63kpW9/wVcWtLCHHLU1yquH67Nvw45Ou8dks4mK9yWJ19VfTRZKfuZauaIuEzSucAmwJ/LMvcAf4+IA3vYr68Cx5Z9uoysiHtyWdfu9Q7sy8ATLwT+D/gU8C5JfybT+GpluXllP37CgETEXyW9mawQ/J6kD5IVRpDp/3FkHt+ztCjs1ffJV4GfCPwP8PGWeY6R1NbfGsBFEdGpVeh0+zh5Pj4paWeygm4++fp+a7lRypsdgV+TFZ0vlHQa2cpsPpnmvk/2rUZEPFAGpvgFsDfwulIOX0mOJPwEcnTVPzIycmrdN8nWiS8p6XgtcjTVpYAPtfT9+RoyX+8BbFvS7qpk3lquxO0bjWX2A55GlukXl/L8PrKcWAM4n6xkG1NEXFMqC38DvAmYI+kNg+gH1czMhoNbyJmZmS3udrIFyI/JB8Dnk5UnK5AjbG4SEcc3lvkAWYl3O7Aj8IbyAR4caOJVZCuNs4Fnkq/F3U22vtg0Ii5uRiQiPkQ+xJ5LPvQ+j3wl7hmMtGrquR+zUsnyKuBM8tXFF5Ad6+/ASOuPaRcRPwGeTj4Ur0VWaD6WbHXz7Ij4+iRsdpvyvbAWtoCsABzI67HkKIxPB04n+6ZbQA6ksRf5YL6Y8rr05mTrq+vI9Lgd+crb3sB/Va3jitPJ16tPIyvnXla2cRPZunKjiGiOErkjcDTZWujVZPodazTNNl8gKzjmAC8p2/45sFVE/Lplv84j098HyQq8p5OvKj6Z7M/v/WTeGqiIOJiseD2YrAR9cfnMKWFPjYhD+lz3A2Rn/ZCvI7a1knsKeT7bPs3X4ZcYEXE0me5OJV+TfhH5LLF7RHTsjzAiLiEr3vYnK/+fU5ZdnZYKr9KybDMybZ9PHpOdS9iNZMXgnh02dzr5Q8clZNm9OVnmvjoiPtYSt4tK3L5AVhy/jCyfzyQr6XZpjphbWsltB7yL/MFmOzJPXktWjD8jIroqlyPierLMOads7zBJS4+5kJmZzRiapFHZzczMbBJJ+jX5ILhzRPxovPlt+knan3xg/0jpfH9GkLSIrHxbtz7yqJmZmZl15hZyZmZmSyhJj2u2sJG0jKR9ycq4G4CfTUvkzMzMzMysb+5DzszMbMn1JmAvSeeQIxuuQr7OtzbZd9zry+tTZmZmZmY2RFwhZ2ZmtuT6Kdmx/dPJfpTmkP0UHQF8tvTBZWZmZmZmQ8Z9yJmZmZmZmZmZmU0h9yFnZmZmZmZmZmY2hVwhZ2ZmZmZmZmZmNoVcIWdmZmZmZmZmZjaFXCFnZmZmZmZmZmY2hVwhZ2ZmZmZmZmZmNoVcIWdmZmZmZmZmZjaFXCFnZmZmZmZmZmY2hVwhZ2ZmZmZmZmZmNoVcIWdmZmZmZmZmZjaFXCFnZmZmZmZmZmY2hVwhZ2ZmZmZmZmZmNoWWqAo5SSEppjseM5Wk/csx3r+bcLNuSdqjpKFDpjsuTS5XJtewlSu9xndJ3Y9eSJpf9mHRdMdlLM6rk2smp/HpMNvTq6RDyjHYY7rjYjYbSVpY8uCC6Y7LoLhcmZkkLSrndf5EwodJL/dWS1SFnC1ZfJNulZlQMNqSweWK2XBwXrWZwPcvNowkLSjpduF0x8VGc7lig7TMdEfAlghfAX4A3DDdEbGhdQxwOnDLdEfElhjDVq4MW3zNBsVp3/rxPuAA4OrpjojZLLU7sCJw+XRHZIBcrswu2wJzgKumOyLTyRVyRkTcgG/EbQIi4hZcGWc1w1auDFt8zQbFad/6ERFX44dms2kTETOpIg5wuTLbRMQl0x2HJcHQvLIqaV1JB5UmovdIulHSLyW9sGXeX5RmpM9qhD+56vND0m6NaatIuk/SvyYQR0l6q6Q/S7pL0rWSvi9pvTH6bhnzXflO/QNIeqKkj0n6g6SrJd0r6RpJx0jaqsd4j4pb6Wvow+XfD9eOW5T550n6j6QbJC3XYb1rlnN1s6SVeolTYz1bSTpK0pVlfddK+r2kfSWt0Jh3KWV/ZqeW7d4t6e+SDpS0Rsu6H2wSLmk5SR+RdHHZzpWSvtgWd0lLS9pd0mnl+N9Tjv8fJX1C0vIty6wj6atl/XeX+J0kaccO+/1gc2hJryjbuqWErV62eYekVTosv5ykf0u6X9KjauEvL+nugrK+uyRdKOmzzWNUHR9gnRL0z0ZamF/mG9WHnKTPlbCPtcWvzLNPmecbLdN2kPQzSdeV9H2FpO9KWq/T+nollysLGuGzplzpJr4t86xXjv11JQ+fJ+ktktRh/qUk7SrpREk3lXhfKul/JT28Zf4H81HZz29IurykoS+WeVaR9GZJx0u6pKSJWyWdIekdkmbkD23Oq7Mvr07g2DwYLukZkk4ocbhTeR3ddoxtriLpfZLOVF4f71Resw+TtGUPcV9Z0vslnSPptrKeP0l6j6RlW+Zfp8x/skbudW5oS+O181CVFzeW9d9RtnWf8t7lYZK+VMqQu5XX/E7HcnPlNftsZfl2j/Kae4SkJ3VYpvX81MMlPV7Sj8u+3F2Oxyu7PY6dSHqKpCPLublLea9zUdn2pmWenu9f1KHcrW33SWW+yzVSDv2smQZr828v6WvKMuGmcgwuLdtYp8My9fS7taTflLT4b0nHSnpMmW8pSe+W9NdyDK6S9Om29NXH8V1W0tuU99L/LvH+ZzmXL2iZf82Sfi7SyP3tKcr75FHXx37TiKS1lPfzf1Ve926XdJmk4yTt1GGZru8ltfgzwcrleFbPBMdKenuZfvgYx+6VZZ4TGsdnb0m/Ul7D7i7H9RRJu7cdH+Ck8u/WjXS7sDbfYmWgpGWU14GQtP4YcbygzLNFLaxa//vLMb2//H+fstx8aJnP5YrLlYFRF6/+Kp+BT1fm95sl/VTSJmPMP1fSAWUf7lReF0+X9EaptTyqH5vtlPn0phL2lDLPwO652gxFhZzyJuhPwJuAe4GfAH8mmzn+VNKnGoucWL6f0wiv34Q1p21Nthg8if4dBHwNeDxwCrAQeBZwFjCwSoTincAHgFWAc4DjgGuBlwInS3rVBNf/I+C88vd5wKG1z5/KrzI/BVYHdu6wjjcAywKHRcQd/URC0geB04BXANeT5/5c4FHAp4CH1+YV8H3gYOBpwB/I47IS8B7gHEkbdNjUssAvgf8Bzgd+A6wKvKNss+lg8lhsQqbFH5fl1gLeD6zW2I/tgL8A/w38B/gZmaa3AH4s6ZNjHIb3AkeR+fVnwNm1dawItN6EAC8u8fhNRNSbAh8F7AjcWvb5JOChwLuBMyXNrc17TdnP6vz9mMXTwu1jxPvQ8r1rWwFY7NaYFwBJXwP+D9gOuIg8j7cCryPP49PH2G5XXK60mhXlSp/WI4/5M8m0cDLwBODrwDebM0uaQ6apw8ny6DwyTQdZzpytzpXLc4EzyXx6JnlMbi7TNga+UdZ5BXBsmefJwBeBY8bIb0PJebWV8+r4diDPwxrACcAlwFbACZKe3ZxZ0rrksfwk8BjgVHIfbwBeCezZzUYlPZo8558g7wlOIdPk2sCBwC9bHm52q83/VzJfXwI8l0zj/69lU9UD6P3lewVgZeAm4B6yG4kdyXuhP5Lp8mC1VACUbf8PsHSZ/2fAncAuwBltx6sLm5LH4QnkPdV55D3TDyS9po/1ASDpuWSZ92qyXDyePMZ3kMfxuWXWXu9fxip3kbQrmT5eSx7j44ELgf8CTpT0lpbofp28b7mXLFt+RR7jN5P3Mo8bY1dfAvyWvM/7ZdnmS4BTyn3a0cD+ZDr5LfAQ8n5x1A+cvZD0MPK++yvkOTyT7JbkKnJf39uY/7Hkffm7yDR4HJmGnk4e5yPGuCZ1nUYkrVW2856ynd8CPy/x2g54Y8u+9HsvuQJ5jX8LcAF5rq8hnzHuA14maeUOy1b5q35f+1zgC8DjgIvJ4/kXYEvgUElfbazjNPKcQ5br9XR7Ah1ExH+AIxvxWIykp5HH+6KIOL1llk8A84Aby7aXJsvNSyQ9ApcrLlem1t7kc+sD5LG5Angh8AdJzfs4JG1M3h/uQz7//4pMexsC3wKOGGNbryrzzyXz2WlluzDZ91wRscR8yAeVaIQtTx78IDO2atO2BG4r055fC39qCTu5sa7jgbvJQvnyxrTPl2Xe0GfcX1qWvxHYqBH/H1X7BuzfWO6QEr5Hh/UuLNMXNMK3BtZpmf8FZAa9CVixMW3/DnHoKbw2fbsy/bSWaUsB/yzTN+zzmL68LP9vYNvGNAHbAA+phe1V5r8c2KAWvhzwvTLtj431LKidm98DD61NW58sNAN4di18nRJ2GTC3Jd5b1o898MiyD/cCr2rM+3hgUVnfcxrTqvB7gee2bOclZfpJHY7fT8v0XRrhOwMrtOSzb5f5v9Gyriou8ztsa48y/ZBG+LklfOuWZap8elEj/L9L+Ln181imvaVMuwRYpst05HJl9HoXMnvLlX7jG2Q/W8vVpm1Uzk0AL24s95kS/mvgEY19+ESZdkqHfBTkjetKLfFfmyz71Ah/OFlZH4wuZ+aX8EX9HLOp+uC86rw6mGNThT9QzwvkfcOXy7QTW+L7pzLtSGCVxvQ1gGd2kV5FPrAG8FkWLy9WI2/yA/hoY7mnAU9o2cfNyPuQ+4BH17fLyP1JVV5sAFxX/j+frDxYtrauN5dpl7Zs53nAmi3hbyzL/I3RZU7r+amFB/DexrT3dIpDD+nipLKOV7ZMe2QzvdH9/ctY5e5TyHx1M6PvR7dg5B7vcY1pL6F2n1rClgY+UrZ3whjp+n7gpbXw5ciK3er8XsDi15Ynlzg80Glfuzy+1b3jiTTuccmH0eb+n1nmP6SR3h5HVpYF8NaJphGyxW4AX2uJ88rAMxphPd9LsvgzwVnAGi3bOqZMf23LtIeTefUWavfZZOXR01rmX598lghgi8a0Ki4LxzhXVVpZUAvbuLZvalmmKgM/UAtTbb9vB57YiPs9Zdp1uFxxudLf8W09Xl2E3w+8rDHtA2XaVSyez1Zk5L7jncBStWmPYuQe+fUdjs2odFebZ2sGdM/Vuv5+D+xkfKqD0QjbvYRfWD+wLTv7m1rYUoz8QrhCLaHeXDLcF8syj6ktU92Irdtn3KvE/N6WaWuSvwiMOin0ecM5TlyqyqcdukkYvYY35vlbmedJLQl0zAtJF/txXlnH7l3Of2mZf5eWaasxcvP6zFr4AkYy/KiHBvIXwgA+XMZK/kIAACAASURBVAt7Wgk7tst4VQ/mH+kwfccy/SeN8EUlfFQFWZk+h2w1+AAwrzFtLnlTcCuNAmKMeK5Qlrm+ZVoVl/kdlt2jTD+kEf7OEv6dlmWqfLhfLWxpsu+I+2ncQNXmOZ6WCpAx9svlyuhlFzJ7y5V+43sH7Tfn+5Tpv62FrQ7cVdLL6i3L1B/+65U3VT66h0ae7nLfti/L/7ARPr+EL+r3uE3Fx3nVeXUQx6YW/oOWZdao5bE5tfCX1dLZnC7j15ZeH9xv2h+G1yrbvqFteoftVBX4b6tvF/gujfKCbIUTZIXA6o31LF22G7Q8WIyx/d+VZZ7YCG89P7XwP7Ssaw6ZN3uKQ2Mdfy3Lr9bl/Ivo7v6lY7lLthoJ4HUdpr+rTP98D/txJXmv06z8rdLvES3LVD/EBrBdy/SOlUVdxmmTsvyN3Rxf4Nm1+VdpmV4d24snmkaAr5awl3YRr77uJVm8Qm6LDstVZcVvW6btXaZ9u4dj/qayzIGN8CouC8dYtkorCxrh1fPTs1qO7ajnBkbKrQDe2LKdg8q0B3C5Us2/CJcrvRzf1uPVRfjRLetS7XztVguvKuEP7RCHTcv0czocm1EVmV3uW0/3XG2fYXhltWrOekREPNAy/bvleytJSwOU+U4mX5V4Zpn+VLLZ5Yk0XmdR9pu1Efmw8s9eI6jss6fqW+R7zekRcR3ZBHKgJD1E0i6SPiPpW8r3zw8BqvfyHzvobbb4WvluNql9a/nuq4lraZq+EfkQ8/0u5l8bWJespf5Bc3pE3MzIq6dbt6zi8oi4oCX87+X7kbWwC8lfkHZQ9oH26HGi9/zy/cMO008p31t0mH5sW2BE3EceGzHy6mfl1eTrVz+MiDuby0p6grI/iy8r+9I4hGwCfS+whkpfEQPwPfL12p1U6++v5JlXkwVVvS+OpwCPAM6NiIs7rHO849UNlyudtztjy5UJ+lVk5/dNVfP3LTXSf9sCsmXUiRFxY3OBkpZOK/+2peNzY4zOmpW2lrSfsh+Rg8s5qo7XVJyjqeK82nm7zqtj+0UzoOThm8i0Ue8z9Xnl+/Bybe1Xdb3/UZQ78sb2rwb+QVbaP6Y+TdIKknaU9Ellf4nV+VxQZmmez/PLd728qDrIPrtZ9kTE/eRDDix+T1Ntf01Jb1D2+fTt2vYf0WH74xn1al05tlUeGxWHLp1Vvo9Q9hG4dJ/raWotdyUtRb4+dj/tXZjAGPclyv4B/1vZr993asd1DvnjQaeuVNrKjOr83kf76/XV9H6PbZUPflLum8dTlc/HRMRtLdOPIOO6vmp9Gdf0kkaq8/4pSS+WtOIY8ZroveS10f46J2RrpxuBBS33/22vqwLZjYWk5yv7qv5G7bpddTszyPK62n7zNdLnk+XeSY20/vza323p7s/lW2TZ9SCXK+NyuTIxbfdUwcir2fXXnsd73j6XfH7fWC19vdPhebsymfdcw9D5c1WAd7pJvpKsRFieLCSuK+Enkq+QbEu+MrRtLfx8MgNsS/b9sw1ZyJxIf9Ygm3zeC3TqEHpRn+tuJell5IPIamPMtuogt9nBoWR/K7tK2ici7pA0j/y15To6FzLjmVe+/9nlzXGVTi4vF4c2lzbmrbuiwzLVDcaDnVZHxG3Kzka/TQ7NfYCkK8gH7OOAH0f241Cp+g76i8bu2mluh/DLxljmUODtjPQ/U6kuwofVZy4Pjt8EXj9WRMi08+9x5hlXRFyn7Nj2hWR+rCpXn0e2GlkYEfX9q47VU5Wdpo6l0/HqhsuVFrOgXJmIRR3C/8XiaeVaRtLxy/tMxx3zvLIPl2OBzcdY51Sco6nivNrCebUrY13XH0btus7IPcffR8/ekyrvf1nSl8eZdy75+jTKTqGPZuwHnub5rK7R9fKi6r/oyg7rqKYvNhCHpP8GPkfmo263P56u76t6tC/Z3ccO5XO7pDPI/qQOjYh+B2bpVO6uzsi+39zLfZykj5f4jvVw3+m4tp3D6vxd0+Fet/X89qDXfDBm+RwR/5F0Oflq5qPIV8zqekkjh5KV07uT99r/kXQe2brliIj4U23eid5LdrwGR8S9kr5PdpOzK9mfNZKeSLYw/CcjP7hRpj2+xHmsB/ZBltffAz4N7Czp7RFxdwlvfTZg8T5OL+sijV/UCHO50pnLlYlZNE742rWwKh3/dJzjCXn8m+XRWPfek3rPNQwVcv1qdur8HDJBnRER90k6G9hGecae01hmSTKqFWP5ReZIsoD7BFnJsQi4MyJCOUDA+8gHjEkVEbcqRxt6K9ni6dtkx8dLka8p3tvvqgcUxW61tbzoKCJ+LOm3ZKG9Pdlx96vL5y+SnhURt5TZqwLzSPLXh17dNUY8zpb0V+CJkjaPiD9KegLZGmQRI7+uVPYmK+OuIl8n/QNwXXWelCMMrsVg085hZIXc7oxUyLUO5sDIsbqc8TtX/+NAYtcblyvDXa5MlSodX0D2rzOWv7aEdczz5LHYnOxw/sPkL9e3lAefx5IPUjNqUIc+Oa/O/Lw63lsevVzXB3XPUeX9E+n84Fi5EUA5Au1PyB+pvkW2Vr8EuD0iHpC0J1lx3DyfVZzbyouu913ZyftXyNbs7yI7wb8yIu4q048kz22v6amn+6puRcTVkp5Btn59PtlC4llkPv6gpJ0j4md9rLpTuVud03sZ/42NB1tRK0f9/ADZdcje5D3N1RFxT5n+e+AZdD6uYx2/STm2LMH33qXl82slfZq8p9yGbJn8VODdkj4WER8qs0/0XnKsazDkfe1e5L1sNajQg5VdLa1jf0RWxh1LVpT9Hbg1Iu5XDibwSwZYXkfEtZJ+Rf4w8hLgKEmrkcftDnIggrp6xc6o1n1ka6utyHJpVKv/Ni5XHuRyZepUx/R4xm9Uck9LWOu5mop7rmGokKtqLzuNULY2+erB3eRrCABExF8lXQtsKmlNsiBZWGttdSI5AtBGTPxm/AbyxC5HVma01aLP77BsdbPaabSettchdyATxY8jYr+W6Z2aqU6Wr5I342+RdCg5stoDZJ8D/apuZNeVNKeLVnJVOpknaekONfzrNeadkNKc/3vlg6QNyQvZZuQvF+8rs15BnpMPRcQlLauaqMPIC/zu5I3FWDcFVdP4t0TE/9UnlIeCRzB4VcG4fWndcxc5Auwd5E1KXXXeL4+IPSYhLhWXK6PNhnJlItbpEP5IMq3cw8iNapWOzxlkOi559Plk664X1Sr9K1N9jqaC8+posyWv9nNs+lW9UjTR18aqvH9kRHyny2WeRVbGnR0RbSO5Tvb5fDn5IPGliPjCNGy/Z6Vy5pTyQdKq5D3XvmSl5iBfrbqBLF/mAG+uHny7UN1vfSAiDm6ZvsQdV3rPB2OWz+WtjHmNeSekdC9zAfCZsv6dyP7F9pN0ZERcyCTfS0bEmZL+BjyhVDydTY4cGox+M+XxwBPJ1vM7tTyfTFY6OJSskNudHKXyleQ16qiIaI4E+uCPB23Hq7wVtBU5gM+FXW7f5crYZlO5MhHrMDLie9388l0vV64gB5P5UkT8doBxmPR7rmHoQ65q4bNLed+66XXl+3eN1wQha42XJjPSCix+s139/VrywnNh6dujZ2W7fyj/jhpyWTmM8PYdFq9u3EcNUVwK8XnNcPJVC2j59VXZF06nbfWquhkes+I2Iv5KNhl/Kllz/AjgFxGxqN8Nl3PxF3LElFd2Mf+VZDPxZclhixcj6SFkR6yQfQsNXLlJqC46G9UmVf0d7MTkOIJ8+HlleSd+lxLebJIOY6Qd8rh1qt3vKi20KReZo8i8uAvwCrJgO6blpuAM8qH66Rq/b76JcLky2owvVybouZJWbwmvzs3va2nlt2Rr2OdJ6lSZ0I+HkNft21oq4yB/bZ5pnFdHmy15tZ9j06+qX53dJM2ZwHr6ud6PdT6XJQd+mkxjbf/x5Gt4S7SIuBV4P5lm1yp5rtL3/UtZ93/I19aWJl+D79ZYx3VbJtbtxmSp8sGO5b55PFX5/FJJq7RM34WscLgkIgZSIVcXEf+JiB+UeIgcERKm5l6y3k/btuQrub+LiEsb81Xp4OoOjQVGPbMUE0q35I/hN5P3Lg+n8+uq0NIv2wC4XBl73bOpXJmItnsqMZJv6m+CTdbz9qTfcw1DhdwPydrPxwEfUe2lYEmbA+8u/36+ZdnqhrvqXLheW3oa+Yv2Wxvz9qvqK2QfSVXnfkhajmyy26nz0aop9W6S1q8t93DgO7Sfo+rXiZeX+aplViJfFxnr/eZeVBfPJ3Qx71fK9/8r34PoyPlj5ftLkrZpTpS0oHHDUFWGfapxLJct8VuNfF1psb4deiVpE0mvUKNDyJI2X1D+rXfg+Vmyb4P9lR2bLt1cTtLTJPWVoUu/Br8h34c/kGw18LsOrfGqtPPWRl56CiPN7tv0khbaVDcAu9P5ddWqY9aPkxWrx5V4LUbSipJeU0/7fXC5MtpsKVf6tRJZFi1bBZRzsk/598H+oiLiGvK1szWAYySNaj0gaTVJb9bIQBDduJa8wV5N0mKVb5J2ZaQyfiZxXh1ttuTVfo5Nv44jX/9+PPDdZkW6pDUkPbN1ycUdQ3Yc/TxJXygtLBYjaX7Jr5XqfD5H0uNq880hRwRen8lVbX/3+n6XB42DWcLeppH0buVAXk3bk/cOt5LlZGWi9y8AHyVfvfuapFEPz5KWlrSNpHrn69VxfVO9klfSfPL6sMSJiHPIQQtWB35U0sCDJK1SHvqr+U8hW4c9jLw+1vfzMYz0bfy5icZN0u6SRlXilLSwcfn38hKvqbiXrH4MfxUj/TK3ve75jzLfkyQ9q7Z9SXo/2UK2TZVuN+jxPgGA0m/c0WT+/SD5eu8VtL/Ce0wtXq3lVtGppXoblyvjmxXlygTtJOkljbB9yIEUrmHxN60OIvvIe7Okfcv912IkbSip1x+5Jv2ea4nKDG0i4i5JrwR+DuxHdlB5DvBwcrTMpYEDIuLnLYtXN9jLk7+UPNjhZ1nv6YyMuDmhm/GI+Imkg8lf68+WdBKZcbciH+QOZ/RImJA1u78mM/y5kk4hf03anGyi+XtGRm+r/LRM2xi4SNJCMkM/myz0q3hM1C/JUU53LPG6hHxV6viIOL4x73FkJlib7BSx7Xz0JCJ+KOlj5IXkREnnkpniocCG5K/j6wJVS5Gvkhe2nYHzyzm4lTwHa5f4DeKBdR2yxdcdyn6IriLT2GZkZdi1wGdq+3FZyfw/JDPu/sp+324kb3qeQqbnT5NpoR+HAs8l+7So/m9zADmgwpvJEaL+RL4q82zywr0l7a/mHUN2pvs9Zb8U1UVpn2gZRbIpIv4g6SJGWg5eSYc8FxFfKBUYewHnlDheSqa9dcjjtRx5Ebx2vG132IbLlVlarkzA4WT/Kxcr++hYjezDZlnguxFxTGP+/0fGe0fgwlJ+LSIrEdYj88IyZF5ttuxqVfqb+SRZvhwp6W3kA8iG5Hk7gGwNNmM4r87qvNrPselLyVs7lu3tCrxQ0mlk1wrzydYc36fRWXvLeh4oD1a/IPv3eZ2y4/kryVdvn0COrvpHygjNEXGOpJ+TP+idp+yf9vaybw8jK3vfPoj97OBgsk/ZTYFLyn7PIa/5/yL7veqlBcdk+yBwoKQLyHvCe8l7wWqgm/c1ujmZ0P0LPPiK4h5kRfAxki4p276VLIs2Ie9N3wpUo3N+iWyBuwPwD2UH8auSZc4ZwPUMKP0O2B5k3t+O7OD/VLLbkbXJ/TyLxX/ceA1ZybMHsG25Pq5KdgWwHJlvBlFBvyNwqHIQtfPIe/81yfv+5YGjI+LB/uAm+14yIq4qeXV7slLuLvI+ujnf9ZK+Afw3cFIpr68nWxSvR/5o/56W5S4r9w2bAH8uzxv3AH+PiAO7jOahZJ+ebyv/Hx4to5WXcqv6t63cqvJWL5VPLlfGMcvKlX59FTi2lCuXkRVxTybzwu4RcWc1Y+Sgiy8k+yv8FPAuSX8mK+5WK8vNI5/hexlwatLvuYahhRwR8TsyUX6bfO1kp/L/icBLIuJ9HZa7hJGWSgtb+tOqLijB+J1+duONZMF/EZlJtyVfY3k6IyN8NuMY5KuUXyQz4Pbk6zNfJYdDHtV3WikQnk22CLuuzLc52Tx5UxZvndW30srjheSrKBuRBcAbyjaa8/6nzAdwUFuB32ccPkQ+9B5Dvru/U9n+lcB7yUxWzVv/pepssmPOl5Hv6H8O2DQ6D3/ei9PJJsynkRf1l5Hn+yayVd9GEbHYiFMR8RuyD4nPkDc2VdweS/4qvzdZyPbrGDL9QO7vqJuCEo/fk8Nnn0De6L+IrBR8D/kQ0slXyIvVVWSaeEP5tL2i0Em9mfwRY6WRiHg7eTP3I/KG60Vk3lgF+AF5Yzah/vhcroxaZtaUK326lDzmp5PnYAHZMfNewJuaM0fEvRHxcjKt/pLFy4plyHT3vBgZ/awr5Ub8VeRgERuRD/H/Jm/Ovtn7bi35nFdHLTMr8mo/x2aC27uETFf7k8fwOYxcI7uuVIiIy8kf6PYmR/TdiPyhcDPyh7iPkw/JdTuS19hLy3YXkBWOmwHn9L1T3cX338DTyBHk7iLLkieTD4lbMPKj55JiL7KCW2Qeeyn5mtbRwFYR8bXG/IO4fyEivkcel6+RlTrPIfvDnUfeD+5J7d6r3G8+lbyPmUOmpfnkj6/PZcDpd1Ai4gbyh4R3kul3S/IYr01WtB/QmP8iMt98gXxIfhl5j3smWUm3S0vZ24/Pk/fJ15Jl6s5kBdHvyO4aRr3aNgX3kvUfv48rrzi2eTtZKfZXssP97cnrxLPIFomd7EimqYeR+/gGMn92pdzz/6MW1Pa6alNbuVV1L/P7HrbtcqULs6VcmYAvkHl7DjlAyTpkObRVRIxqxBIR55Fp94NkBd7TyXvGJ5M/ir+fHBSja1Nxz6XBlJE2Hkn7kyPifSQi9p/e2AxeabZ5FfmwNC8i+mq5ZGbdc7liNhycV83MzMysaShayNlQeBfZ4fgPfCNuZgPicsVsODivmpmZmfVoie9DzpZcys6Hq36Snkv2NbP/dMbJzIabyxWz4eC8amZmZjYxrpBroRxJ641dzn5DRIzqjHOWWIt8X/5uspPX9zb7TquUTo677bzzwog4YPzZzIaHy5WuuVyxaeW82jXnVZuQMuLiZ3tY5D2ljzPrgqTPkqN9d+PbETHmoCVmw8DlyuRyuTJ47kOuRRnx5OAuZ78sIuZPXmxmhlr/Od04OSIWTF5szKaey5XBc7lik8F5dfCcV62NpPlAayVuB+tGxKJJicwMJGkR2Ql6N14XEYdMXmzMpobLlcnlcmXwXCFnZmZmZmZmZmY2hfzKao/WWGONmD9//nRHw2xSnX322TdExNzpjsdkcT622WAm52PnYZsNZnIeBudjmx2cj82G22TnYVfI9Wj+/PmcddZZ0x0Ns0kl6bLpjsNkcj622WAm52PnYZsNZnIeBudjmx2cj82G22Tn4aUmc+VmZmZmZmZmZma2OFfImZmZmZmZmZmZTSFXyJmZmZmZmZmZmU0hV8iZmZmZmZmZmZlNIVfImZmZmZmZmZmZTSFXyJnZUJL0MEmflXSxpLslXS/pJEnPmu64mZmZzQa+FpsNL0nR4XP7dMfNbLZYZrojYGbWK0nrAAuBlYHvABcBDwE2Ah41fTEzMzObHXwtNpsRTgUOaoTdNx0RMZuNXCFnZsPoCLL82igirp7uyJiZmc1CvhabDb9LI+KI6Y6E2WzlV1bNbKhIejbwTOAzEXG1pDmSVpzueJmZmc0WvhabzRySlpW08nTHw2w2coWcmQ2bF5TvyyX9FLgLuEPSRZJ2ncZ4mZmZzRa+FpvNDDsBdwK3SbpO0pclPWS6I2U2W/iVVTMbNo8r398C/gG8FlgWeDdwuKQ5EXHwdEXOzMxsFvC12Gz4nQH8ELgYWJWsaN8L2FrSlhHhwR3MJpkr5CbB/H1/Nips0QE7TENMzGakVcr3bcA2EXEvgKRjgUuBT0o6NCIeqC8kaU9gT4B58+aNuYG2PAzOx2bDxNdis0nla7HZkIuIzRtBh0n6M/AJ4B3le5Re8nEnvkabJb+yambD5q7y/f3qAQAgIv4NHA88gpFf7qlNPygiNouIzebOnTs1MTUzM5uZfC02m5kOBO4FOtaOOR+bDY4r5Mxs2FxZvq9pmVaN8vbQKYqLmZnZbORrsdkMFBH3Af8C1pjuuJjNBq6QM7Nhc0b5XrtlWhV23RTFxczMbDbytdhsBpK0PJmHr53uuJjNBq6QM7NhcyzZZ82u9SHaJa0FvBS4KCIunq7ImZmZzQK+FpsNMUmrd5j0MbKf+Z9OYXTMZi0P6mBmQyUi/i3pPcA3gdMlfZcc2e2t5fvt0xk/MzOzmc7XYrOht5+kLYCTgMuBlclRVrcB/gh8eRrjZjZruELOzIZORBwk6QbgveQveQ8AfwBeExG/m9bImZmZzQK+FpsNtYXAhsBrgdWB+4F/AB8APh8Rd09f1MxmD1fImdlQioifAD+Z7niYmZnNVr4Wmw2niDgOOG6642E227kPOTMzMzMzMzMzsynkCjkzMzMzMzMzM7MpNK0VcpLeJ+mHki6VFJIWjTHvIWWets9OPWzzkZIOk3S9pLsknSVp54HskJmZmZmZmZmZ2Timuw+5TwI3AecAq3W5zG4tYWd0s6CkhwGnAWsCnweuBF4DHC3p9RFxcJdxMDMzMzMzMzMz68t0V8itHxGXAkg6nxxueUwRccQEtrcvsC7w4oj4adnud8gRoT4r6YcRcfsE1m9mZmZmZmZmZjamaX1ltaqM64XSqpL6iftrgEuqyrgSh/uBLwMPA17QxzrNzMzMzMzMzMy6NoyDOtxSPndJ+rWkzbtZSNJawKOA01smV2FPG0wUzczMzMzMzMzM2k33K6u9uAb4AnA2cAewMbA3cKqkF0TEb8ZZ/pHl+6qWaVXYowYRUTMzMzMzMzMzs06GpkIuIvZtBB0r6UjgT8DXgceMs4oVy/c9LdPubsyzGEl7AnsCzJs3r6v4mpmZmZmZmZmZtRnGV1YfFBH/AI4GNpD02HFmv7N8L9cybfnGPM3tHBQRm0XEZnPnzu0vsmZmZmZmZmZmZgx5hVyxqHyvMc58/yrfba+lVmFtr7OamZmZmZmZmZkNzEyokKteVb12rJki4mqywm2LlslV2FkDjJeZmZmZmZmZmdkoQ1EhJ2klScu3hG8C7Az8LSIuqYWvKOnxZWTVuu8D60t6UW3epYG3AzcDP5+UHTAzMzMzMzMzMyumdVAHSbsB65R/5wLLStqv/H9ZRBxe/n4M8AtJxwL/YGSU1dcD91MGXKh5OnAScCiwRy38ALIC70hJnydbzL0aeBrwxoi4bXB7Z2ZmZmZmZmZmNtp0j7L6BmDrRtjHyvfJQFUhdw3wG2AbYBdgBeBq4CjgUxFxYTcbi4gbJW1FVsy9DVgZuAB4VUQcNYH9MDMzMzMzMzMz68q0VshFxIIu57sG2K2H9S4E1GHaVb2sy8zMzMzMzMzMbJCGog85MzMzW7JJep+kH0q6VFJIWjTGvIeUedo+O01htM3MzMzMpsV0v7JqZmZmM8MngZuAc4DVulymrcX6GQOLkZmZmZnZEsoVcmZmZjYI60fEpQCSzif7aR1TRBwx6bEyMzMzM1sC+ZVVMzMzm7CqMq4XSqtK8v2ImZmZmc0qvgE2MzOz6XJL+dwl6deSNp/uCJmZmZmZTQW/smpmZmZT7RrgC8DZwB3AxsDewKmSXhARv5nOyJmZmZmZTTZXyJmZmdmUioh9G0HHSjoS+BPwdeAxzWUk7QnsCTBv3rxJj6OZmZmZ2WTyK6tmZmY27SLiH8DRwAaSHtsy/aCI2CwiNps7d+7UR9DMzMzMbIBcIWdmZmZLikXle43pjISZmZmZ2WRzhZyZmZktKapXVa+d1liYmZmZmU0yV8iZmZnZlJG0kqTlW8I3AXYG/hYRl0x9zMzMzMzMpo4HdTAzM7MJk7QbsE75dy6wrKT9yv+XRcTh5e/HAL+QdCzwD0ZGWX09cD9l4AYzMzMzs5nMFXJmZmY2CG8Atm6Efax8nwxUFXLXAL8BtgF2AVYArgaOAj4VERdOflTNzMzMzKaXK+TMbOhIig6T7oiIlac0MmYGQEQs6HK+a4DdJjc2ZjbZfC02MzObGFfImdmwOhU4qBF233RExMzMbJbytdjMzKxPrpAzs2F1aUQcMd2RMDMzm8V8LTYzM+uTR1k1s6ElaVlJfi3GzMxsmvhabGZm1p8JVchJWkbSyyW9SdIjBhUpM5u5Blhu7ATcCdwm6TpJX5b0kAFF02zW8TXdbPbwtdhs+Pm6bTb8uq6Qk/QZSWfW/hc5StrRwDeBv0haf/BRNLNhNYnlxhnA/uSDwGuBE4G9gFP9K73Z+HxNN5s9fC02G36+bpvNTL20kHse2XFr5UXAs4EDgdeUsH0HFC8zmxkmpdyIiM0j4rMRcWxEHBYRrwI+ADwZeEfbMpL2lHSWpLOuv/76XjdpNtP4mm42e/habDb8fN02m4F6qZB7NPCP2v8vAv4ZEftGxA+AbwDbDjJyZjb0prLcOBC4F9ihbWJEHBQRm0XEZnPnzh3QJs2Glq/pZrOHr8Vmw8/XbbMZqJcKuWWB/9T+34ZsJlu5FFhrEJEysxljysqNiLgP+BewxiDWZzbD+ZpuNnv4Wmw2/CY9H0taUdKlkkLSVyayLjPrTi8VclcAzwCQ9ERgPeDk2vQ1gdsHFzUzmwGmrNyQtDywNnDtINZnNsP5mm42e/habDb8piIffxRw01WzKbRMD/P+APigpDWBJwK3Aj+vTd8EuGSAcTOz4TfwckPS6hFxY8ukj5Fl2k/7jKvZbOJrutns4Wux2fCb1Ou2pE2BvYH3Ap+bQDzNrAe9VMh9inx3/aXALcDuEXEzQBne/MXAFwYeQzMbZpNRbuwnaQvgJOByYGXgBWTTPLJskgAAIABJREFU/T8CXx5M1M1mNF/TzWYPX4vNht+kXbclLQ18CzgB+AmukDObMl1XyEXEPcAbyqfpNvKd9TsHFC8zmwEmqdxYCGwIvBZYHbif7OT2A8DnI+LufuNrNlv4mm42e/habDb8Jvm6/U7g8cDL+1zezPrUSwu5jiLiAbKmvieS3gdsCjwVWBe4LCLmt8y3PLAb8EJgY+DhwNXkL3AfjYi/dbm9PYCDO0z+akTs1eMumFmf+i03IuI44LjBx8jMoP+8aWbDx9dis+E3keu2pHWBj5DP1IskzR9g1MxsHD1VyEl6NJlhn0t2HPm8iDhR0lzg08DXI+LMHlb5SeAm4BxgtTHmmw8cBJwGfIccvWk94K3AjpKeFxEn9bjdZiXe33tY3sy6NAnlhpkNgPOm2ezh/G42/CYpH3+DHKH18z3EY09gT4B58+aNOe/8fX/WY3S6W8eiA3aY8Hqnw0zaFxuMrivkSu356cDy5fvBYZUj4npJmwFvBHopBNaPiEvL+s8n+59ocz2wSUT8qRGn7wHnAgcCm/Ww3V9HxMIe5jezPkxSuWFmE+S8aTZ7OL+bDb/JyMeSdgW2B54dEfd1u1xEHEQ2lmGzzTaLbpczs9F6aSH3CeAB4EnAXcB1jek/B17Uy8aryrgu5rsRGDWSU0RcUCryntTLdgEkrQLcExH39rqsmXVt4OWGmQ2E86bZ7OH8bjb8BpqPJS1Htor7OXCNpA3KpEeV74eUsBuqwSPMbPCW6mHe7YCvRcQVQFtN+GXA2gOJVZckLUX+OnBtj4seTw4Vfbek88qvA2Y2eEtcuWFmgPOm2Wzi/G42/Aadj1cA5gI7kAOyVJ+FZfqu5f839hlfM+tCLy3kViUHUuhk2R7XNwhvISvkPtbl/HcCRwInkr8qrAu8DThc0voR8ZFJiaXZ7LUklhtm5rxpNps4v5sNv0Hn4zuAnVvC5wJfA04g+27/cw/rNLMe9ZJprwCeOMb0LYCLJxad7knakmxmex45SMO4IuJo4OjGer4JnAXsJ+nQiFjUsq2uO640s8UsUeWGmT3IedNs9nB+Nxt+A83Hpc+4HzXDa6OsXhIRo6ab2WD18srqT4DXS6r31xYAkl5O1rAf3bbgoEl6KvAzcrTVHSLi7n7XFRH3AJ8lKyef22GegyJis4jYbO7cuf1uymw2WmLKDTNbjPOm2ezh/G42/JyPzWagXirkPgFcCfwROIIsAPaV9Acy858HfG7gMWyQtCnwa+AWYJuIuGoAq11UvtcYwLrMbMQSUW6Y2SjOm2azh/O72fCbknwcEYsiQhGx10TXZWbj67pCLiJuBZ4BfBvYDBA5TPLjyPfMt5lIS7VulMq43wC3le1dNqBVP6Z89zo4hJmNYUkoN8xsNOdNs9nD+d1s+Dkfm81MPXXgWgqCdwDvkDSXLAiuj4i2kV4GStImZMu428kC559jzLsiMA+4JSKuroWvHhE3NuZ9CLAPcC/wy8mIu9lsNp3lhpl15rxpNns4v5sNP+djs5mn7xGVIuL6iW5c0m7AOuXfucCykvYr/18WEYeX+dYhK+MeCnwJ2LIM6lB3TETcUf5+OnAScCiwR22ev0g6GfgLOcrqfOD15Eit746IKye6T2bW2SDKDTMbPOdNs9nD+d1s+Dkfm80MHSvkJPU1nGhEXN7D7G8Atm6Efax8nwwcXv5eF1i9/L1/h3WtSw7fPJbvAwvIwRtWJfuhOwN4XUS4dZzZBE1RuWFmPXLeNJs9nN/Nhp/zsdnsMFYLuUWUkVt6tHS3M0bEgi7nW0g2ye12va3zR8S7u12HmfVlEZNcbphZXxbhvGk2WyzC+d1s2C3C+dhsxhurQu6j9FcImNns5XLDbMnkvGk2ezi/mw0/52OzWaBjhVxE7D+F8TCzGcDlhtmSyXnTbPZwfjcbfs7HZrPDUtMdATMzMzMzMzMzs9mk6wo5Sa+UdNgY0w+VtNNgomVmM4HLDbMlk/Om2ezh/G42/JyPzWamXlrI7QU8MMb0+4G3Tyw6ZjbDuNwwWzI5b5rNHs7vZsPP+dhsBuqlQu4JwLljTD8X2HBi0TGzGcblhtmSyXnTbPZwfjcbfs7HZjNQLxVyK5E1750EsMrEomNmM4zLDbMlk/Om2ezh/G42/JyPzWagXirk/gk8c4zpzwQun1h0zGyGcblhtmRy3jSbPZzfzYaf87HZDNRLhdwxwM6S3tCcIOn1wM7ATwYVMTObEVxumC2ZnDfNZg/nd7Ph53xsNgMt08O8BwD/n707D5OkqvP9//7SrIqCSCubLYgrOjoOjeAObqPi7nW5yg6/Hq/oKHNHRUVpRMFlBlEcxXaUEVQu4qCoIAOiIAoqMO4LKtCsIiAOyA7N9/fHiaSToqo6syuyMiPi/XqefLIyIjLqZFR9zsk8eeLES4FlEbEf8NNq+RMo56tfABxSb/EkNZz1hjSZzKbUHeZdaj5zLLXQwCPkMvOvwFOBTwObAq+rbpsBnwKekpk3jKKQkprJekOaTGZT6g7zLjWfOZbaaZgRcmTm9cAbI2JfYONq8bWZmbWXTFIrWG9Ik8lsSt1h3qXmM8dS+wzVIddThf6amssiqcWsN6TJZDal7jDvUvOZY6k9ZuyQi4hFAJl5af/jVeltL6l7rDekyWQ2pe4w71LzmWOpG2YbIbccuCsi7pOZt1ePBxkOu6CGcklqpuVYb0iTaDlmU+qK5Zh3qemWY46l1putQ+59lNDfOeWxJM3EekOaTGZT6g7zLjWfOZY6YMYOucxcOttjSZpqHPVGRNwH+CWwFfBvmfmmUf9OqWls06XusC2Wms92W+qGNQbdMCJ2i4gtZ1m/ZUTsVkehJLXDPNUb7wMWznEfUqfYpkvdYVssNZ/tttROA3fIAUcBT5ll/fbVNpLUM9J6IyL+DngrcODq7kPqKNt0qTtsi6Xms92WWmiYDrlYxfq1gLvmUBZJ7TOyeiMiFgCfAU4BTlidfUgdZpsudYdtsdR8tttSC812UYfpTDuRZERsCOwM/HHOJZLUNqOqN/YDHg28cjWfL3WdbbrUHbbFUvPZbkstM+sIuYg4MCJWRMQKSgXwhd7j/hvwZ+DVwP+bhzJLmmDzUW9ExFbAQcD7MnN5neWX2so2XeoO22Kp+Wy3pfZb1Qi5nwJHU4bI7gacBVw0ZZsEbgR+CBxbdwElNc581BtHVvs8bNAnRMQSYAnAokWLVuNXDmfL/U+advnyD+488t8tzcA2XeoO22Kp+Wy3pZabtUMuM08ETgSIiIcC78/M0+ejYJKaadT1RkTsAjwXeEZm3jFEuZYBywAWL1487ZB/qc1s06XusC2Wms92W2q/geaQi4j1geXARiMtjaTWGEW9ERHrUL6JPxm4KiIeXq3avLrfoFp2bWb+T12/V2oT23SpO2yLpeaz3Zbaa6CrrGbmjcBrgPuPtjiS2mJE9cZ6wELKxLW/77udUa3fpXq8T42/U2oV23SpO2yLpeaz3Zbaa5irrP4a2LLuAkTEO4G/A7YFtgIuycwZf09EbA98ANiecs782cD+mfnTIX7nnPchaSB11xs3Aa+aZvlC4JPAKcBngZ/X+DulNhpJmy5pItkWS81nuy210DAdch8GPhkRx2Tm72oswyHAdcB/AxvOtmFE7ED59u0K4L3V4jcBZ0XEUzLzF6v6ZXXsQ9LAaq03qnlqvjJ1eURsWf14YWbea72kexlVmy5p8tgWS81nuy210DAdco8GLgN+ERHfpAxFv3nKNpmZBw9Zhq0z8yKAiPglsP4s234cuJ0ygewV1XO+DPwG+FfgeQP8vjr2IWkwo6o3JM2N2ZS6w7xLzWeOpRYapkNuad/PL59hmwSGqgR6nXGrUk0Oux3wuV5HWvX8KyLieGDPiNgkM68a5T4kDWVp38+11Rv32kHmcsol4SUNZmnfzyPLpqSJsLTvZ9tiqZmW9v1suy21xDAdcluNrBSD2a66P2eadT8E9qLMQ3fSiPchaXDjrjckTc9sSt1h3qXmM8dSCw3cIZeZl4yyIAPYrLq/Ypp1vWWbT7Ou7n1IGtAE1BuSpmE2pe4w71LzmWOpndYYdwGGcJ/q/rZp1t06ZZta9xERSyLivIg475prrlllQSVJkiRJkqSZDHPKKhGxJvAyYHvgAdy7Qy8zc++ayjZVb9LKdaZZt+6UbWrdR2YuA5YBLF68OFfxOyT1GXO9IWkGZlPqDvMuNV+dOY6IRwHvBf6OchbZWsClwMnARzLzj3WVW9LMBu6Qi4iNgO8Cj6NM2JqsnLg1+5aNqjG/srqf7pTS3rLpTkWtex+SBjQB9YakaZhNqTvMu9R8I8jxFsCmwFeBy4E7gb8BlgCvjYi/zcyra3sBkqY1zCmr76dcbnkfYGtK6P8eeAxwLHAu8MC6C9jn3Or+ydOs24FSAZ0/D/uQNLhx1xuSpmc2pe4w71Lz1ZrjzDw9M5+Vme/KzE9m5rLMfDOwJ6Wjbo+ayy9pGsN0yO0MHJ2ZRwE3VMtWZOYFmbkLcAtwaN0F7MnMPwDnAa+KiN7FGah+fhXwncy8qm/5xhHx6IjYYHX3IWnOxlpvSJpR7dmMiHdGxPERcVFEZEQsX8X220fEtyPirxFxQ0ScEhF/uzovRtKsbIul5puvHPcuHvGAGvYlaRWG6ZDbhJUjzO6s7tftW/814CXDFiAido2IAyLiAGAhsEHvcUTsOmXzt1DmfzsrIt4aEW8Fzqpex/+dsu2bgN8AL5/DPiTNzUjqDUlzNopsHgI8C7gQ+MtsG0bEDsCZwFaUOWwOBB5BaZv/ZsjfK2l2tsVS843qs/i61UCWLSLiecCnq1Unr3ZJJQ1smIs6XAfct/r5r8AdwEP61t/B6vWk7w08c8qyg6v7M4Fjegsz8+yI2JEyZPf9lFNMzwZelZk/G+SX1bEPSQMbVb0haW5Gkc2tM/MigIj4JbD+LNt+HLgdeEZmXlE958uUL9L+FXjekL9b0sxsi6XmG1WO9wGO6Hu8HNglM89ajX1JGtIwHXK/A7YByMy7IuInwB4R8R/AAmA34KJhC5CZOw65/TnAswfYbimwdC77kDRnI6k3JM1Z7dnsdcatSkQ8HNgO+FyvM656/hURcTywZ0Rs4hQSUm1si6XmG1WOvwb8lvIl2hMpo+w2nu0JEbGEcvEHFi1atBq/cnS23P+kaZcv/+DO81wSaTDDnLJ6KvC/ImKd6vFhlEsuXwdcDSwGPlpv8SQ1nPWGNJnGmc3tqvtzpln3Q8pE1duO6HdLXWRbLDXfSHKcmZdn5rcz82uZeSCwO/DhiHjnLM9ZlpmLM3PxwoULh34hklYaZoTcIcC/ZOZtAJn55Yi4E9gFWAF8JTOPG0EZJTWX9YY0mcaZzd5Fla6YZl1v2eYj+t1SF9kWS803LznOzJ9Xo+/eiBd7kUZu4A65zEzgtinLTgBOqLtQktrBekOaTGPO5n2q+9umWXfrlG3uNsmnyEiTzLZYar55zvF6wEYj2K+kKYY5ZVWSJGmubq7u15lm3bpTtrmbp8hIklSPiNhkhuU7AY+jTCEhacSGOWVVkiRprq6s7qc7LbW3bLrTWSVJUj0+FRGbAt8BLqF8IbYt8FrKVVz/7xjLJnWGHXKSJGk+nVvdPxn49ynrdgASOH9eSyRJUrccS7ky667AQkrbewnwaeAjmXnpGMsmdYYdcpIkad5k5h8i4jzgVRHxnsy8EiAiNgNeBXwnM68aayElSWqxzPwy8OVxl0PqOjvkJEnSnEXErsBDq4cLgbUj4oDq8SWZeUzf5m8BvgucFRFHVMveTJnb1tNkJEmS1HozXtQhIr4TEc/ue7xbRGw5H4WS1EzWG9Jkmqds7g0cXN0eBGzY93jv/g0z82xgR2A58P5qmz8Az8jMn9VcLqlTbIul5jPHUjfMdpXVHYEH9z0+CnjKSEsjqel2xHpDmkQ7MuJsZuaOmRkz3HacZvtzMvPZmbl+Zt4vM/8+M/+7zjJJHbUjtsVS0+2IOZZab7YOuT8CW/U9jhGXRVLzWW9Ik8lsSt1h3qXmM8dSB8w2h9zpwAERsRj4S7VsSUQ8Z5bnZGbuPct6Se1mvSFNJrMpdYd5l5rPHEsdMFuH3H6Uyx8/B9ik+vkZ1W0myZR5YiR1ivWGNJnMptQd5l1qPnMsdcCMp6xm5p8zc/fM3DwzF1CGye6SmWvMclswf0WXNGmsN6TJZDal7jDvUvOZY6kbZptDbqqDgJ+PqiCSWsl6Q5pMZlPqDvMuNZ85llpotlNW7yEzD+p/HBEbV8uvrbtQktrBekOaTGZT6g7zLjWfOZbaaZgRckTEZhHx+Yj4H+BPwJ8i4i8R8R8Rsfloiiipyaw3pMlkNqXuMO9S85ljqX0GHiEXEYuAH1Imlfwp8Ktq1TbAbsBzI2KHzLys9lJKaiTrDWkymU2pO8y71HzmWGqngTvkgIOBBwAvysyT+1dExAuAE6pt9qitdJKaznpDmkxmU+oO8y41nzmWWmiYU1afB3xyagUAkJnfAj4FPL+ugklqhdrrjYh4VER8MSJ+ExHXR8TNEfHbiDgsIjatqdxS29mmS91hWyw1n+221ELDjJB7APD7Wdb/HthwbsWR1DKjqDe2ADYFvgpcDtwJ/A2wBHhtRPxtZl69GmWVusQ2XeoO22Kp+Wy3pRYapkPucmBH4MgZ1j+j2kaSemqvNzLzdOD0qcsj4nvAlylD9T88zD6lDrJNl7rDtlhqPtttqYWGOWX1eOBVEXFoRGzQWxgR94+IQ4BXA8fVXUBJjTaf9cYl1f0Datqf1Ga26VJ32BZLzWe7LbXQsBd1eDrwDuCfI+LKavlmwALgB8D76y2epIYbWb0REesC6wPrUq4w9aFq1b3m1pB0L7bpUnfYFkvNZ7sttdDAI+Qy82bKMNl/AE4Fbqpu/0WZL2KnzLxlBGWU1FAjrjf2Aa4BLqv2tyGwS2aeNcdiS61nmy51h22x1Hy221I7DTNCjsy8E/hMdZOkVRphvfE14LeUb+afCLwE2HimjSNiCeUNC4sWLVqtX7jl/idNu3z5B3derf1Nmra/Pt2TbbrUHV1oi6czbPs13b5tAzUpbLel9hmqQ06SJkVmXs7KyWu/FhH/CZwbEffJzEOn2X4ZsAxg8eLFOX8llSSpnWyLJUlafcNc1GGsImJpROQstzsG2McZszx/8Xy8DkmjkZk/B34CvHHcZZEkqYtsiyVJGlyTRsidAPxhmuWPB94GfGPA/VwL7DfN8otWs1ySJsd6wEbjLoQkSR1mWyxJ0gAa0yFXfeP286nLI+LT1Y+fHXBXN2XmF2ormKR5FRGbZOZV0yzfCXgccMa8F0qSpA6xLZYkae4a0yE3nYi4L/BaytwVpwzxvDUok8/+NTOdv0Jqlk9FxKbAd4BLgHWBbSl1wV+B/zvGskmS1AW2xZIkzdFAHXIRsQ6wPfDHzPz9aIs0lFcB9wc+npkrBnzO5sCNlOH0N0fEfwHvyszfjqiMUieNsN44FtgN2BVYCCTlw8CngY9k5qU1/i6pdSa4TZdUM9tiqflst6X2GnSE3ArgdMq3XZNUCexNeQPwuQG3vxj4AeXU1xWUiu1NwLMj4mmZ+YuRlFLqppHUG5n5ZeDLde1P6qBJbdMl1c+2WGo+222ppQbqkMvMOyPiKiBGXJ6BRcSjgKcBp2fmxYM8JzP3nLLoKxHxdco8F4cBz53hdy0BlgAsWrRodYssdcok1huSzKbUJeZdaj5zLLXXGkNsezzw6mr+tUmwd3X/73PZSWaeBXwP2Cki1pthm2WZuTgzFy9cuHAuv07qmkmrNyQVZlPqDvMuNZ85llpomIs6/DuwE3BaRBxOGS5789SN5mPOiIhYkzJvxZ+Br9awy+XAjsADgFtq2J+kYmLqDUn3YDal7jDvUvOZY6mFhumQ+yVlvragdF7NZMFcCjSgFwMPBj6WmbfVsL9HAHcC19WwL0krTVK9IWklsyl1h3mXms8cSy00TIfc+yiVwCTona762elWVpdh3wC4NDNvrpZtANw49WqsEbEz8FTgW5l56+iKLHXSJNUbklYym1J3mHep+cyx1EIDd8hl5tIRlmNgEbEZ8Hzgx7NcFfVQYHfKsN4zqmU7AYdFxDeAiygj4p4E7AJcC7x1hMWWOmlS6g1J92Q2pe4w71LzmWOpnYYZITcp9qAMxR32Yg4XAOcBL6Kc7roWcDlwJHBIZl5RYxklSZIkSZKkaQ11lZaIuF9EvDcivh8Rv4+IJ1fLN66WP3o0xVwpMw/JzMjMz8yyzR7VNmf0LftNZr46M7fOzPUzc53q533tjJNGZxLqDUn3Zjal7jDvUvOZY6l9Bh4hFxELge8DDwP+UN2vB5CZ10bE7sCGwD+NoJySGsh6Q5pMZlPqDvMuNZ85ltppmFNW3w9sAmwPXApcPWX9icCzayqXpHaw3pAmk9mUusO8S81njqUWGuaU1RcBn8zM/2b6K7xcBDykllJJagvrDWkymU2pO8y71HzmWGqhYTrkNqYMj53JXcC6cyuOpJax3pAmk9mUusO8S81Xa44j4pER8b6I+GFEXBMRf42In0bEuyPivnMuraSBDNMhdxWw9Szrn0gZPitJPdYb0mQym1J3mHep+erO8V7AfsCFwPuAtwEXUE6NPTsi1lvNckoawjAdcicDe0fEplNXRMT2wG6Uc9clqcd6Q5pMZlPqDvMuNV/dOf4KsEVmvj4zj8jMIzPzNcAHgMcDe9dRaEmzG6ZD7iDgTuAnwKGUc9d3j4hjge8BVwIfqr2EkprMekOaTGZT6g7zLjVfrTnOzPMy8/ppVh1X3T9ubsWVNIiBO+Qy8ypgB+BHlCGuAewKvBo4FXh6Zl43ikJKaibrDWkymU2pO8y71HzzmOMtqvs/1bAvSauw5jAbZ+ZlwEsj4v7AoygVwR9sxCXNxHpDmkxmU+oO8y4136hzHBELgPdQRuJ9qY59SprdUB1yPZl5A3BuzWWR1GLWG9JkMptSd5h3qflGmOPDgScD78rMC2baKCKWAEsAFi1aVNsv33L/k2rb11zMVI7lH9x5nkuiLhi6Qy4ingS8HHhYtegi4GuZ+aM6CyapPaw3pMlkNqXuMO9S840qxxFxMPAmYFlmHjrbtpm5DFgGsHjx4pzL75W6buAOuWoI6zJgD8rw2H5vj4ijgX0yc0V9xZPUZNYb0mQym1J3mHep+UaZ44hYChwAHAW8YW4llTSMYa6yegCwJ+Vyyk8BNqxuTwW+TrnU8gF1F1BSo1lvSJPJbErdYd6l5htJjqvOuAOBz1M69BzxJs2jYTrk9gJOy8xXZOYPM/OG6nZOZr4c+E61jST1WG9Ik8lsSt1h3qXmqz3HEfFeSmfcMcBemXlX/cWWNJthOuQeROl9n8nXqm0kqcd6Q5pMZlPqDvMuNV+tOY6IfYGDgEuBbwOvi4hd+m7PnVNpJQ1kmIs6/A7YZJb1m1bbSFKP9YY0mcym1B3mXWq+unO8XXW/iHK66lRnAqcNsT9Jq2GYEXKHAvtGxBOmroiIJwJvBA6pq2CSWsF6Q5pMZlPqDvMuNV+tOc7MPTIzZrntWF/RJc1kxhFy1TnlU10MnBcRpwK/rZY9Bngu8DPgkbWXUFJjWG9Ik8lsSt1h3qXmM8dSN8x2yurSWda9oLr1+zvgicDBcyyTpOZaOss66w1pfJbOss5sSu2ydJZ15l1qhqWzrDPHUkvM1iG31byVQlJbWG9Ik8lsSt1h3qXmM8dSB8zYIZeZl8xnQSQ133zUGxHxSGAX4HnA1sC6wIXA8cDhmXnTqMsgNY1tutQdtsVS89luS90wzEUdJGkS7AXsR3nj/z7gbcAFwPuBsyNivTGWTZKkLrAtliRpjmY7ZfVeIuKhwBLgEcADgZiySWbms2sqm6QWGEG98RXg0My8vm/ZkRHxe+DdwN7AJ+ZQZKkTbNOl7rAtlprPdltqn4E75CLiJZRh6GsBNwB/GVWhJLXDKOqNzDxvhlXHUT4EPG6uv0NqO9t0qTtsi6Xms92W2mmYEXIfAi4DXp6ZvxhReSS1y3zWG1tU938a8e+R2sA2XeoO22Kp+Wy3pRYaZg65LYGPWwFIGsKWzEO9ERELgPcAdwJfGuXvklpiS2zTpa7YEttiqem2xHZbap1hRshdDKwzqoIMIiJyhlU3Zeb6A+7jhcABwBOA24DTgbdn5sX1lFJSn/mqNw4Hngy8KzMvmG6DiFhCmXeDRYsWzUORBrfl/idNu3z5B3ceavth9qHOG3ubLmnedLYtHqa9HHYfdbSv0+3bdlszsN2WWmiYEXKHA/tExH1HVZgBnQXsOuW29yBPjIhXAN8E1qNcDeojwDOAH0TEZiMprdRtI683IuJg4E3Assw8dKbtMnNZZi7OzMULFy4cVXGkppiUNl3S6NkWS81nuy210MAj5DJzWUTcH/hVRHweWA6smGa7o+sr3rQuyswvDPukiFgLOIJy7v3TM/PGavm3gPOBpVTf2Emqx6jrjYhYShnxehTwhtUvqdQtE9SmSxox22Kp+Wy3pXYa5iqrDwZeASyizA8xnQRGXglExNrA2r1OtQE9E9gMeG//8zLzpxFxBvCaiNg3M++ot7RSd42y3qg+ABwIfB7YJzNnOqVd0hST1KZLGi3bYqn5bLeldhpmDrkjge2Aj1JOGx3XpZb/F7ALsCAirqFcXv2AzLx+Fc/brro/Z5p1PwSeBTwS+FVdBZU0mnojIt5L+QBwDLBXZt5Vx36lDpmUNl3S6NkWS81nuy210DAdcs8GPpaZ/zyqwgzgx8DxwB+A+wMvpMxX8cyIeMoqRsz15oi7Ypp1vWWbY4ecVKfa642I2Bc4CLgU+Dbwuojo3+RPmXlaXb9Paqmxtul1XKRJ0sBsi6Xmm4TP4pJqNkyH3G2UjrCxycztpyw6OiJ+DnwAeEt1P5P7VPe3TbPu1inb3MMkX51RmnCjqDdEgvYSAAAgAElEQVR6o10XUU6RmepMwA8B0uzG3qZTvuFfNmWZ00ZI9bMtlppvEtptSTUb5iqrJwHPHVVB5uAjwO3Aqq4RfnN1P93lotedss09eEUoabXVXm9k5h6ZGbPcdqzz90ktNQlt+kWZ+YUpt+PGXCapjWyLpeabhHZbUs2G6ZD7J+AhEfHxiNg6poxLH5fqIgxXAhuvYtMrq/vNp1nXWzbd6aySVt9E1huSJiObEbF2RHiKqjRaE5F3SXNijqUWGuaU1WspV27ZFtgXYJp6IDNzmH3OWUSsC2xBuTDDbM6t7p9Mmeui3w7ADcDv6i2d1HkTWW9Imohsru5FmiQNZxLyLmluzLHUQsME9mhKJTAWEfHAzPzzNKsOpryOb/RtuymwAXBpZvZOQz0T+COwT0R8tHcBiIh4ArAjcFQ12k5SfcZab0ia0bizOZeLNEkazrjzLmnuzLHUQgN3yGXmHiMsxyAOiIgdgO9Srui0PuUN/E7Aj4Aj+rY9FNi9WncGlFNbI+ItlG/gz4qIz1A+BOwHXEO5bLukGk1AvSFpGuPO5upcpMkLLEmrZ9x5lzR35lhqp2HmkBu3Myinle4OHE651PpGwLuBHTPzllXtIDOPB15CuUrNvwDvoFzl7amZ6fxxkiSNz6wXafICS5IkSWqTgUfIRcRAX0dn5qWrX5xZ93sicOKA2+4B7DHDum8C36ytYJJmNO56Q9L0JjGb1Uj2QS7SJGkIk5h3ScMxx1I7DTOH3HIGO299weoVRVILLcd6Q5pEy5mwbA5xkSZJw1nOhOVd0tCWY46l1hmmQ+593LsSWBPYGngp8AvgWzWVS1I7WG9Ik2ls2RzmIk2SamFbLDWfOZZaaJiLOiydaV1EPAw4BzivhjJJagnrDWkyjTmbw1ykSdIc2RZLzWeOpXaq5aIOmXkR8GnKhRYkaZWsN6TJNA/ZPIM5XqRJUj1si6XmM8dScw1zyuqqXAFsU+P+JLWf9YY0mUaWzWEu0iRpXtgWS81njqUGqmWEXOVlwF9q3J+k9rPekCaT2ZS6w7xLzWeOpQYaeIRcRLx3hlUbAc8CHgd8uI5CSWoH6w1pMplNqTvMu9R85lhqp2FOWV06y7qrgAOAD82pNJLaZuks66w3pPFZOss6sym1y9JZ1pl3qRmWzrLOHEsNNUyH3FbTLEvgusy8sabytNaW+5807fLlH9x5nksizSvrDWkymU2pO8y71HzmWGqhgTvkMvOSURZEUvtYb0iTyWxK3WHepeYzx1I71XlRB0mSJEmSJEmrMMwpq0TEk4E3AY8AHgjElE0yM7euqWySWsB6Q5pMZlPqDvMuNZ85ltpnmKus7gYcBdwB/A64dFSFktQO1hvSZDKbUneYd6n5zLHUTsOMkHs3cAHwnMy8ckTlkdQu1hvSZDKbUneYd6n5zLHUQsPMIfdQ4FNWAJKGYL0hTSazKXWHeZeazxxLLTRMh9zlwDqjKoikVrLekCaT2ZS6w7xLzVd7jiPinRFxfERcFBEZEcvr3L+kVRumQ+5I4PURsWBUhZHUOtYb0mQym1J3mHep+UaR40OAZwEXAn+pcb+SBjTMHHLnA68EfhwR/wZcDKyYulFmfq+msklqPusNaTKZTak7zLvUfKPI8daZeRFARPwSWL+Ogkoa3DAdcqf3/fzvQE5ZH9Uyv32T1GO9IU0msyl1h3mXmq/2HPc64ySNzzAdcnuOrBSS2sp6Q5pMZlPqDvMuNZ85llpo4A65zPz8KAsiqX2sN6TJZDal7jDvUvOZY6mdhhkhJ0mSJEmSOioilgBLABYtWjTm0qy+Lfc/aSL2MUrTlW/5B3ceeNvZtm+aSX19w1xlVZIkSZIkdVRmLsvMxZm5eOHCheMujtRodshJapSIeGdEHB8RF0VERsTycZdJkqSusT2WJGluPGVVUtMcAlwH/Dew4ZjLIklSV9keS5I0B3bISWqarXuXaY+IXwLrj7k8kiR1ke2xJElz0JgOuYh4JLAL8Dxga2Bd4ELgeODwzLxpgH2cATxzhtXbZeZ59ZRW0qj03vxLkqTxsT2Wmi0idgUeWj1cCKwdEQdUjy/JzGPGUzKpOxrTIQfsBewLfB34InAHsBPwfuDVEbFDZt4ywH6uBfabZrlvKiRJkiRJXbA39x6scnB1fyZgh5w0Yk3qkPsKcGhmXt+37MiI+D3wbkqF8okB9nNTZn5hFAWUJEmSJGnSZeaO4y6D1HWN6ZCb5XTS4ygdco8bdF8RsQZlnou/ZmbWUDxJEy4ilgBLABYtWlTrvrfc/6SxbzvsPpZ/cOc573tUmljmUZrueHT1WEhqtlG2xfNtvuvmOtrGSWlfJ+HYDfv7bIsljcIa4y5ADbao7v804PabAzcC1wM3RsQJEfHokZRM0sTIzGWZuTgzFy9cuHDcxZEkqXNsiyVJWqkxI+SmExELgPcAdwJfGuApFwM/AH4OrAC2B94EPDsinpaZvxhVWSVJkiRJkiRoeIcccDjwZOBdmXnBqjbOzD2nLPpKRHwdOAM4DHjudM9r0/B6SZIkSZIkjVdjT1mNiIMpo9uWZeahq7ufzDwL+B6wU0SsN8M2Dq+XJEmSJElSLRo5Qi4ilgIHAEcBb6hhl8uBHYEHALfUsD9JIxIRuwIPrR4uBNaOiAOqx5dkppdolyRpxGyPJUmam8Z1yFWdcQcCnwf2qekqqY+gzEN3XQ37kjRaewPPnLLs4Or+TMAPAJIkjZ7tsSRJc9CoDrmIeC+lM+4YYK/MvGuG7TYFNgAuzcybq2UbADdm5oop2+4MPBX4VmbeOsryS5q7zNxx3GWQJKnrbI8lSZqbxnTIRcS+wEHApcC3gddFRP8mf8rM06qfDwV2B3aiXLCB6ufDIuIbwEWUEXFPAnYBrgXeOuKXIEmSJEmSJDWnQw7YrrpfRDlddaozgdOmWd5zAXAe8CLgwcBawOXAkcAhmXlFfUWVJEmSJEmSpteYDrnM3APYY3W3zczfAK+uuViSJEmSJEnSUBrTIddWW+5/0rTLl39w53kuiSRJkiRJkubDGuMugCRJkiRJktQljpCTJEmd4Kh0SZIkTQpHyEmSJEmSJEnzyA45SZIkSZIkaR7ZISdJkiRJkiTNIzvkJEmSJEmSpHlkh5wkSZIkSZI0j+yQkyRJkiRJkuaRHXKSJEmSJEnSPLJDTpIkSZIkSZpHdshJkiRJkiRJ88gOOUmSJEmSJGke2SEnSZIkSZIkzSM75CRJkiRJkqR5ZIecJEmSJEmSNI/WHHcBNHdb7n/SnPex/IM711CSdpvpOE937IbZdpQmpRySJEmSJGklO+QkSVKnTcqXF8N8weYXK/Wb7vjXcZwn5f9LkiRNFk9ZlSRJkiRJkuaRHXKSJEmSJEnSPLJDTpIkSZIkSZpHdshJkiRJkiRJ88gOOUmSJEmSJGke2SEnSZIkSZIkzSM75CRJkiRJkqR5ZIecJEmSJEmSNI8a1SEXEWtExH4R8duIuDUiLouIf42I+87H8yVNBrMsNZsZlprPHEvNZoal8WtUhxzwUeAw4NfAm4HjgX8EvhERg7yWuT5f0mQwy1KzmWGp+cyx1GxmWBqzNcddgEFFxGMpFcUJmfnKvuUXAx8HXgt8aVTPlzQZzLLUbGZYaj5zLDWbGZYmQ5N6vv83EMDhU5Z/BrgZ2GXEz5c0Gcyy1GxmWGo+cyw1mxmWJkCTOuS2A+4Cfty/MDNvBX5arR/l8yVNBrMsNZsZlprPHEvNZoalCdCkDrnNgGsz87Zp1l0BbBwRa4/w+ZImg1mWms0MS81njqVmM8PSBIjMHHcZBhIRFwJrZeaiadYdDewKPCAz/6fu50fEEmBJ9fBRwAXT/IqNgWsHfDld4TG5t6Yck4dm5sJxF2I6q5vlAXLclL/NuHh8Zjapx2YiczzCDE81qX+XUfN1t8dEZhjmLcdt/JuOi8eyXsMcz4nMcc2fjf+M/191M7P1W91jOtIMN+aiDpRz2R80w7p1+7ap/fmZuQxYNlvhIuK8zFw82zZd4zG5N49JLVYry6vKsX+b2Xl8ZuaxGdpIMjxVV/8uvm7Nk5Hn2L9pfTyW9WrJ8azts3FLjsdE8ZjWb1KPaZNOWb2SMnR2nWnWbU4Zcnv7CJ8vaTKYZanZzLDUfOZYajYzLE2AJnXInUsp75P6F0bEusDfAueN+PmSJoNZlprNDEvNZ46lZjPD0gRoUofccUACb52y/P8D7gN8sbcgIraOiEev7vNX08Cn0XSIx+TePCZzN6os+7eZncdnZh6b4Yy6Pe7p6t/F1635MB859m9aH49lvdpwPOvMcBuOx6TxmNZvIo9pYy7qABARRwBvAr4KnAw8BvhH4AfAszLzrmq75ZTJ92J1ni9pspllqdnMsNR85lhqNjMsjV/TOuQWUHrxlwBbUq6ScRzw3sy8sW+75UzfITfQ8yVNNrMsNZsZlprPHEvNZoal8WtUh5wkSZIkSZLUdE2aQ06SJEmSpIkXEbHqrSRNkvnOrR1ycxQRG0bEluMuRxNExIMjYseIWHvcZZHA/Kp+EXH/iNhg3OXoKjM9nIjo5PtAPyRPNnM8fmZk7iJi3Wz5qWhmdTKY1/qMI7edfCNWh4h4UUR8D7gA+FZEHB8R24y7XJMmIhZExF4R8UPgj8A+wEZjLtZYRcQaEbFbRBwTEe+MiKf0KtKufjiab+Z3eP7fzi4iXhkR3wd+DXyjOkYPqtZ1/viMmpletao93i0ijoiIfSLi0Zl5V9vfyEfEmhHxuoh4V0Q8JyI2yMxs++tuInM8HmakPtV7pV0j4nTgpIj4SETsMO5y1c2sjo95rd+4c+sccqshIl4EfJJSCX0deCLwIuBPwFsy8ztjLN5EiIjFwHuAvwduA04FvgmcDVzY1av2VMflKGAT4A/Ao4H1gY9m5tvHWbauML/D8/92dhGxG3A48F3gl8CTKHXf2ZSrlN0+xuK1npletYh4CeV/9P7AxcATgOuBvYBTMvOOMRZvZCLiH4CDgLWB/wEeSsnpPpm5fIxF0xTmeDzMSH0iYk3gs8DOlKuU3gk8H7gVeHVmnj7G4tXGrI6Pea3fROQ2M70NcQMeWP2xfg9s2bf8KcAK4IfAWuMu55iP0SbAKcBdwNuA7YCFwBrjLtuYjsca1f19KJ2Sl1dB34Ty4eir1bHaC1hz3OVt8838rtYx8/92yvGo7nu53gy4DjiN8saot/zA6n/qA8D9xl3utt7M9EDHaOPqOJwH7AhsCuwEnEv5APXyartWtdHA44BLgROAHYCtgH8Cbgb+C3hMtV2Mu6xdv5njsR13M1Lv8VxSvS96D/DAatlTKF/UXQDsNO4y1vAazer4jr15Hc1xHXtux34QmnYDtq4qnMP6lq1V3R9e/UH3HHc55/F43A/YZJrl/wjc0Xuj37d8w3GXeR6OyYOA9wGnTln+yOr/45+mLH8McEYV+u2rZVamo/nbmN+Zj81MWe78/y0QwL6UDox/mbLu+dXxeXH1eEF1/2DgWEqHx/PH/RraejPT9zgWD6Z0uK1dPe6dBbHndMcB2Ba4ETh/3GWv+Tj0XvfhwC3AU/rWrUH5EuEu4CPjLqu3u/8u5nh+j7cZWf1jd39ggynLeu3+sZSzCDaasv6Z1fE8Ztzlr+H1m9X5P+bmde7HcKJz67w2w1ubcgrmH6HMyUKpmACOoYwiedN4ijY/qvOsXxsR36V8QP16RJwSEdv3bXYucBWwc0RsHhGHR8SvgFMi4hMR8bRxlH1U+ubK+zHlde8OXBYR9+/brHcu+i3Vc9YGyMzfAB8HHkE5XpFVTaDadT6//QbM8lOq+y7/3y6gjHTbFtgmIh7at26r6n5h/xMy80/Av1XLdw4vZjMqnc70gPO0rl/d/7J6TgBk5vnA0cATI+I581TkWsw2p2VZHetRRq9em5lnV8cpMvOuzPwcZXTH/46Ix/SeMKaXoqLTOR4FM1KvmGWe2MxcEREPoJxBsFZmXhfV3LHVMT2TMqrsRVPeXzWRWR0B8zoaTcmtHXLDu4FybvFTewty5XxoP6GctvTEiHj4GMo2chHxJOAbwEeAP1NOW7sSeAbw+Yh4YbXpBZRjsRfwG8p8Sv9NqbTfCJwREa+c39KPRkT8C2U04Mcoc/PsCbwA2C8zb4iVE7pfWN0/ACDvOa/UtyjH7IWUb580Gp3Ob78Bsrxztan/t/Bs4BLKnHBPo5yG3/OL6n4hlAa+b93ZlI7OnYDW/0+NSSczHRGLI+JE4Cbgo8BllLbnIOBqgL4O8vvd++l3t0tfpRzDN1QrJv59YZQ5LX8G/CslV28Hvgd8CMrfPzNvATYANoqITXu5rOaKAfg05cPNy3u7nb9XoGl0MsejYkbqFWWe2M9QRrx/ljKy+APACX1fUv4FWAu4X0Q8LFdeMKdXp36WcrxfNt/lr5lZrZl5HY0m5Xbi33hNoD9Szt/ePsplcXuBWKOqkL5fbfeKcRVwVCLifsC7KKNE3g3sm5nvzMyXAXtTTm17cUQsyMzrgB9Tjsd7gOcAb8jMp1JO8boSOCjacUWeO6v7D1BGxn0pM3+dmTfAPRqqqykTcD4sqpFzfSMVbqHMCbAN8Kh5LHvXdDa//QbM8ouqbz6vpEz+3rn/275vGDelzJuyP2W00dOrYwNl/rirgcdFxEb9z6v+p75K6axsc4flOHUu0xGxCfB+4MWsbF/fSDmt4ve9Nqevc+1P1f0LersAep1151La6hdWbfdEXnCp71vr+wBLKV8Q7Er58PFQypcL/xxltOC61dMuBtajXGQFyuvudZgfT+nM3BHu0U5rPDqX41ExI3NTHb/+OmczyqmC51Pm6zooM19I+fLjycCBvbafUp9uCCzu7Y5yyhvAicBfKf/jTR4xb1ZrZF7r0fTc2iE3pOof/D8oc7W8EO4ertt7c3se5dSuvxtH+UbsZuAcylUDj65Oyeq9/pMpI2k2oUwCD3A68BbgiMy8IjNvqpafSen1fwzlH7zpvfj/Vt1vnpm3ZuYdEfGEiHh1RGzRF+CbKN8ePRl4yDT7+S6wLrD56IvcTR3Pb79BsrwZ5VTNGykNWuf+b/tGGL2Q0mnxY8qIuJ0oV5qF0iF3LmXk3FZTngflf2ptSoeeatb2TEfE/aoOuLtl5lWUnK4A/pCZ52bmNdU3uxtOs5sfUNqfnavnr+j9j2bm/1DapXUp/9cTcapLRDwoIt4XEafCPT5cbEH5Ox+Wmadk5lXVl1/voowoeAfliwYoV/+D6rT7apRBVqeiXEY5heWREdG6LxOapu05HoXp6oaKGRlSFPtGxLmUOaD765zHUz6sH5GZl7By5NGRwJcp0wT0pqTpHc+n9/ZRHc81qpE4PwW2pMFf0JnV1WNe69em3Noht3qOre73qe77A/ELyrn1t/X1aLdC9S3IkZn56yoE0bd8I8rFDO7KzL9Wy3+fmT+Z2kufmbdRhub+FXhs759+Xl9MjapK8HzgJRFxZERcTvmAcxTldL6jq+HFVwLfpowk2r76f+n/4P4XykikzeHuBk7162R++w2Y5RVZTk+9nnIKQuf+b6PM6RGUzrffVsfjK5QrXfUa8j8DJ1G+0dwxItbqPbdafzvllPbNpixXfVqV6RhuntYXRpmn9WNR5mn9r6jmae21vZn5W0pn8nYRsV31Oxb0ZfUn1f10HcrzJoabi/Wm6jnTzWn591Vuz6SMXn1WVPM+Vst7GTyVMtHzOiN9YRpUq3I8CgPWDb15X83I4AaZJ3bj/idUX2R+kjJdxfOr43wmcBHwvIh4LNzd5vc6A86hjLK/YUSvY76Y1QGY15FrTW79YLAaMvMKylDS50fEdn3fNGf1z3AHcE1m3tr7oNsWmXl9dZ+9yrda9XDKPDXfnu35fR8AbqVUGvev9tf0obVHUkYPbUuZ1PTVlFOIvl79/JmIWJ9y+trVwGuBh8HKypdyTDagjFSYOheVatLl/PYbIMunVetvpVxO/Y907P+2qpceRelMO6da/GXKUPZnRsT6mXkHpd77NbAH8IQpu7mdMkLu6r59qkZtynQMP0/r3pR5Wp9Hmaf1TlbO09p/ytAXq/s3935V37orq/vLa30xQ4jB52K9qLp/IMw4p+ULgEdkGZX//yjt8ourbdbqq6OCUnddPZIXpaG0KcejMEDd0Jv39eLq3owMbuo8sYv71s02T+wPKCPCngU8smrfP0fpRHldtc2CvudsCqxJdZGspjKrq2Ze50V7cpsTcCnaJt4oYbiC8gZ4h2rZgynnK98KvHDcZZyn49C7ZPAXKPPUPGyabdaY8ng9SgV1V1uOU/WazqFUDutMWfeF6rXuVj0+pHr84f7jSLkq0V3AM8f9etp+M7/THpMZs0xp5A/q4v9tlelbgIf2LTsdWE75ZvMhlA6711XH4avVNmtRRs0dTzmt9eHjfi1tvrUh05SO8K9RRoftBjy4b93/rv6/PtWX1TdQTml5C+W0l/tWy59HmePnl8DjqmUbUzrwbgWe37ffNYBllI7jJ4zxtX+wen37Uzr315phu0dUefp34P7Vsuhb/wHKKfkvqR5vRRl5cClwvyn7OptyKsom4/7be7v7b9L4HI/ouAxcN1BOq/qLGRnouEZ1vwflC4mnVcfyY3317DbVcT8G2Gia47l/9b/50urxA4DfUUaJLa6WLaB8WXcNpUNl3XG/9hqOnVmd+diY19Ee39blduwHtak3ygfU11QhuZHSC356Fap/GXf55usYVPePpfTGf6p6fK830pSe5YdQTjc5lHK66uHAmuN+HTUejzWnPF67ut++qii+XD1en3L60F2Uq+O9jtKpcTllXob1xv1a2n4zv/c+HtX91Cyv3bfNfbv0f9t3TD5GecN5n75176iOw1XVG6PXV8s/VS3/PeXKTP9FOZ33/4z79bT91oZMV2/+3gFsM83yDar/q69SvQmndE49kXt/6bUOsC9ljrk9WfkG9emUb+OvBQ6gfOv+z1WGP1Rts8YoX+Msr/0hVXaO6Fv2BMoI8y362tPNqr/rryhTXtyd1ern51T7WdL3uvenvMk+hfJh6MmUDsBrgCVT9+FtfLc25HhEx2WQuuFEymjsB1NGbZuRwY/vlykXqFqbMqXOz/uO3SbV/+HFwLbTPPc5VV27ByvfN7ySMpr3Wsr0Ne8AfkQZSb/DuF9vTcfMrM58bMzr/Bzn1uS2d6lcDSnLX+64iPgzZTLGJ1Iqoddn5sljLdw8qY4BwC6UU0//vVp+R/92EXEg5Z/8j5RvVNalfFj9SGbeSUtk5p2x8ipDZObt1eMfRcQNwAYRsVFmXhcRr6JMQLkLpTJYh/JB6/1ZrlypETK/9zRLlm+Hu6+edVOX/m8zM6v54DYH/gCsEeUS6rsCz6RMYHwnpcE+pXrO/4mIsyn/U0+ivBF4VWaeOoaX0CltyHRmroiIIzPz+t5pPlmsiHI1sHvN0zrDfm6LiJ9Tvvjapnp+ZOZZEbE3ZbTrfpQPB+tQvkE+onruWE6pzszLIqI3F+tawIsonW+9euUbEbFfZl4ZEadT6qHtI+LXffUXlCuZXw9slitPN/l4tezDlA8ud1BGtX+CMoKVKfvQmLQhx6MwYN3wi+p95/WUD/jvx4zMqjoVPinzxH6zOn5fodSRO1A6SXrzxO5MmSf251ku3tZ7v3875b3AZr1jlJn/GWU+6XdV+3kB5YP9WzPzh1V93OjjaVZnZl5Hq425tUNujjLz28C3I6L/XOPOiIgtKRMvn5iZ51fL1qJUNmtmubLJ+ZTztP8CvA04Nsu8VK2T5Sp30RfuuyJiW0rv/UVVZ9yamXlJROxF6cF/BHBOlotdaB51Pb/9VpHlBcClXfu/rRrvnaheP+UK0mcDb6V0GGwLXJCZf+418pl5TER8ifKNW2u+cGiKpmc6++Z2hDJhc/XzwPO0Vq/7Fkrn+gZT9v+diDiL0mF8P+C7E5ThI4HPsHIu1vMpI3OfTxmJsX5EvJbyjfibKHNanglcGBFrV18g3ELfnJYAmXkz8KmIOJ7yXuRO4KQJet2aouk5HoUB6oa7532NiFMoo2TNyCyq9+iP5t7zxB5ImSf2uMy8MSL654k9kzL/VM/tlCkq7jFvV2b+CHhp9d7qiuwbrNCmzhKzOj3zOjptzK0dcjXpWiXU18P8OsplhT8bEetQ3uTvBLwUuAx4WWZ+MyK+U1UgrddX+a5NqXg/QBlu/K1q/Z3V/QrK/AtXjKek6ulafvsNk2Xo5P/t/6N8A/lV4LvA7zLz6oi4lHLRlucBp2XfyKIu/z9Nihb9DdagnFaxO+V0lHuNtpwyMntFRKxH6cCCMo/N1A8Fd1AmNZ40X6Jcte8A4Pt9Hy4+HxF3Aq8HXpGZR0fEf1BO2/kH4O3VN+QLgB2r53yrf8fVMbqW8qZdDdGiHI/CbHXDzyiTlL8HM7Iqm1M6/n8OkJkXRMQZlMn3n1C19TdT3st/kVI/vQxYMyI2pZz2fz3l/cE9VPXt8nl4DWNnVlfJvNarVbm1Q06rpeqd3phyKuqllPlfTgaeSul1/ipwGNz9j92JzriIWAg8jvJtxsOBV1BGEh2cmV8fZ9mk6QyT5Y56D7ARcPmUkb3fBQ6mjOSRale1nSsi4rGUjt//zMwLI2KtKd/a3hURa1KuBLY5pRP9DZTTWu7RgTfJIzMy85aIeHr/yNK+UQKfoHTIvQg4mnJxpOcA/1yN5D2XktP9q/U/nrJvr26s1pilblg7M2/PzIyID1PNE2lG7q1vxNJLKFeqvqZv9WmUkUf/SRnNtCQzvxgRzwD+ISJ+T7mgzhaUU9v2z8wLp/6OSa5vNX/Ma33amls75DQXT6bMGQDwacoH1Ndk5on9G3WsQdoFeDPlwg3rUobIvjsz79UDL02QgbLcRZl5HeWqjsDKNwNZLj9/4PhKprbrazs7M09rOhertEqz1A2dnfd1WFUniPPEauTMa33amgHetEgAAAiJSURBVNvITvWVqE4R8TjK6JGTgeOypfPCDaMaafQCyjDYUz0magKzLE2mah6Ts4GzMvM11bJ7zNMaES+izM/6R8qVfRs/T2vft+C9x9sCZwGfr95cr1l13i2gI3NaSv1WUTcsyMxLq2VmZBZRLkqwgDK1TG+e2K+wcp7YXTLztP4vCqpj6jyxGph5rVfbcusIOa22zPwlK+epEVCdz+8pbGoUsyxNlq7P09o3551zsUp9nPe1ds4Tq5ExryPTqtzaISdJkjRBujxPq3OxSjNz3tfaOU+sRsa8jkyrcuspq5IkSRMmIl4M9OZxvIvyRvMTbZ/bMSL2495zsR7mXKxS0dW6YT5MPV1emivzOnpNz60j5CRJkibPxcDxdG9ux2OAa3EuVmkmXa0bRq7JH+o1sczriDU9t46QkyRJkiRJkubRGuMugCRJkiRJktQldshJkiRJkiRJ88gOOUmSJEmSJGke2SEnSZIkSZIkzSM75DS0iDgxIk7te3xyRJwwzjINIyJeFhFLx10OaVzMsCRJkiSNlx1yWh1PAb4PEBFrVI/PHmuJhvMy4MBxF0IaIzMsSZIkSWNkh5yGEhGPBDYGflAt+htgA5r1YV7qLDMsSZIkSeNnh5xWKSLWj4iNI2Jj4DnAXcCF1ePnAncCl1TbbDDA/pZGREbEYyPi4xFxVUTcEhE/iohnz/CcfSLiv6vtro+IUyPiadNst3NEnBkR11bbXhoRJ1SdEETEGcDu1c/Zd9ujWvaQiPhcRFwSEbdFxNURcXZE7L5aB0+aAGbYDEuSJEmaLGuOuwBqhE9QfQDuc/GUx5dX92cCOw6436OBFcCHgPsB/wCcEhEvyMxv9zaKiA8Bbwd+DLyr2nYJ8N2IeGlmnlxt90zg68AvgUOB/wE2o3RAPBz4HfABSkf004Fd+8pydkSsCZwGbA58stp+A+Dx1fafH/B1SZPGDJthtUxEnAisl5nPqx6fDNyama8Yb8kGExEvA/42M5eOuyzSOJhhqfnMseYqMnPcZdCEi4htKB+KAY4HvsnKD7ZfA44Fjqse/yUzz1/F/pZS5n/6MfD0zLy9Wr4F8Fvgssx8TLXsUcBvKKfTPatv282AX1M+sG+dmSsi4jBgP+DBmXn1LL//P4DdMzOmLH888DPgHZn54dleg9QkZlhqn4i4BjgiM99XzQV5HfD+zPyXMRdtIDPlWOoKMyw1nznWXHnKqlYpM39djXa5DNgQ+Hz1+GrgvsBRmfnt6jbrB/kpPtr7cF79nsuBLwKPjojHVItfCgTw4SnbXgkcBTwUeGK1+Prq/pXVSJlh9Z6/U0Q8aDWeL00kMyy1SzgXpNRoZlhqPnOsOtghp1lNmXvqZcBtwG+qxy8GbqKaiyoi1h9y97+ZZtmvq/uHVfdbVfe/mmbbX03Z9hPATyinql0XESdHxD9GxMJBCpOZl1BOh3se8MeIOD8iPhwR2w3yfGkSmWEzrHZwLkjnglSzmWEzrOYzx+a4bs4hp1WZbu6py6c8vqq6/zywx6gLNJPM/HP1wfvplArxGcBHgYMi4oWZec4A+zggIj4H7FztZx/gbRHx4cx8xwiLL42KGTbDagfngnQuSDWbGTbDaj5zbI7rlZnevM14A7ahBPc5lJE0n6x+/nvgDuBjfeu3GXCfS4EEXjvNuk9X6x5TPX5b9fgl02x7WLVu8Sy/6/FVOU/qW3ZU+dcfqKzrUirTBB407r+HN2/D3sywGfbWjtuULP8FOKbv8Y3AZ/oebzvA/no5/hGwdt/yLar9/aZv2aMoowC+P2XbzShv8pcDC6plvVzPmjfgP6bLcZX5BN4+7mPuzVudNzPszVvzb+bYW903T1nVrHLl3FNXAvcBvlg9vo4ywvLoXDn31K9n29c09ouItXsPokwI/zrggszsnQr3dUpl8LaIWKtv202BPYFLKKe4UQ0Vnuq3wC3ARn3Lbqy2719GRGzQ/zuq138rK0/Le8CQr08aOzNshtUO6VyQUqOZYan5zLHq5imrGtQzKR+Kz60ePwO4AfjpHPa5JnBWRBxLGW77BmA94B97G2TmBRHxEcrQ3O9FxHGsHJq7PvD6zFxRbf6ZqkPgVMqH/PWA11TbH933e38IvAn4ZEScRBl98yPgCcCyiPhP4ALKh/5tKae8/SgzL5jDa5XGzQybYTVUlPkd160ezjoXJHBrZt44xO5XNRfkbxh8LsjzKKfzvJQyGvdDEfF94BTg2My8ZlWFycxLIuIDwDspc0H+FDgdOD4zz5392dJkMsNmWM1njs3xKNghp0E9k/KBttcb/wzg7L4P0qtjN8oH+P0p3zD8HNgjM0/r3ygz3xERfwDeCHwQuJ3y4ft1mXlW36bHUOa/2h1YSOls+DXwvzLzP/u2O5by7cFrgVdRzp3fk3Ja2wmUc/1fDywALgUOAf51Dq9TmgRmWGou54J0Lkg1mxk2w2o+c2yOa2eHnAaSma+d8vilNez2psx8M/DmAX7/Zyjn5M+2zQmUD+Or2tddwD9Xt6nesKrnS01khqVG+zDwhernEylv9E+gdDp/k/IN+Deq9VcOue/HAD+bsmyb6v6iKfePBS5cxbZUHf1nVDci4vHA+cABlDf2UE5ln1FmXgQcARwREesC/wW8PSL+NTOvXtWLkibM/9/OHdwgEANBEFyHQqQQKpn4MkBCMgODqiK4T39GvtWwhumnYx0f54YcAMAPcwvSLUi6aVjD9NOxjj/BCzkAgA5uQboFSTcNa5h+OtbxMQY5AIAObkFCNw1DPx1zzNr75W/DAAD8mbXWY2buM3Pbez+/+zXAuzQM/XSMG3IAAAAAEGSQAwAAAIAggxwAAAAABLkhBwAAAABBXsgBAAAAQJBBDgAAAACCDHIAAAAAEGSQAwAAAIAggxwAAAAABBnkAAAAACDoAoG4Wxs9bzdkAAAAAElFTkSuQmCC
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
"
>
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<pre>/Users/zc/anaconda/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3335: RuntimeWarning: Mean of empty slice.
  out=out, **kwargs)
/Users/zc/anaconda/lib/python3.6/site-packages/numpy/core/_methods.py:161: RuntimeWarning: invalid value encountered in double_scalars
  ret = ret.dtype.type(ret / rcount)
</pre>
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
"
>
</div>

</div>

<div class="output_area">


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

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

    .dataframe thead tr th {
        text-align: left;
    }
</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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
      <th>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
      <th>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
      <th>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>num_record</th>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.0</td>
      <td>30.00</td>
      <td>30.0</td>
      <td>30.0</td>
      <td>30.00</td>
      <td>30.00</td>
      <td>30.0</td>
      <td>30.00</td>
      <td>30.0</td>
      <td>30.0</td>
      <td>30.00</td>
      <td>30.00</td>
    </tr>
    <tr>
      <th>num_discovered</th>
      <td>28.00</td>
      <td>28.00</td>
      <td>24.00</td>
      <td>29.00</td>
      <td>30.00</td>
      <td>28.00</td>
      <td>29.00</td>
      <td>29.00</td>
      <td>30.0</td>
      <td>28.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>7.00</td>
      <td>3.0</td>
      <td>6.0</td>
      <td>22.00</td>
      <td>23.00</td>
    </tr>
    <tr>
      <th>total_discovered</th>
      <td>265.00</td>
      <td>292.00</td>
      <td>1867.00</td>
      <td>2670.00</td>
      <td>3218.00</td>
      <td>1793.00</td>
      <td>2687.00</td>
      <td>17356.00</td>
      <td>13026.0</td>
      <td>13195.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>20.00</td>
      <td>3.0</td>
      <td>57.0</td>
      <td>141.00</td>
      <td>148.00</td>
    </tr>
    <tr>
      <th>discoverability</th>
      <td>0.93</td>
      <td>0.93</td>
      <td>0.80</td>
      <td>0.97</td>
      <td>1.00</td>
      <td>0.93</td>
      <td>0.97</td>
      <td>0.97</td>
      <td>1.0</td>
      <td>0.93</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.07</td>
      <td>0.03</td>
      <td>0.0</td>
      <td>0.23</td>
      <td>0.1</td>
      <td>0.2</td>
      <td>0.73</td>
      <td>0.77</td>
    </tr>
    <tr>
      <th>avg. post per URL</th>
      <td>9.46</td>
      <td>10.43</td>
      <td>77.79</td>
      <td>92.07</td>
      <td>107.27</td>
      <td>64.04</td>
      <td>92.66</td>
      <td>598.48</td>
      <td>434.2</td>
      <td>471.25</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>2.86</td>
      <td>1.0</td>
      <td>9.5</td>
      <td>6.41</td>
      <td>6.43</td>
    </tr>
    <tr>
      <th>median post per URL</th>
      <td>3.00</td>
      <td>7.50</td>
      <td>5.50</td>
      <td>60.00</td>
      <td>74.00</td>
      <td>36.00</td>
      <td>50.00</td>
      <td>16.00</td>
      <td>185.5</td>
      <td>321.50</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>NaN</td>
      <td>2.00</td>
      <td>1.0</td>
      <td>2.5</td>
      <td>5.00</td>
      <td>5.00</td>
    </tr>
  </tbody>
</table>
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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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ZmZmZmZmbXIjWlmZmZmZmZmZmYtcmOamZmZmZmZmZlZi9yYZmZmZmZmZmZm1iI3ppmZmZmZmZmZmbXIjWlmZmZmZmZmZmYtcmOamZmZmZmZmZlZizrWmCYpJEWntmdzk3R4PsaHtxJu1ipJE/I1dMpgp6XK5Ur/GmrlSrvpnVc/Rzskjc2fYdpgp6UR59P+NZyv78Hg6xUknZKPw4TBTovZSCRpUs6D4wc7LZ3gMmV4kjQtn9exfQkfStqtW/nJtGHKlWwrDIeCzeYNLlfM5n3OpzZcuP5iQ5Gk8fm6nTTYabG5uUyxTltgsBNgffZr4I/A44OdEBuyLgAmA88MdkJsnjHUypWhll6zTvB1b711EHAUMGOwE2I2Qu0GLAJMH+yEdIjLlJFlK2BB4OHBTshgc2PaEBcRj+OKtPVBRDyDG9KsZKiVK0MtvWad4OveeisiZuAvvWaDJiKGSyMa4DJlpImI+wY7DfOKAenmKWllScfnRytfkfSEpL9J+khN3L/mxy83rYS/qxjnQtKulWWLS3pV0v/6kEZJ2lfSPyW9JOlRSWdJWqXJeCVN+4c36g8v6R2SjpB0g6QZkmZJekTSBZI2aTPd3dKWx9Y5LP97WOm4RY4/RtJsSY9LWqjBdt+Uz9XTkhZtJ02V7Wwi6WxJD+XtPSrpekkHSnpDJe58SuN3XZP3+7KkuyUdLWnZmm3PeYxa0kKSvifp3ryfhyT9oi7tkuaXtJuka/PxfyUf/39I+qGkhWvWWUnSb/L2X87pmyhphwafe85jxJI+mff1TA5bJu/zBUmLN1h/IUlPSXpN0vKl8E/k6+7feXsvSbpL0k+rx6g4PsBKOej+yrUwNsfrNmaapJ/lsCPq0pfjfDvH+V3Nsm0lXSLpsXx9PyjpJEmrNNpeu+RyZXwlfMSUK62ktybOKvnYP5bz8O2SviBJDeLPJ2kXSVdKejKne6qkX0p6c038Ofkof87fSZqer6Ff5DiLS/q8pD9Lui9fE89KulHSVyUNux+4nE9HXj7tw7GZEy5pI0mX5jS8qHQP3arJPheXdJCkm5TujS8q3a9Pk7RxG2lfTNJ3JN0i6bm8ndskfVPSqJr4K+X4V6mrnvN4k2u8fD6uk/SvfP3OVrrf/ybHW1rSr3IZ8rLSPb/R8dxA6Z59s1L59orSPfd0Se9ssE7tOSqHS1pL0vn587ycj8mnWj2WjUh6t6Qz8/l5Samuc0/e93tynLbrL2pQ7pb2+84cb7q6yqJLqtdhKf77JR2nVC48mY/B1LyPlRqsU76GN5d0eb4en5J0oaTVc7z5JH1D0p35GDws6cd111gvju8oSV9Uqks/ldN9fz6X29TEf1O+fu5RV/32aqV6crf7Y2+vEUnLKdXn71S67z0v6QFJF0nascE6LdclNfd3gsXy8Sy+E1wo6ct5+R+aHLtP5TiXVo7P/pL+rnQfezkf16sl7VZ3fICJ+d/NK9ftpFK8ucpBSQso3QtC0qpN0vjvHGfD/H+x7cUk/UmpzApJr0uaqVQ+jZLLFJcpHaQWussqff+drJTXn5Z0saR1m8QfLemo/BleVLoHT5a0l1RbFpWPzdZKefTJHPbuHKdjda5G+r0xTakScxuwNzAL+BPwT9LjgRdLOrKyypX5fctKeLkSVV22Oekpu4n03vHAccBawNXAJGBTYArQsQaA7GvAwcDiwC3ARcCjwHbAVZI+3cftnwfcnv++HTi19Lot/xpyMbAMsFODbewJjAJOi4gXepMISd8FrgU+CcwknftbgeWBI4E3l+IKOAs4GVgfuIF0XBYFvgncImm1BrsaBfwN+ApwB3A5sATw1bzPqpNJx2Jd0rV4fl5vOeA7wFKVz7E18C9gP2A2cAnpmt4QOF/Sj5ochgOAs0l57RLg5tI2FgFqKxDAx3I6Lo+I8iO0ZwM7AM/mzzwReCPwDeAmSaNLcR/Jn7M4f+cz97XwfJN0n5rfd6krwLJdK3EBkHQc8P+ArYF7SOfxWeBzpPP43ib7bYnLlVojolzppVVIx/x9pGvhKuBtwG+B/6tGlrQg6Zr6A6k8up10TQepnLlZjRuGRwM3kfLpTaRj8nRetg7wu7zNB4ELc5x3Ab8ALmiS34Yc59Nazqc925Z0HpYFLgXuAzYBLpW0WTWypJVJx/JHwOrANaTP+DjwKWCfVnYqaUXSOf8hqT5wNemaXAE4GvhbzReTXUvx7yTl6fuAD5Cu8W812eWGwGrA68BrpHrChyQtQxp6YQdSXegfpGvzZNV8ec/7/wowf45/CfAisDNwY90xa8F7SMfibaQ61e2kOtMfJX22F9sDQNIHSGXeZ0jl4p9Jx/kF0rH8QI7abv2lWbmLpF1I18juwJN5v3cBHwSulPSFmuT+llRvmUUqX/5OOsafJ9Vl1mzyUT8OXEGq5/0t7/PjwNW5nnYOcDjpWrkCWJJUX+z242Q7JC1Nqnf/mnQObyIN5fEw6bMeUIm/Bqle/nXgDaTy6AbgvaTjfHqTe1LL14ik5fJ+vpn3cwXwl5yurYG9aj5Lb+uSbyDd478A/Jt0rh8hfcd4Fdhe0mIN1i3yV7le+wHgGGBN4F7S8fwXsDFwqnIDeMm1pHMOqWwvX7eX0kBEzAbOrKRjLpLWJx3veyJicmXxA8D2pHLkUdJ3jWVJ5cMVuExxmTKw9id9Z32ddGweBD4C3CCpWo9D0jqk+uG3Sd/9/0669t4O/B44vcm+Pp3jjyblsWvzfqH/61wQER15kb5kRCVsYdLBC1LGVGnZxsBzedmHS+Hr5bCrKtv6M/AyqUCdXln287zOnr1M+3Z5/SeAtSvpP6/4bMDhlfVOyeETGmx3Ul4+vhK+ObBSTfxtSBnsSWCRyrLDG6ShrfDS8q3z8mtrls0H3J+Xv72Xx/QTef2ngK0qywRsASxZCvtSjj8dWK0UvhBwRl72j8p2xpfOzfXAG0vLViUVegFsVgpfKYc9AIyuSffG5WMPvDV/hlnApytx1wKm5e1tWVlWhM8CPlCzn4/n5RMbHL+L8/KdK+E7AW+oyWcn5Pi/q9lWkZaxDfY1IS8/pRJ+aw7fvGadIp/eUwnfL4ffWj6PedkX8rL7gAVavI5crnTf7iRGbrnS2/QGaWyphUrL1s7nJoCPVdb7SQ6/DHhL5TP8MC+7ukE+ClLFc9Ga9K9AKvtUCX8zqaE96F7OjM3h03pzzAbihfOp82lnjk0R/no5H5DqDMfmZVfWpPe2vOxMYPHK8mWB97VwvYr0ZTOAnzJ3WbEUqYIewPcr660PvK3mM44j1UFeBVas7ptKWUH6kfGxHHYH6Yv/qNJ6n8/Lptbs60PAm2rC98rr/IfuZU7tOSqFB3BAZdk3G6WhjWtjYt7Gp2qWvbV6zdF6/aVZuftuUt56mu710Q3pquOtWVn2cUr11Bw2P/C9vL9Lm1zbrwHblcIXIjXMFuf338x9b3lXTsPrjT5ri8e3qDteSaWOS/oyWf38N+X4p1SutzVJDV0B7NvXa4T0tGwAx9WkeTFgo0pY23VJ5v5OMAVYtmZfF+Tlu9csezMpvz5DqZ5NavxZvyb+qqTvEgFsWFlWpGVSk3NVXCvjS2HrlD6batYpysGDS2Hl8uREctlFKlNmlpbdgcsUcJnS7vGtPV4thL8GbF9ZdnBe9jBz57FF6Kp3fA2Yr7Rsebrqx3s0ODbdrrtSnM3pUJ2r4THq7cGtSVTQvXKyWw6/q3xgahJ7eSlsvvzBXikOdL7Qns4Z5hd5ndVL6xQVqZV7mfbiYjygZtmbSK3x3Q4qvaww9pCWouFo21ZObLvhlTj/yXHeWXOBNb0JtPA5bs/b2K3F+FNz/J1rli1FV8PY+0rh4+nKsN0q/aRf5gI4rBS2fg67sMV0FV+qv9dg+Q55+Z8q4dNyeLfGrbx8QdJN7nVgTGXZaNIN/VkqGbxJOt+Q15lZs6xIy9gG607Iy0+phH8th59Ys06RDw8phc1PGi/hNSqVn1KcP1PTeNHkc7lc6b7uJEZuudLb9L5AfcX623n5FaWwZYCX8vWyTM065S/v5caXIh+9QiVPt/jZ3p/XP7cSPjaHT+vtcevvl/Op82knjk0p/I816yxbyl8LlsK3L11nC7aYvrrrdc7npv5L7HJ534/XLW+wn6Lh/YvVfVNTVpCefgnSl/llKtuaP+87qPli0CQN1+V13tHKOSqF31CzrQVJ+bOtNFS2cWdef6kW40+jtfpLw3KX9MRGAJ9rsPzrefnP2/gcD5HqOtXG2+IaPr1mneJH1AC2rlnesKGnxTStm9d/opXjC2xWir94zfLi2N7b12sE+E0O266FdPWqLsncjWkbNlivKC+uqFm2f152QhvHfO+8ztGV8CItk5qsW1wr4yvhxfenTWuObbfvDaXPfDfdG7iOKS1/grl/1HKZUr+8uO5HfJnS7Hi1EH5OzbZUOl+7lsKLxvNTG6ThPXn5LQ2OTbdGyBY/W1t1rkav/u7mWTwGenpEvF6z/KT8vomk+QFyvKtIXQzel5evR3pc8Uoq3UCUxolam/RF4/52E6g0Rk0xnsYZ1eUR8Rjp0cGOkrSkpJ0l/UTS75X6XJ8CFH3R1+j0Pmscl9+rj6Lum9979Whofpx7bdKXkLNaiL8CsDKphfiP1eUR8TRd3TU3r9nE9Ij4d0343fn9raWwu0iP8m6rNObXij0k78P5/dwGy6/O7xs2WH5hXWBEvEo6NqKru2ThM6RuS+dGxIvVdSW9TWn8hmOVxo44hfTo8CxgWUlvbPRh2nQG6THxHVUa3y7nmc+QCpry2BPvBt4C3BoR9zbYZk/HqxUuVxrvd9iWK33090iDtVcVj41vrK7xysaTnkq6MiKeqK6Qr6Vr87911/Gt0WRgYSWbSzpEaeyMk/M5Ko7XQJyjgeB82ni/zqfN/bUakPPvk6Rrozw+6Ify+x/yfbW3inv9eZFr05X9zwD+S2psX728TNIbJO0g6UdK4wMW53N8jtLofFbLimJA55urZU9EvEb6kgJz12mKNLxJ0p5K4xydUErDW3pIQyPduqPl41vks25paNGU/H660rh48/dyO1W15a6k+Ujdrl6jftgPaFIvURoTbz+lMXhPLB3XBUmN/42GH6krN4rz+yr13dKL5b09tkVe+FOuN/ekKKMviIjnapafTkrrqiqN3VvSzjVSnPcjJX1M0iJN0tXXuuSj0b0LZOESUqPS+Jr6f10XTyAN/SDpw0pjM/+udN8uhmrpZJld7L/a/fLDpLJvYoM6xuk1ZVdxTb0ALE2p7HKZ0iOXKX1TV6cKuroyl7sK9/Rd+1bSd/d1VDOuOQ2+axf6u87V34MdF4Vvo0ruQ6QGgIVJFZTHcviVpK4XW5G62WxVCr+DdAFvRRrrZgtSg8SV9M6ypEclZwGNBjCe1stt15K0PemLxFJNoi3RyX02cCppjJFdJH07Il6QNIb0C+1jNC4kejImv9/fYuW2uE6m58K9ztRK3LIHG6xTVA7mDLIcEc8pDY55AmkK56MkPUj6cnwRcH6kcQsKxXg5/1LzoYxGNwh/oMk6pwJfpmvMlUJxAz2tHDl/8fs/YI9mCSFdO0/1EKdHEfGY0iCsHyHlx6Jh9EOkJzYmRUT58xXHaj2lQT6baXS8WuFypcYIKFf6YlqD8P8x97XyKF3X8Sd6eR03zPOS3kK66W/QZJsDcY4GgvNpDefTljS7py9N6Z5OV33j7u7R21Lk+2MlHdtD3NGkLscoDWB8Ds2/rDQ6n9Wyohiz56EG8Yvlc00cIWk/4GekvNRuGhppuV7VpgNJQ2Rsm1/PS7qRNIbSqRHR24lEGpW7y9D12Z9upx4n6Qc5vc2+nDc6rnXnsDh/jzSo69ae3za0mxealtERMVvSdFJ3xuVJXbPK2rlGTiU1Lu9GqmvPlnQ76cmS0yPitlLcvtYlG96DI2KWpLNIQ8vsQhq/GUnvID3Zdz9dP5aRl62V09zsC3cny+wzgB8DO0n6ckS8nMNrvxuUfF/S9xssKyaSmVN2ZS5TGnOZ0jfTeghfoRRW5PmLeziekI5/tSxqVu/u9zrXvDpzWHUQ4i1JF8SNEfGqpJuBLZSO+JaVdeYl3Z78y7+EnEkqoH5IaqCYBrwYEaE0mP1BpC8I/SoinlWa1WZf0pNGJ5AG6p2P1Ihjm1gAACAASURBVLVvVm833aEktqruqYeGIuJ8SVeQCt33kwaa/kx+/UvSphHxTI5eFHhnklr+2/VSk3TcLOlO4B2SNoiIf0h6G+lJjGl0/bJR2J/UkPYwqQvmDcBjxXlSms1uOTp77ZxGakzbja7GtNqJB+g6VtPpeTDwf3Qkde1xuTK0y5WBUlzH/yaNJ9PMnTVhDfM86VhsQBog/TDSYKvP5C8ta5C7abSX3GHH+XT459OeekW0c0/vVH2jyPdX0vhLX+EJAKWZTv9E+nHp96QnxO8Dno+I1yXtQ2r0bXQ+G5UVLX9+pQHJf016ivzrpAHbH4qIl/LyM0nnt91rqq16VasiYoakjUhPnn6Y9HTCpqS8/F1JO0XEJb3YdKNjWZzXWfTcU2LO08tKs0seTBpuY39SnWZGRLySl18PbETj49rs+PXLsWUernvnp453l/RjUp1yC9JTwesB35B0REQcmqP3tS7Z7B4MqV77JVJdtpgEZ05DVc3TXeeRGtIuJDVy3Q08GxGvKQ1+/zc6WGZHxKOS/k76YePjwNmSliIdtxdIA+fXqSu7ViNN3nIfqZGw29P2VS5T5nCZMnCKY/pnen4Y5JWasNpzNVB1rv5uTCtaDhvNhrUC6ZH9l0mP7wMQEXdKehR4j6Q3kQqCSaWnnK4kzTSzNn2vTD9OOjELkRoi6lqwxzZYt6hsNpoVpq4L4bakk3p+RBxSs7zR45395TekyvQXJJ1KmsXrddLsZr1VFOYrS1qwhafTiutkjKT5G7Sur1KJ2yf5Efgz8gtJbyc1Do0j/WpwUI76IOmcHBoR99Vsqq9OI92cdyNVCprd0IvHyb8QEf+vvCBX6t9C5xUF2/vzUzUvkWYafYFUwSgrzvv0iJjQD2kpuFzpbiSUK32xUoPwt5KulVfoqmQW1/EtnbyOcx79MOnJqo+WGuwLA32O+pvzaXcjJZ/25tj0VtENp6/drIp8f2ZEnNjiOpuSGtJujoi6GUMH4nx+gvRF4FcRccwgpaEtuWHl6vxC0hKkOteBpEbJTnZJepxUxiwIfL744tqCor51cEScXLN8njuutJ8XmpbRuTfEmErcPslDsvwb+Ene/o6kMbUOkXRmRNxFP9clI+ImSf8B3pYbjm4mzVIZdO8RshbwDtJT6zvWfD/pr+vgVFJj2m6kGRE/RbpPnR0R1VknC93KrtwTZxPSZDMTWty3y5TmRlKZ0hcr0TWzeNnY/F4uUx4kTXryq4i4ooNpGJA6V3+PmVY8WbNz7mNc9bn8fl2lax2kFtv5SRnhDcxdWS7+3p1007grj2fRtrzfG/K/3abmVZpu9v0NVi8q3t2mss0F8JhqOKmLAtT88qk0/kujfbWrqMw2bTCNiDtJj1mvR2q1fQvw14iY1tsd53PxL9LsHJ9qIf5DpEerR5Gmt52LpCVJg4ZCGk+n4/INvrhprF1aVPTx35H+cTrpy8uncj/wnXN43WPcDa8d0nFr1LLe0rVQJ98kziblxZ2BT5IKpgtqbug3kr4Uv1c9j0XXFy5Xuhv25UoffUDSMjXhxbm5vnStXEF6CvVDkho1BvTGkqR77nM1DWmQfukdTpxPuxsp+bQ3x6a3inFkdpW0YB+205t7fbPzOYo0QVF/a5aGtUhd1+ZpEfEs8B3SdbtczneFXtdf8rZnk7p7zU/qPt6qZsd1K/o2VEV/KfLCDrne3JOijN5O0uI1y3cmNRjcFxEdaUwri4jZEfHHnA6RZh+EgalLlscl24rUjfW6iJhaiVdcBzMa/NDf7TtL1qfrlvRD9tOkusub6bmLJ3Tue4rLlObbHkllSl/U1alEV54p977qr+/aA1Ln6u/GtHNJLY9rAt9TqSOspA2Ab+R/f16zblFhLgbDLbdUXkv6NXnfStzeKsbH+LakYjA6JC1EetS10UCZxePHu0patbTem0nTE9cd37vy+ydyvGKdRUndLJr16W1HceN7Wwtxf53fv5XfOzHw8BH5/VeStqgulDS+crMvGrKOrBzLUTl9S5G6+cw1lkG7JK0r6ZOqDGCYr81t8r/lASd/SurPf7jSQJzzV9eTtL6kXmXI3Jf/clIf8KNJv9hf1+ApuOLa2beSl95N16Pqddq5FuoUN+/daNzFsxhI9AekRtGLcrrmImkRSZ8tX/u94HKlu5FSrvTWoqSyaFQRkM/Jt/O/c8ZIiohHSN21lgUukNTtV3tJS0n6vLomLWjFo6TK8VKS5mo4k7QLXQ3pw4XzaXcjJZ/25tj01kWk7tJrASdVG8AlLSvpfbVrzu0C0iDHH5J0TH6yYS6Sxua8WijO55aS1izFW5A08+yq9L8iDbuVP3v+onAy89hwLpK+oTTpVNX7SXWHZ0nlZKGv9ReA75O6rB0nqduXX0nzS9pCUnmw8OK47l1upJU0lnR/mOdExC2kAfaXAc7L18AckhbPX9qL+FeTnspamnR/LH/O1ekay/dnfU2bpN0kdWuEydfCOvnf6TldA1GXLH7I/jRd4xB3q9eSJh15HXinpE1L+5ek75CeTq1TXLertVlPACCPk3YOKf9+l9Ql9kGad3ttWHYBi1XKrmZcpvRsRJQpfbSjpI9Xwr5NGvT/Eebu3XQ8aUy4z0s6MNe/5iLp7ZLa/YFqYOpc0cupUqsv6D7VeA7fhDTNd+QPdSapYjw7hx3ZYHurFtukMp1vzD0dagCf6ED6T6JrKtxLSbNKPkj6deQ0aqZIJf2S8ve87FlSv/K/kTLtVXRNHzy+tM6CwG05/BnyoPek6Y4fLaWjuq/D2wx/C6krXpBaf08mXTgfq/nsC+TPGqS+xPN16Jr4fukc3ZLP/V9JAwXONZ0uqXJdTDX8EvCX0jmI/L5aZfvjaTL1NF3TG59SCtsuhz2fz9GZpDFPpufwR4CVK9vZmtTVsUjHpaTuoZfm+AEcVVlnWvUzNjlOny0dpwD2bhBvY9IvKkVe+iPpi+Ts/Dlq9wl8pXSNnpevgxOAZRodp5p9311K34PNrhHSl9MgVUBuyfs8G5hMejQ6gLVcrrhc6cXxbDe9Rfhp+ZhPz+fg0nxOgjQ+VHU/o/LxC1Ke+0e+hs8lffl4NS9buFl5U7Pdb5Wur2vzdVuctyOLY1VZZ2xd+Lz0wvnU+bSPx6ZyXsc32O406u9xq5ImKQrSvfrifA4n53N6SiV+o+t1DGkcxCil9Yx8nu7J4ZMr61ySw1/Of5+dj+cLwK/oXgcp3+ur6ZpQF97s+ABvLJ2/R/P19Od83O8iNRIGMKGyrVPaCW/1HLVwbTxNqhvcQaobnEl6OvT1vN39KvH7XH/J8Xamq/5xb74mi/LoyRz+hVL81egqu6aR6qeXkuqnvbqG6aEsp0F+bvP4Lku6R0W+Bi8ljRN0DaneO6kSfw1S40LQdX/8S+lYnUn38rfta4Q03lixj4tJjVl/z8czSN0Xq9tpqy5JD98JarZflFEBvAgs0SDeb3Kc4omks0jlwWzSj+C1+8xpDlK31j/k6/ZbreYlUp2/XF78sEG8Ynld2XVLafnkmnXrzpXLFJcp5W1Mo/6+21P4L/P7dfm4/JOue+X7a/azTum6e4yU107Px7VoN/hjO9cOHa5zNXr195NpRMR1pEdCTyB119gx/38l8PGIOKjBevfR9YTQpMifrqT4pTroeYDKVuxFGpDyHlKBvBUpM76Xrpkkq2kMUvfDX5Ay5ftJN6bfkKbN7TZWWKRfXDYjPYn1WI63Aamgeg9zPxXVa5GervgI6UJbm9QlZs+8j2rc2TkewPGR+p53Ig2HkgYZvYDUX33HvP+HgANIDVFF3PIvRDeTBpLcnpTpfga8JxpPkd2OyaRHf68l9efennS+nyQ9Tbd2RNxf+RyXk8ZM+Ampol6kbQ1S4bA/qdLcWxeQrh9In/ecukgRcT1pmuVLSb8kfpT0C+Q3SbMSNfJr0i9bD5OuiT3zq+6x/kbKj5af3uwaiYgvk8YyOo80nsxHSXljcVJFbQe6pmvuFZcr3dYZMeVKL00lHfPJpHMwntRA/CVg72rkiJgVEZ8gXat/Y+6yYgHSdfeh6JplqyURcTSpnLuJdPy2IZUp25IGKh9WnE+7rTMi8mlvjk0f93cf6bo6nHQMt6Tr/ngWLT5tFxHTSeOm7k/6YrY2sFMOe4L0tEx1bLQdSPfXqXm/44Hr8zq39PpDtSgingLWJ30peIlUlryL9ATghqQvEPOSL5EaFkTKZ9uRujedA2wSEcdV4nei/kJEnEE6LseRxq3ckjT+6xhSfXAfSnWvXN9cj1SPWZB0PY0ljXH7ATp8DXdKRDxO+hHja6RreGPSMV6B1Eh2VCX+PaS8cwyp4Xl7Uh33JlKjws415W9v/JxUT36UVK7uRHoy6DrSEAfduoQNQF2y/CTaRZG6Btb5MvBFUmPVRjkN95CeSms2sP0OpGtqadJn3JOUP1uS6/z/LQU16+IJ9WXXynnZP+ledjXar8uUFoyUMqUPjiHl6wVJE2msRCqDNomIy6qRI+J20nX7XVLj2XtJdcZ3kRrovkOawKFlA1XnUmfKyOFN0uGkmde+FxGHD25qOi8/7vgw6cvOmIh4dJCTZDbsuVwxm/c5n5qZmZlZnX5/Ms2GhK+TBsf+oyvSZtYhLlfM5n3Op2ZmZma9ME8NImgDJw+W+y3So98fII0XcPhgpsnMhjaXK2bzPudTMzMzs74bdo1pedamvVqM/nhEfLM/0zMPW47UR/xlYApwQHWssEKeqaTV6X/vioijeo5mNnS4XGmZyxUbNM6nLXM+tT7Ls/v9tI1VvpnH9LIWSPopaUKBVpwQfZzt3mywuUzpXy5T+sewGzNN0gTSzFWteCAixvZfaoaH0pgxrbgqIsb3X2rMBp7Llc5zuWKd5nzaec6n1oiksUBtI2wDK0fEtH5JzDAkaRpp0O5WfC4iTum/1Jj1P5cp/ctlSv8Ydo1pZmZmZmZmZmZm/WXYdfNsZtlll42xY8cOdjLM+tXNN9/8eESMHux09BfnYxvunIfNhj7nY7OhbzjnY+dhGwn6Ow+PqMa0sWPHMmXKlMFOhlm/kvTAYKehPzkf23DnPGw29Dkfmw19wzkfOw/bSNDfeXi+/ty4mZmZmZmZmZnZcOLGNDMzMzMzMzMzsxa5Mc3MzMzMzMzMzKxFbkwzMzMzMzMzMzNrkRvTzMzMzMzMzMzMWuTGNDMzMzMzM7MhRNLSkn4q6V5JL0uaKWmipE0HO21mI8ECg50AMzMzMzMzM2uNpJWAScBiwInAPcCSwNrA8oOXMrORw41pZmZmZmZmZkPH6aTv8mtHxIzBTozZSOTGNDMzMzMzM7MhQNJmwPuAr0TEDEkLAgtGxIuDnDSzEcVjppmZmZmZmZkNDdvk9+mSLgZeAl6QdI+kXQYxXWYjihvTzMzMzMzMzIaGNfP774Glgd2BPYBZwB8kfW6wEmY2kribZ8XYAy/pFjbtqG0HISVm1ht1eRicj82GEt+LzYY234vN+tXi+f05YIuImAUg6UJgKvAjSadGxOvllSTtA+wDMGbMmI4myHneRiI/mWZmZmZmZmY2NLyU388qGtIAIuIp4M/AW+h6eo3S8uMjYlxEjBs9evTApNRsGHNjmpmZmZmZmdnQ8FB+f6RmWTGz5xsHKC1mI5Yb08zMzMzMzMyGhhvz+wo1y4qwxwYoLWYjlhvTzMzMRjBJa0j6vqTJkmZKek7SbZIOlrRoJe7hkqLB65uD9RnMzMxGkAtJ46XtImmxIlDScsB2wD0Rce9gJc5spPAEBGZmZiPbHsAXSeOsnAG8CmwB/AD4pKQNI+KlyjpfAx6vhN3c3wk1MzMb6SLiqfwD1v8BkyWdBIwC9s3vXx7M9JmNFG5MMzMzG9nOA46MiGdKYb+T9F/gYGBP4NeVdS6MiGkDlD4zMzMriYjjJT0OHAAcAbwO3AB8NiKuG9TEmY0QbkwzMzMbwSJiSoNFZ5Ma095Zt1DSEsCLETG7v9JmZmZm9SLiT8CfBjsdZiOVx0wzMzOzOsUgxo/WLPsn8AzwsqTrJX144JJlZmZmZja43JhmZmZmc5E0P/BdYDZwZmnR08DxpPFYPg4cBKwEXCJpQpPt7SNpiqQpM2fO7Ld0m5mZmZkNBDemmY1gkg6SdK6kqXk2vmlN4p7SZBa/HdvY51slnZZnDXwpf8HeqSMfyMw65RfARsChEXF3ERgRv4iIz0fEqRHx54g4Glib9PTaMeVZxcoi4viIGBcR40aPHj0gH8DMzMzMrL94zDSzke1HwJPALcBSLa6za03Yja2sKGlp4FrgTcDPgYeAzwLnSNojIk5uMQ1m1k8kHQF8CTg+Io7sKX5EPCHpd8DhwMbA3/s3hWZmZmZmg8uNaWYj26oRMRVA0h1A7VMlZRFxeh/2dyCwMvCxiLg47/dE0uxDP5V0bkQ834ftm1kfSDocOAQ4GfhCG6tOy+/LdjhJZmZmZmbzHHfzNBvBioa0dihZQlJvyo/PAvcVDWk5Da8BxwJLA9v0Yptm1gG5Ie0w4FRgr4iINlZfPb/XTVZgZmZmZjasuDHNzNr1TH69JOkySRu0spKk5YDlgck1i4uw9TuTRDNrh6RDSQ1pfwD2iIjXa+IsIGnJmvAVgX2BJ4Dr+zutZtZdq2OgSlpY0t6SLpI0LY9dOlXSWZLeNsDJNjMzG7LczdPMWvUIcAxwM/ACsA6wP3CNpG0i4vIe1n9rfn+4ZlkRtnwnEmpmrZP0ReB7wHTgcuCzkspRHo2Iy0jdwO+XdCHwH+ApYE1gr7zsMxHx0kCm3czmaHUM1LGkGXmvBU4E/gesQmoQ30HShyJiYv8m1czMbOhzY5qZtSQiDqwEXSjpTOA24Ld0dfNqZJH8/krNspcrceYiaR9gH4AxY8a0lF4za1nxROgYUhfPqquAy4CXgPOBDYDtSA1oj5Ma4H4SES1NRGJm/aLVMVBnAutGxG3lQElnALcCRwPj+jOhZmZmw4Eb08ys1yLiv5LOASZIWiMi7mkS/cX8vlDNsoUrcar7OZ70Szrjxo1rZxwnM+tBREwAJrQQ7xXSU2hmNo9pdQzUiHiC1CW7Gv7v3Aj3zk6nzczMbDjymGlm1lfT8ntPs/j9L7/XdeUswuq6gJqZmVk/ypMKLYcnETEzM2uJG9PMrK9amsUvImaQGss2rFlchE3pYLrMzMysNV8gNabVdfUG0pALkqZImjJz5syBS5mZmdk8yI1pZtYjSYtKWrgmfF1gJ+A/EXFfKXwRSWvlGTzLzgJWlfTRUtz5gS8DTwN/6ZcPYGZmZrUkbQz8HLidNJFBrYg4PiLGRcS40aNHD1j6zMzM5kUeM81sBJO0K7BS/nc0MErSIfn/ByLiD/nv1YG/5ln8/kvXbJ57AK+RJwcoeS8wkfQL94RS+FGkxrczJf2c9KTaZ0gDoO8VEc917tOZmZlZM5LWAy4hDcWwbUS83MMqZmZmhhvTzEa6PYHNK2FH5PergKIx7RHSjH1bADsDbwBmAGcDR0bEXa3sLCKekLQJqVHti6TZxv4NfDoizu7D5zAzM7M2SHoPaabeZ4AtIsLjlpqZmbXIjWlmI1hEjG8x3iPArm1sdxKgBssebmdbZmZm1lm5Ie1y4DlSQ9oDg5wkMzOzIWVQx0yTdJCkcyVNlRSSpjWJe0qOU/facQCTbWZmZmY2JOXxTi8Dnic1pN0/yEkyMzMbcgb7ybQfAU8CtwBLtbhO3RMtN3YsRWZmZmZmQ0irY6BKWonUkPZG4FfAxnkCgrILIuKFAUi2mZnZkDXYjWmrRsRUAEl3kMZPaioiTu/3VJmZmZmZDR2tjoG6MrBM/vvwBttamTTRkJmZmTUwqI1pRUNaOyQJWBx4PiJe73yqzMzMzMyGjjbGQJ1EgzFNzczMrHWDOmZaLz2TXy9JukzSBoOdIDMzMzMzMzMzGxkGu5tnOx4BjgFuJj16vg6wP3CNpG0i4vLBTJyZmZmZmZmZmQ1/Q6YxLSIOrARdKOlM4Dbgt8DqdetJ2gfYB2DMmDH9mkYzMzMzMzMzMxvehmI3zzki4r/AOcBqktZoEOf4iBgXEeNGjx49sAk0MzMzMzMzM7NhZUg3pmXT8vuyg5kIMzMzMzMzMzMb/oZDY1rRvfPRQU2FmZmZmZmZmZkNe0OiMU3SopIWrglfF9gJ+E9E3DfwKTMzMzMzMzMzs5FkUCcgkLQrsFL+dzQwStIh+f8HIuIP+e/Vgb9KuhD4L12zee4BvEaeYMDMzMzMzMzMzKw/DfZsnnsCm1fCjsjvVwFFY9ojwOXAFsDOwBuAGcDZwJERcVf/J9XMzMzMzMzMzEa6QW1Mi4jxLcZ7BNi1f1NjZmZmZmZmNm+TFA0WvRARiw1oYsxGqMF+Ms3MzMzMzMzM2nMNcHwl7NXBSIjZSOTGNDMzMzMzM7OhZWpEnD7YiTAbqYbEbJ5mZmZmZmZm1kXSKEnu1mk2CPrUmCZpAUmfkLS3pLd0KlFm1rPZs2dz/vnn8/vf/55HHnlksJNjZoPE92Kzoc/52Gxk6VCe3xF4EXhO0mOSjpW0ZAeTaWZNtNzNU9JPgC0iYv38v0gzbG4KCPiRpA0j4r5+SanZCHbAAQcwceJEbrrpJgAigq233pprrrmGiOA73/kOkydPZtVVVx3klJpZf/K92Gzocz42G1n6Kc/fCJwL3AssAWwDfAnYXNLGEfF8TTr2AfYBGDNmTB8+UevGHnhJt7BpR207IPs262/tPJn2IdIgh4WPApsBRwOfzWEHdihdZlZy6aWXsummm875/+KLL+bqq6/mW9/6FmeeeSYARx111GAlz8wGju/FZkOf87HZyNLxPB8RG0TETyPiwog4LSI+DRwMvAv4aoN1jo+IcRExbvTo0W1/CDObWzsTEKwI/Lf0/0eB+yPiQABJ7wB27mDazCx78MEHWX311ef8f/HFF7PyyivPaUC78847OeOMMwYreWY2cHwvNhv6nI/NRpaByvNHA4cB2wI/7MD2zKyJdp5MGwXMLv2/Benx1MJUYLlOJMrM5jZr1iwWWKCr7XvixIlsvfXWc/5fZZVVmDFjxmAkzcwGlu/FZkOf87HZyDIgeT4iXgX+Byzb122ZWc/aaUx7ENgI5rSerwJcVVr+JqBb32wz67sVV1yRG264AUhPoU2dOpXNN998zvLHHnuMxRbzRD5mI4DvxWZDn/Ox2cgyIHle0sLACsCjfd2WmfWsnW6efwS+K+lNwDuAZ4G/lJavC3igVLN+8OlPf5ojjjiCxx57jDvvvJMllliCbbbZZs7yW2+91ZMPmI0MvhebDX3Ox2YjS0fzvKRlIuKJmkVHkL7fX9yHtJpZi9ppTDuS1N97O+AZYLeIeBogT8H7MeCYjqfQzDjooIN48MEHufDCC1lyySU57bTTWGqppQB45pln+POf/8zXvva1QU6lmQ0A34vNhj7nY7ORpdN5/hBJGwITgenAYqTZPLcA/gEc27mkm1kjLTemRcQrwJ75VfUcqZ/3ix1Kl5mVLLTQQpx44omceOKJ3ZYtvvjizJgxg0UWWWQQUmZmA8n3YrOhz/nYbGTphzw/CXg7sDuwDPAaaYKDg4GfR8TLfUmvmbWmnTHTGoqI1yPimTzooZkNoPnmm48ll1ySBRdcsK31JB0k6VxJUyWFpGkN4i0saW9JF0maJumlvM5Zkt7Wxv4m5P3UvX7dVuLNrBvfi82GPudjs5GlN3k+Ii6KiA9GxPIRsXBELBoR746IH7khzWzgtNWYJmlFSSdJekjSLElb5vDROXz9/kmmmT344IPssccerLDCCowaNYorr7wSgJkzZ7LHHntw0003tbvJHwFbksZoeKpJvLHA8cDSwInAl4CzgA8Ct0naohf73bXyOrXNbZiNWL4Xmw19zsdmI4vzvNnw03I3T0krA5OBhfP7nOl7I2KmpHHAXkDb3+jNrLn777+fDTfckJdffpkNN9yQGTNmzFk2evRopkyZwgknnMD667d1H141IqYCSLqDNN5CnZnAuhFxWzlQ0hnArcDRwLg29ntZRExqJ6FmlvhebDb0OR+bjSzO82bDUztPpv0QeB14J7AzoMryvwDv61C6zKzk4IMPZr755uOOO+7gjDPOICLmWr7NNttw7bXXtrXNoiGthXhPVBvScvi/gTtIZUJbJC0uaVS765lZ5+/FktaQ9H1JkyXNlPScpNskHSxp0Zr4a0q6UNJTkl6QdE3xC7uZtaQ/8nFLQzeU4m8g6fKc35+VdKmkd7ezTzNrmb9Hmw1D7TSmbQ0cFxEPAlGz/AFghY6kyszmcvnll7Pffvux4oorIlXvv7DSSivx0EMPDWiaJM1H+mXt0TZX/TNpSvCXJd0uaZeOJ85s+OqPe/EewNdIXb6/D3wLuBv4AXC9pDcUESWtClwPbAT8JMddDPibpK3b3K/ZSNUf+bjVoRvIswBeBawMHAocBqwOXCPpXW3u18x65u/RZsNQy908gSWAGU2Wj2pze2bWomeffZbllluu4fJZs2Yxe/bsAUwRAF8gNaYd0WL8F4EzgSuBx0iV+C8Cf5C0akR8r19SaTa89Me9+DzgyIh4phT2O0nFzGB7AsUkIUcCSwHrFU+sSjoNuBP4jaS1ovrorJlV9Uc+bnXoBoBfAbOAzSLi4bzOOcB/gJ8BH2hz32bWnL9Hmw1D7TyZ9iDwjibLNwTu7VtyzKzOiiuuyJ133tlw+eTJk1lttdUGLD2SNgZ+DtxO+jW8RxFxTkTsHBEnRsTFEfErYG1SV9FDJI1tsr99JE2RNGXmzJl9/wBmQ1fH78URMaXSkFY4O7+/EyB3+fwYMKnc9TsingdOANYAPICyWc/6Ix+3NHSDpNVI+fTcoiEtr/8wcC6wtaS3tLNvM+uRv0ebDUPtNKb9CdhDUnl8pACQ9AlgJ+CcDqbNzLIddtiBk046iTvuuGNOWNHd8/zzz+fcc8/lk5/85ICkRdJ6Prqd/wAAIABJREFUwCXA/4Bt+zIFd0S8AvyU9Gtcw1/CI+L4iBgXEeNGjx7d292ZDQcDeS8uupwUXbnXBhYCbqiJOzm/uzHNrGeDWacu8mijfCxgvX7at9lI5e/RZsNQuxMQPAT8AzidVAAcKOkGUua/nfRouJl12MEHH8wKK6zABhtswC677IIkjjrqKDbaaCM++clPss466/CNb3yj39Mh6T3AZcAzwBblX7X7YFp+X7YD2zIb7gbkXixpfuC7wGxS92yAt+b3unxfhC3f132bjQCDWad2PjYbeP4ebTYMtdyYFhHPkgYcPgEYR/rl6v3AmsBxpC/WvX5CxcwaW2KJJbjhhhvYa6+9mDJlChHBZZddxt13381+++3HxIkTWXjhhfs1Dbkh7XLgOVJ+f6BDm149v7c7kYHZiDOA9+Jf5P0cGhF357BF8vsrNfFfrsSZi7tqm3UZ5Dq187HZAPP3aLPhqa2BDnNB8FXgq5JGkwqCmR5s2Kz/LbHEEvzyl7/kl7/8JTNnziQiGD16dO3snp0maV3SE2nPk2749zeJuwgwBngmImaUwpeJiCcqcZcEvk0aCPlv/ZF2s+Gmv+/Fko4AvgQcHxFHlha9mN8Xqllt4UqcapqPB44HGDdunOsMNuINYp3a+dhsEPh7tNnw0+tZQyLCP0mZDZJOjBsmaVdgpWKTwChJh+T/H4iIP+R4K5Ea0t5ImgFs4zwBQdkFEfFC/vu9wETgVGBCKc6/JF0F/Is0m+dYYA/SjKDfiIiH+vyhzEaYTt+LJR0OHAKcTJqxt+x/+b2uC1gR1omu32YjygDXqZ2PzQaZv0ebDQ8NG9MkjenNBiNieu+TY2YA06f3LhuNGdNWtt0T2LwSdkR+vwr4Q/57ZWCZ/PfhDba1MvBCg2WFs4DxpIkGliCNu3Yj8LmI8FNpZjUG8l6cG9IOIzWE71Xza/m/SF3DNqpZfcP8PqXd/ZoNd/NYnfqm/F50OSvbkDSW0839sF+zEWMey/Nm1k+aPZk2jTzLSJvm711SzKwwduzYXnXffO2111qOGxHjW4w3ifQoeqvbrY0fEf0/Q4LZ8DONAbgXSzqU1JD2B2CPiHi9Gicinpd0MbCDpHUi4va87mLAXsB/SQ3kZja3acwjdeqIuFfSFGAnSd+NiP8BSHoraUbBKyPikU7v12yEmcY8kufNrP80a0z7Pr0rBMysjw499NABGQvNzOZ5/X4vlvRF4HvAdNIkI5+tlD+PRsRl+e+DgK2Av0s6BngW2JvUPWxbj/1iVmsg8nFLQzdkXyUNx3CNpGNz2JdJE5P5hy+zvvP3aLMRoGFjWkQcPoDpMLOSww8/fLCTYGbzgAG6F6+f38eQunhWXUUaN7F4qmUT4CjgQGAUcAvwoYi4fADSajbkDFA+bnXoBiLieknjgR/kVwDXAzsVT5yaWe/5e7TZyNDrCQjMzMxs6IuICcw9WUhP8f8DfLy/0mNm7Wt16IZS/BtIT5mamZlZL8zXakRJn5J0WpPlp0rasTPJMrOys88+m912263h8t13353zzjtvAFNkZoPB92Kzoc/52GxkcZ43G55abkwDvgR0G5C45DXSeAtm1mH/n707D5OrLPM+/r2TsMoOkT2EJcCojKBBwAVBBEdwAFFcRgQiGMUVHEeWCRAWRR0HGFHUyBqQeVlkURGVxQjKolFcGHZCAIEgYV8kQnK/f5zT0OlUd6rSVXW6qr6f66qrus45dc7dy6+fqqee85xvfetbjBo1eFxHjx7NKaecMuh6SV3DtljqfOZY6i1mXupCjXSm/RNw8xDrbwZeM7xyJNVy2223sdVWWw26fquttuLWW29tY0WSKmJbLHU+cyz1FjMvdaFGOtNeRdFrPpgEVhxeOZJqee655xg9evCrZUcEzzzzTBsrklQR22Kp85ljqbeYeakLNdKZdi/w1iHWvxW4f3jlSKplww035Ne//vWg63/9618zbty4NlYkqSK2xVLnM8dSbzHzUhdqpDPtEmDviDhg4IqI+BiwN3BxswqT9Ir3vve9XHjhhZx++umLrDvjjDO48MIL2WuvvSqoTFKb2RZLnc8cS73FzEtdaEwD234V2AOYFhGHAH8sl7+e4hzvO4CvNLc8SQCHHXYYl112GZMnT+akk05iyy23BOBPf/oTt956K5ttthlHHHFExVVKagPbYqnzmWOpt5h5qQvVPTItM58B3gJ8D1gb+Lfytg7wHeDNmfl0K4qUet2KK67Ib37zGz7xiU/w8MMPc95553Heeefx0EMPcdBBB3H99dez0korVV2mpBazLZY6nzmWeouZl7pTIyPTyMyngE9FxKeBNcrFczMzm16ZpIWsvPLKnHrqqXz7299m7ty5AKyxxhpERMWVSWon22Kp85ljqbeYean7NNSZ1qcM/aNNrkVSHSKCsWPHVl2GpIrZFkudzxxLvcXMS91j0M60iBgHkJn393+8OH3bS1py999fxKjvCp19jxfHK3pK3cW2WOp85ljqLWZe6g1DjUybDSyIiOUz8x/l43qGoY5uQl1STxs/fjyjRo3i+eefZ+mll2b8+PF1nc45f/78NlQnqY1mY1ssdbrZmGOpl8zGzEtdb6jOtGMpQv/SgMeSWuyoo44iIhgzZsxCjyX1HNtiqfOZY6m3mHmpBwzamZaZU4d6LKl1pk6dOuRjSb3BtljqfOZY6i1VZD4ilgduATYEvp2Zn2n1MaVeN6reDSNi34gYP8T68RGxbzOKkrSw6dOnM3v27EHXz549m+nTp7evIEmVsC2WOp85lnpLmzJ/LOAVyqQ2qrszDTgTePMQ67cpt5HUZJMmTeL6668fdP1NN93EpEmT2liRpIrYFkudzxxLvaWlmY+INwAHA0cv6T4kNa6RzrTFTdi0FLBgGLVIGkRxFe3Bvfjii4wa1UicJXUo22Kp85ljqbe0LPMRMRr4PvAz4OIl2YekJTPUBQhqqfmOPiJWAXYDHh52RZJqGuwCBE8++SSXX345a6+9dpsrklQR22Kp85ljqbe0KvOHAJsD71vC50taQkMOZYmIoyNifkTMp/gHcG7f4/434DHgA8D/a0PNUk845phjGD16NKNHjyYi2GeffV5+3P+2+uqrc8EFF/ChD32o6pIltYBtsdT5zLHUW9qR+YjYEDgGODYzZ9ex/eSImBkRMx999NHF7n/8YZcvcpP0isWNTPsjMJ1iaOq+wHXArAHbJPAscCPwv80uUOpVW265Jfvuuy+ZyfTp03nb297GRhtttNA2EcEKK6zAtttuy4c//OGKKpXUYrbFUuczx1JvaUfmv1vu88R6Ns7MacA0gIkTJw49h4ykxRqyMy0zLwMuA4iIDYDjM/PqdhQm9bo99tiDPfbYA4D77ruPKVOmsNNOO1VclaR2sy2WOp85lnpLqzMfEfsAOwPbZ+aLzdqvpPrVNWdaRKwAzAZWa2k1khbx7LPPMn78eB5//PGqS5FUIdtiqfOZY6m3tCLzEbEMxWi0nwJzImKTctW65f3K5bK5mflks44raWF1Xf4vM58FPgis1NpyJA20wgorcP755/P0009XXYqkCtkWS53PHEu9pUWZXw4YS3Hhgrv63WaU6/cpHx/YxGNKGqCuzrTSrcD4FtUhaQivec1rmD17dtP3GxGHR8SFETErIjIihjxIRGwTEVdFxDMR8XRE/CwitmzwmMPeh9TDbIulzmeOpd7S7Mw/B+xd4/apcv3Pysc/auIxJQ3QSGfa14GDImLTVhUjqbYvfelLfOc73+HOO+9s9q6/ArwDuAd4YqgNI2Jb4FfAhsBRwNHABOC6iNiinoM1Yx9Sj7MtljqfOZZ6S1Mzn5kvZuZFA2/AFeUm95TLmv7GQdIr6pozrbQ58ADwl4j4CcXQ0ecHbJOZeVyzipNUuP3221l//fXZYosteM973sOECRNYfvnlF9omIjjyyCMb3fXGmTmrfP4twApDbPtN4B8UE50+WD7nAuA24L+BXeo4XjP2IfUy22Kp85ljqbeYeakLNdKZNrXf1+8dZJsE/CcgNdnUqVNf/vqSSy6puc2SdKb1daQtTjmJ6dbAGX2dYOXzH4yIC4FJEbFWZs5p5T4k2RZLXWBqv68ryXE5KfrngA9TnH42D7gTmAacnZnZqmNLPWhqv69blvnMnA3EcPYhqX6NdKZt2LIqJA3p3nvvrbqErcv7G2qsuxH4GPBG4PIW70PqdbbFUuerNMcRMYridLA3A2cDpwDLU3SsnQn8E3BoZQVK3ce2W+pCdXemZeZ9rSxE0uA22GCDqktYp7x/sMa6vmXr1ljX7H1IPc22WOp8IyDH2wBvBU7OzEP6FkbEqcDtwCewM01qmhGQeUkt0MgFCCT1rr4J2ubVWPfCgG2avo+ImBwRMyNi5qOPPrqYw0iSpCGsVN4/1H9hZv4DmEtxpUBJkjSERk7zJCLGAHtSfKK1Kot2xmVmHtCk2iT189JLL3HppZdy00038cQTT7BgwYKF1kcEp59+eqsO3zdJ6jI11i07YJum7yMzp1HM48LEiROdx0U9zbZY6nwV5/i3wJPAlyJiNnATxYdZ+1FMt/DJFh1X6lm23VL3qbszLSJWA34JvI5iYsPklQkOs98y/wlITfb444+z4447csstt5CZRAR9cwP3fd3izrS+T69rnYbZt6zW6ZvN3ofU02yLpc5XdY4z84mI2B04Dbig36pngPdl5qWD1D0ZmAwwbty4VpQmdaWqMy+pNRo5zfN4isv6HghsTBH6d1FMUvq/wO+A1ZtdoCSYMmUKt99+O6eddhr33HMPmcnPf/5zbrvtNj784Q+z9dZb89hjj7WyhN+V99vVWLctxQuA37dhH1Kvsy2WOt9IyPGzwC3AN4C9ylruBs6LiJ1rPSEzp2XmxMycOHbs2BaXJ3WVkZB5SU3WSGfabsD0zDwTeLpcNj8z78jMfYC/Ayc0cvCIODwiLoyIWRGR5VDzobbfJiKuiohnIuLpiPhZRGzZyDGlTnT55Zez7777MmnSJFZaqZjqZPTo0Wy22Wace+65LLfcchx++OEtO35m3g3MBPaOiL4LCVB+vTdwTWbO6bd8jYjYPCJWXtJ9SKqp6W2xpLarNMcRsQVwPXBlZv5HZl6SmadTXJRgDvD9iBjdquNLPci2W+pCjXSmrcUrI0teKu+X7bf+UmD3Bo//FeAdwD3AE0NtGBHbAr+iuLTwUcDRwATguvJFgdS15syZw9Zbbw3AmDHF2dkvvPDCy+v33HNPfvSjHzW834j4aERMiYgpwFhg5b7HEfHRAZt/nmK+s+si4uCIOBi4juL/yL8P2PYzwG3Ae4exD0mLakVbLKm9qs7xIeXxLuy/MDOfBy4HNgDGt/D4Uq+pOvOSWqCRCxA8Dryq/PoZ4EVg/X7rX6SYTLERG2fmLICIuAVYYYhtvwn8A9g+Mx8sn3MBxRv2/wZ2afDYUsdYbbXVeO654uJaK664IksttRQPPPDAy+uXWmopnnhiyP7owRwAvH3AsuPK+18B5/QtzMzrI2IHiqHqx1Oclnk9sHdm/qmegzVjH1KPa0VbLKm9qs5x3zyltUafjRlwL2n4qs68pBZoZGTancBrADJzAXAzsH9ELBMRywP7ArMaOXhfR9riRMQmwNbAhX0daeXzH6T4VO2dEbFWI8eWOsmmm27KrbfeCsCoUaPYaqutOOuss5g3bx7PP/8806dPZ6ONNmp4v5m5Q2bGILcdamx/Q2bulJkrZOaKmfmuzPxDje2mlvs4a0n3IammprfFjUy5EBFnldvUur1/yb8tqac0PccNurW837//wohYBdiD4myRu1t4fKnXVJ15SS3QSGfaL4D3R8Qy5eMTKS7t+zjwN2AicFJzy3vZ1uX9DTXW3UgxieMbW3RsqXK77LILF110EfPmzQPgC1/4AjfddBOrrbYar371q5k5cyaHHHJIxVVKaoNWtMV1T7nQz0dr3H7b4HGlXlXla2qAk8tjfTUizomIT0bEERRv8NcGpmTm/BYeX+o1VWdeUgs0MoT7K8A3MnMeQGZeEBEvAfsA84GLMvP8FtQI0DdZ+YM11vUtW7fGOi/jra5wxBFH8MUvfpFllina4A984AOMGTOGc889l9GjR/P+97+fD37wgxVXKakNWtEWNzLlAuVxz23wGJJeUeVrajLzvoh4E8UcxDsBH6KYAP2PwL9n5sWtOrbUoyrNvKTWqLszLTMTmDdg2cVAOxrc5cv7eTXWvTBgm4Vk5jRgGsDEiROz+aVJrRcRL3ek9dlrr73Ya6+9KqpIUhVa0RbXO+VCfxERwIrAs+UpK5LqVPFr6r7j3QPs167jSb1sJGReUvM1cppnlZ4v75epsW7ZAdtIkqTWeqq8/T0iroyIbaouSJIkSWqXTrlSz0Plfa1TOfuW1ToFVJIkNc8cinldfg88B7weOBi4LiJ2zcyraj3JKRckSZLUTTqlM+135f12wGkD1m0LJMULe0mS1CKZediARZdGxHkUcy19B5gwyPOcckGSJEldoyNO88zMu4GZwN4R0XcxAsqv9wauycw5VdUnSVKvysy7gAuATSJi06rrkSRJklqt0pFpEfFRYIPy4Vhg6YiYUj6+LzPP6bf554FfUpxKckq57LMUHYL/3o56JUlSTbPL+zWAOyusQ5IkSWq5QUemRcQ1EbFTv8f7RsT4Jh//AOC48vZqYJV+jw/ov2FmXg/sQPGC/fhym7uB7TPzT02uS6rUO97xDq6++uqXH0+fPp3Zs2dXV5CkSrSpLW6GvtM7H6m0CmkE6qAcS2oCMy/1hqFO89wBWLPf4zOBNzfz4Jm5Q2bGILcdamx/Q2bulJkrZOaKmfmuzPxDM2uSRoIZM2bwyCOvvCedNGkS119/fYUVSarIDrS4La5XRLwqIpatsXwriikXbsvMe9pfmTTi7cAIybGkttgBMy91vaFO83wY2LDf42hxLZJKa6+9Nvfee+/LjzOdr1vqUS1vixuYcmECcEVEXArcxStX8/wYMJ/yap2SFuFraqm3mHmpBwzVmXY1MCUiJgJPlMsmR8Q7h3hOZuYBQ6yXVIeddtqJ448/npkzZ7LqqqsCMG3aNK666qpBnxMRnH766e0qUVJ7tKMtPgB4+4Blx5X3vwL6OtPmAFcBOwIfAZajeMNwPnBCZt7ewDGlXuJraqm3mHmpBwzVmXYIkMA7gbXKr7cvb4NJBsx1JqlxJ510EhHBVVddxZw5c4gIrr32Wq699tpBn2NnmtSVWt4W15pWYZDt5gAfrXe/kl7ma2qpt5h5qQcMOmdaZj6Wmftl5rqZOZpieOo+mTlqiNvo9pUuda/VV1+ds88+mwcffJD58+eTmZx77rksWLBg0Nv8+fOrLltSk9kWS53PHEu9xcxLvWGoCxAMdAzw51YVImlwRx99NP/8z/9cdRmSqmdbLHU+cyz1FjMvdaGhTvNcSGYe0/9xRKxRLp/b7KIkLezoo49e6PHcuUXs1lhjjSrKkVQR22Kp85ljqbeYeak7NTIyjYhYJyLOjogngUeARyLiiYg4KyLWbU2JkgAeeugh9ttvP1ZZZRXWXHNN1lxzTVZddVX2339/HnzwwarLk9QmtsVS5zPHUm8x81L3qXtkWkSMA26kmETxj8D/lateA+wL7BwR22bmA02vUupx999/P9tuuy1z5sxhyy235LWvfS0At956K9OnT+fKK6/kxhtvZP3116+4UkmtZFssdT5zLPUWMy91p7o704DjgFWB92TmT/uviIh3AxeX2+zftOokAXDkkUfyxBNP8JOf/IRdd911oXVXXHEFe+21F0ceeSRnnXVWNQVKahfbYqnzmWOpt5h5qQs1cprnLsCpA/8BAGTmFcB3gH9pVmGSXvGLX/yCT33qU4t0pAG8+93v5qCDDuJnP/tZBZVJajPbYqnzmWOptzQ18xGxWUT8ICJui4inIuL5iLg9Ik6MiLWbWLekITQyMm1V4K4h1t8FrDK8ciTV8sQTTzBhwoRB10+YMIEnn3yyjRVJqohtsdT5zLHUW5qd+fWAtYFLgL8CLwFbAJOBD0XElpn5tyWsVVKdGhmZ9ldghyHWb19uI6nJ1ltvPWbMmDHo+muvvZb11luvfQVJqoptsdT5zLHUW5qa+cy8OjPfkZlHZOapmTktMz8LTKLoZNt/OMVKqk8jnWkXAntHxAkRsXLfwohYKSK+AnwAOL/ZBUqCvffemwsvvJDDDz+cp5566uXlTz/9NEcccQQXXHABH/zgByusUFKb2BZLnc8cS72lXZm/r7xftQn7krQYjV6A4G3AocAXI+Khcvk6wGjgN8DxzS1PEhQXILjuuuv42te+xje+8Q3WWWcdAB566CHmz5/PW97yFqZMmVJxlZLawLZY6nzmWOotLcl8RCwLrAAsS3Fl0K+VqxaZm01S89XdmZaZz0fEDhTDR/cENixX/Ry4FDgrM19qeoWSWH755ZkxYwZnnnkml156Kffeey8A73rXu9hzzz3Zf//9GTOmkb5xSZ3ItljqfOZY6i0tzPyBwCn9Hs8G9snM62ptHBGTKeZVY9y4cUtwuNYaf9jliyyb/dXdKqhEqk9D777LkH+/vElqozFjxvDxj3+cj3/841WXIqlCtsVS5zPHUm9pUeYvBW6nGJ22FbA7sMYQNUwDpgFMnDgxm1iH1JMcyiJJkiRJUgfJzL/yyoULLo2IHwK/i4jlM/OECkuTekIjFyCQ1KMiYmpE5BC3F+vYx4whnj+xHd+HJEmS1I0y88/AzcCnqq5F6gWOTJNUj4uBu2ss/2fgP4Af17mfucAhNZbPWsK6JEmSJBWWA1arugipF9iZJmmxyk+6/jxweUR8r/zy9Dp39Vxmntu0wiRJ0hKJiNWAIygmRF8PeAa4BThqsAnMJVUvItbKzDk1lu8IvA6Y0faipB5kZ5qkJRIRrwI+RDFXw88aeN4oiolSn8lMJz+VJKnNImIDijfcK1B8IHYnsDLFiPN1q6tMUh2+ExFrA9cA9wHLAm+keF3+DPDvFdYm9Yy6OtMiYhlgG+DhzLyrtSVJ6m/evHncdNNNrL322kyYMKHqcvrbG1gJ+GZmzq/zOesCz1IMQX8+In4OHJGZt7eoRqlr2BZLnW8E5fhcivcB/5yZD1dYh9TVWpT5/wX2BT4KjAWSolPte8B/Zeb9TTqOpCHUewGC+cDVwLtbWIukGkaPHs1OO+3EFVdcUXUpAx1A0XifUef29wJfByZRdMSdSvE/5aaI2GKoJ0bE5IiYGREzH3300WGULHU022Kp81We44jYHngr8PXMfDgiloqI5auqR+pyTc98Zl6Qme/JzPUzc9nMXC4zN8/Mz9qRJrVPXZ1pmfkSMAeI1pYjaaAxY8aw1lprMZLOiIyIzSheiF+TmffW85zMnJSZ/5mZ52fmRZn5H8AuFKeYnLiY507LzImZOXHs2LHDrl/qRLbFUucbITnetby/PyJ+DPwdeC4i7oyIfSqsS+o6IyTzklqg3pFpABcCHyjnO5LURnvvvTcXXHABCxYsqLqUPgeU96cNZyflBMfXAjtGxHLDrkrqfrbFUuerOseblfffp7jq337Ax4B/AOdExKRaT3KUuLTEqs68pBZo5AIEpwE7AldGxMnAXcDzAzdyaKnUfAceeCC//OUv2XnnnTn44IOZMGECyy+/6BkZ48aNa3ktETGGYp6Gx4BLmrDL2cAOwKoUn45LGpxtsdT5qs7xiuX9M8COmfkPgIi4FJgFfCUizs7MhT7By8xpwDSAiRMnjpzh8tLIV3XmJbVAI51pt1DMjxQUb3wHM3o4BUla1Ote9zoigsxkxowZg243f3691wEYln8F1gT+JzPnNWF/E4CXgMebsC+p29kWS52v6hz3fXD1v30daQCZ+URE/IjiA7PNgNtadHyp11SdeUkt0Ehn2rEU/wQktdlRRx1FxIiZaqHvFM/Ta60sL9W9MnB/Zj5fLlsZeHbgVT8jYjfgLcAVmflC60qWuoZtsdT5qs7xX8v7OTXW9V3Zc9U21SL1gqozL6kF6u5My8ypLaxD0hCmTp1adQkARMQ6wL8Av83Mvwyy2QkU86/sCMwol+0InFhOdDyLYiTam4B9gLnAwS0sW+oatsVS5xsBOf4t8ElgvRrr+pb9rX3lSN1tBGReUgs4CaKkRuxPMQS90QsP3AHMBN4DfJni6p1vBb4LbJmZdzaxRkmSNLhLKeZL2yciVuhbWI4s3xO4MzPvrqo4SZI6QUOdaRGxYkQcFRG/joi7ImK7cvka5fLNW1OmpGeeeYZjjz2Wt771rUyYMIEbbrgBgLlz53Lsscdy++23t7yGzPxKZkZmfn+IbfYvt5nRb9ltmfmBzNw4M1fIzGXKrz+dmQ+2vHCpi9gWS52vyhxn5hPAF4F1gRsj4gsRcRhwI7A08NlWHVvqVbbdUvep+zTPiBgL/BrYCLi7vF8OIDPnRsR+wCrAF1pQp9TTHn30Ud761rcya9YsNtlkE2bNmsXf/17MH7zGGmtw9tln8+STT3LiiSdWXKmkVrItljrfSMhxZk6LiLnAl4DjgAXADcC/ZeZvWnVcqReNhMxLar5GLkBwPLAWsA1wP4vOpXAZsFOT6pLUz5QpU5gzZw433XQT48aN49WvfvVC6/fYYw+uvvrqiqqT1Ea2xVLnGxE5zsyLgYtbfRxJIyPzkpqrkdM83wOcmpl/oPbVSGYB6zelKkkL+clPfsKnPvUp3vCGN9S8qudGG23EAw88UEFlktrMtljqfOZY6i1mXupCjXSmrUExLHUwC4Blh1eOpFrmzp3LJptsMuj6UaNG8cILL7SxIkkVsS2WOp85lnqLmZe6UCOdaXOAjYdYvxXFsFVJTbbWWmtxzz33DLr+5ptvZty4cW2sSFJFbIulzmeOpd5i5qUu1Ehn2k+BA8rLZi8kIrYB9qU431tSk+26666cfvrpPPzww4tIuTOmAAAgAElEQVSsu+mmm5g+fTp77LFHBZVJajPbYqnzmWOpt5h5qQs10pl2DPAScDNwAsX53vtFxP8C1wIPAV9reoWSOProoxkzZgxbbbUVhx9+OBHB2WefzYc//GG233571llnHQ499NCqy5TUerbFUuczx1JvMfNSF6q7My0z5wDbAjcBHwMC+CjwAeAXwNsy8/FWFCn1urXWWosbb7yRbbbZhjPOOIPM5JxzzuGCCy5gl1124brrrmO11VarukxJLdaqtjgiDo+ICyNiVkRkRMxezPbbRMRVEfFMRDwdET+LiC0b/oakHuRraqm3mHmpO41pZOPMfADYIyJWAjaj+Edwt+GXWm/99dfnsssu4+mnn+aOO+4gM9lkk03sRJN6TIva4q8AjwN/AFYZasOI2BaYATwIHFUu/gxwXUS8OTP/Mow6pJ7ga2qpt5h5qfs01JnWJzOfBn7X5Fok1WGllVZi6623rroMSRVrclu8cWbOAoiIW4AVhtj2m8A/gO0z88HyORcAtwH/DezSpJqkrudraqm3mHmpezTcmRYRbwLeC2xULpoFXJqZNzWzMEmL+u1vf8sll1zCrFmzANhoo43Yc8892WabbSquTFI7Nbst7utIq+O4mwBbA2f0daSVz38wIi4EJkXEWuUpLZKG4GtqqbeYeam71N2ZFhGjgWnA/hTDUvv7UkRMBw7MzPnNK08SwPz585k8eTJnnXUWmbnQuq9//evsu+++nHbaaYwePbqiCiW1wwhoi/uGxd5QY92NFHPBvBG4vEXHlzreCMixpDYy81J3auRqnlOASRSX7X0zxZwqqwBvAX5EcUnfKc0uUBIcf/zxnHnmmeyxxx5cf/31PPnkkzz55JP85je/Yffdd2f69Okcf/zxVZcpqfWqbovXKe8frLGub9m6LTy+1A2qzrGk9jLzUhdq5DTPjwFXZuZeA5bfALw3Iq4stzmmWcVJKpxxxhnsvPPOXHzxxQst32677bjkkkvYeeedOeOMMzj66KMrqlBSm1TdFi9f3s+rse6FAdu8LCImA5MBxo0b15rKpM5RdY47wvjDag9wnf3V3dpciTRsZl7qQo2MTHs1Rc/5YC4tt5HUZH/729/YfffdB12/55578re//a2NFUmqSNVt8fPl/TI11i07YJuXZea0zJyYmRPHjh3bsuKkDlF1jiW1l5mXulAjnWl3AmsNsX7tchtJTbbpppsyZ87g83k//PDDbLrppm2sSFJFqm6LHyrva53K2bes1imgkl5RdY4ltZeZl7pQI51pJwCfjojXD1wREVsBnwK+0qzCJL3i8MMP59vf/jZ/+tOfFll38803c+qpp3LEEUdUUJmkNqu6Lf5deb9djXXbAgn8voXHl7pB1TmW1F5mXupCg86ZFhFH1Vh8LzAzIn4B3F4u+ydgZ+BPgENjpCY49thjF1m24YYbMnHiRHbZZRc233xzAG677TauvPJKXv/613PnnX6gJXWbkdYWZ+bdETET2DsijszMh8o61wH2Bq7JzMGH0Uo9aKTlWFJrmXmpNwx1AYKpQ6x7d3nr7w3AVsBxw6xJ6nlTp04ddN0VV1zBFVdcsdCyP/zhD9x8880ceeSRLa5MUptNHWJd09riiPgosEH5cCywdET0XVnsvsw8p9/mnwd+CVwXEaeUyz5LMdr93xs5rtQjpg6xztfUUveZOsQ6My91iaE60zZsWxWSFnLvvfdWXYKkkaFdbfEBwNsHLOt7Uf8r4OXOtMy8PiJ2AI4vbwlcD+ydmYueiy7J19RSbzHzUg8YtDMtM+9rZyGSXrHBBhssfiNJXa9dbXFm7tDg9jcAO7WmGqm7+Jpa6i2tznxEbArsA+wCbExxNe17gAuBkzPzuVYeX1KhkQsQSJIkSZKk6nwMOISiA+1Y4D+AOyhGi18fEctVWJvUM4Y6zXMREbEBMBmYAKwOxIBNMjP9pFpqgfvuu49p06Zx11138dhjj5GZC62PCK6++uqKqpPULrbFUuczx1JvaXLmLwJOyMyn+i37bkTcBfwnxdQN3xpmyZIWo+7OtIjYnWLo6FLA08ATrSpK0sJ+9KMfsffee/Piiy+y0korseqqq1ZdkqQK2BZLnc8cS72l2ZnPzJmDrDqfojPtdcPZv6T6NDIy7WvAA8B7M/MvLapHUg2HHnoo66+/PpdccglbbLFF1eVIqo5tsdT5zLHUW9qV+fXK+0daeAxJpUbmTBsPfNNGX2q/2bNn87nPfc6ONEnjsS2WOt14zLHUS8bT4sxHxGjgSOAl4LxWHUfSKxoZmXYvsEyrCpE0uA033JB58+ZVXQYRkYOsei4zV6hzH7sCU4DXA/OAq4EvZea9zalS6mq2xVLnM8dSb2lH5k8GtgOOyMw7am0QEZMp5m1j3LhxLS5ncOMPu3zY287+6m7NKmdYRnp9aq1GRqadDBwYEa9qVTGSajv44IM57bTTeO65EXGl6+uAjw64HVDPEyNiL+AnwHIUVx76L2B74DcRsU5LqpW6i22x1PlGVI4jYvmImBURGRFOWi41X0szHxHHAZ8BpmXmCYNtl5nTMnNiZk4cO3ZsK0qRekrdI9Myc1pErAT8X0ScDcwG5tfYbnrzypMEMHnyZJ5++mle+9rXst9++zF+/HhGjx69yHb77rtvO8qZlZnnNvqkiFgKOIVizoi3Zeaz5fIrgN8DUyk/LZNUm22x1PlGYI6PBXxnLbVIKzMfEVMpzvg4E/jk8CqV1IhGrua5JrAXMI7ifOxaEvAFvNRkjzzyCBdffDH3338/xx13XM1tIqJdnWlExNLA0n0dYnV6O7AOcFT/52XmHyNiBvDBiPh0Zr7Y3Gql7mFbLHW+kZTjiHgDcDDwJeC/W308qRe1KvNlR9rRwNnAgZk52HQsklqgkTnTvgtsDZxEcZqXl/GW2uSTn/wkv/vd7zjkkEN429vexqqrrlplOe8H9gFGR8SjFJfhnpKZTy3meVuX9zfUWHcj8A5gU+D/mlWo1IVsi6XONyJyXE5Y/n3gZ8DF2JkmtUrTMx8RR1F0pJ0DfCwzFwx3n5Ia00hn2k7A/2TmF1tVzOI0Y/JzqRNdffXVfP7zn+cb3/hG1aX8FrgQuBtYCdiVYo6Gt0fEmxczUq1vTrQHa6zrW7YuNTrTRsqEqbU48ajarPK2WNKwjZQcHwJsDryv4jqkbtfUzEfEp4FjgPuBq4B/i4j+mzySmVc241iSBtdIZ9o8ijfQVbsOmDZgmaeFqasts8wybLLJJlWXQWZuM2DR9Ij4M/Bl4PPl/WCWL+9rXZb0hQHbDDzuNMrcT5w40SHs6mUjpS2WtOQqz3FEbEjxZvzYzJwdEeOrrEfqcs3OfN/ZHuMoTvEc6FeAnWlSizVyNc/LgZ1bVUgDZmXmuQNu51ddlNRKu+22G1deOWLbxP8C/gEsbijW8+V9rUuDLztgG0m1jZS2WNKSGwk5/i4wCzix3idExOSImBkRMx999NHWVSZ1n6ZmPjP3z8wY4rZDs44laXCNdKZ9AVg/Ir4ZERvHgLGk7RQRS0eEp3WqZ5x44ok88MADfO5zn+Oee+5hJM0vWl4w4CFgjcVs+lB5v26NdX3Lap0CKukVI6YtlrTEKs1xROxD8cb+oEYu+pOZ0zJzYmZOHDvWi39KDbDtlrpQI6d5zqW4ysgbgU9DcfXAATIzG9nnkljSyc+ljrXGGmsQEfz+97/n29/+ds1tIoKXXnqpzZVBRCwLrEdxEYGh/K68345ifof+tgWeBu5sbnVS1xkpbbGkJVdZjiNiGYrRaD8F5kRE3xwSfR9qrVwum5uZTzb7+FKPsu2WulAjgZ1O8U+gSg1Pfj6SJy6X6rXvvvvWanTbKiJWz8zHaqw6juJ/yY/7bbs2sDJwf2b2nbr5K+Bh4MCIOKkvrxHxemAH4MxGPiGXetRIaIslDU+VOV4OGEsxNUOt6Rn2KW//AVR+1SOpS9h2S12o7s60zNy/hXXUW0PDk587cbm6wVlnnVV1CQBTImJb4JcUVw9agaJDe0fgJuCUftueAOxXrpsBxemgEfF5itGk10XE9yk6xQ8BHqW4vLekIYyEtljS8FSc4+eAvWssHwucCvwMOB34czuLkrqZbbfUnbphKOl/UbwJ342hryQoaXhmAK+h6CRbHZgP3AX8J3BiZr4w+FMLmXlhRPwdmELxifc84Grg0Mx0vjRJklqoHAF+0cDl/a7meU9mLrJekiQtrO7OtIio6xzJzLx/yctpXDnapZ7Jz6WOdf/99cWqlacyZ+ZlwGV1brs/sP8g634C/KRphUk9ZKS2xZLqZ46l3mLmpe7UyMi02dR3rvfoJStlyTQw+bnUscaPH1/XnGnz589vQzWSKjSbEdgWS2rIbEZYjjNzNuAVBqXWmM0Iy7yk4WukM+1YFv0nMAbYGNgD+AtwRZPqWkQjk59L3eaoo45apDPtpZde4p577uGyyy5jiy224N3vfndF1Ulqo0rbYklNYY6l3mLmpS7UyAUIpg62LiI2Am4AZjahpsE0Mvm51FWmTp066LpZs2ax3XbbMXHixPYVJKkSI6AtljRM5ljqLWZe6k6jmrGTzJwFfA84phn7G8QM4GmKyc9PLo+1GsXk5ztk5t9beGxpxNpoo434xCc+wdFHezFMqZe1qS2W1ELmWOotZl7qXM28mueDFFf6a4lGJj+Xes26667LrbfeWnUZkqrX0rZYUluYY6m3mHmpAzVlZFppT+CJJu5PUp0uvfRSVl111arLkFQ922Kp85ljqbeYeakD1T0yLSKOGmTVasA7gNcBX29GUZIWduyxx9Zc/vjjj3PNNddwyy238KUvfanNVUlqN9tiqfOZY6m3mHmpOzVymufUIdbNAaYAXxtWNZJqGuoCBGuttRbHH388hx56aPsKklSVqUOssy2WOsPUIdaZY6n7TB1inZmXOlQjnWkb1liWwOOZ+WyT6pFUw7333rvIsohgtdVWY4UVVqigIkkVsS2WOp85lnqLmZe6UN2daZl5XysLkTS4DTbYoOoSJI0AtsVS5zPHUm8x81J3auYFCCRJkiRJkqSu1shpnkTEdsBngAnA6kAM2CQzc+Mm1TZijD/s8prLZ391tzZXol52ww038K1vfYu77rqLxx57jMxcaH1EcM8991RUnaR26dW2WOom5ljqLWZe6j6NXM1zX+BM4EXgTuD+VhUlaWHTp09n0qRJLLXUUmy66aaMGzeu6pIkVcC2WOp85ljqLWZe6k6NjEz7T+AO4J2Z+VCL6pFUw5e//GU222wzrrrqKtZZZ52qy5FUHdtiqfOZY6m3mHmpCzUyZ9oGwHf8ByC133333cdBBx1kR5ok22Kp85ljqbeYeakLNdKZ9ldgmVYVImlw6623HvPmzau6DEnVsy2WOp85lnqLmZe6UCOdad8FPhIRo1tVjKTaPvnJT/KDH/yA+fPnV12KpGrZFkudzxxLvcXMS12okTnTfg+8D/htRHwbuBdY5J19Zl7bpNokld74xjfywx/+kDe96U18+tOfZsMNN2T06EXb4+23376C6iS1UeVtcUTkIKuey8wVWnVcqYtUnmNJbWXmpS7USGfa1f2+Pg0Y+GI6ymX2uEtNttNOO7389YEHHkjEwlfTzkwiwpFrUvcbKW3xdcC0ActebPExpW4xUnIsqT3MvNSFGulMm9SyKiQN6cwzz6y6BEkjw0hpi2dl5rlVFyF1qJGSY0ntYealLlR3Z1pmnt3KQiQNbr/99qu6BEkjwEhqiyNiaWDpzHy26lqkTjKSciyp9cy81J0auQCBJEkSwPuB54FnIuJvEXFKRKxcdVGSJElSOzRymqckSdJvgQuBu4GVgF2BzwBvj4g31xqpFhGTgckA48aNa2OpkiRJUvPZmSZJkuqWmdsMWDQ9Iv4MfBn4fHk/8DnTKC9YMHHixMGuBipJkuoQEYcDbwDeCGwI3JeZ4ystSuoxnuYpSZKG67+AfwC7VV2IJEk94CvAO4B7gCcqrkXqSY5MkyRJw5KZL0bEQ8AaVdciSVIP2DgzZwFExC3AChXXI/UcO9OGYfxhly+ybPZX/VBe3SciNgX2AXYBNgaWpfgk7ELg5Mx8ro59zADePsjqrTNzZnOqldRuEbEssB5wY9W1SJLU7fo60iRVx840SfX4GPBp4EfAD4AXgR2B44EPRMS2mfn3OvYzFzikxnJfEEgdICJWz8zHaqw6juI1xY/bXJKkBjXjAzJJknqdnWmS6nERcEJmPtVv2Xcj4i7gP4EDgG/VsZ/nMvPcVhQoqS2mRMS2wC+B+ylOK9mVonP9JuCUCmuTVJ9mfUAmSVLPsjNN0mINcQrm+RSdaa+rd18RMYriDfgzmelV/aTOMgN4DbAfsDowH+jrVD8xM1+orjRJdWrWB2SSOkhETAYmA4wbN26J9lFrmqMqDFZHrSmXGtl2sO07cSqnRr/vkWykfi9ezVPScKxX3j9S5/brAs8CTwHPRsTFEbF5SyqT1HSZeVlmvisz183MZTPzVZm5ZWZ+xY40qTNk5swBHWl9zi/v6/6ATFLnyMxpmTkxMyeOHTu26nKkjufINElLJCJGA0cCLwHn1fGUe4HfAH+mGM2yDfAZYKeIeGtm/qVVtUqSpMVq9AMySZJ6lp1pkpbUycB2wBGZecfiNs7MSQMWXRQRP6I4bexEYOfBntuMYemSJKm2ej4ga9UpYo2eptPIPkbqqUGSpM7naZ6SGhYRx1GMKpuWmScs6X4y8zrgWmDHiFhuiO0cli5JUuv0fUB21GAfkNkWS5L0CkemSWpIREwFpgBnAp9swi5nAzsAqwJePUySpDZq1gdkktonIj4KbFA+HAssHRFTysf3ZeY51VQm9Q470yTVrexIOxo4GziwSVfjnEBxWsnjTdiXJEmqUws+IJPUHgcAbx+w7Ljy/leAnWlSi9mZJqkuEXEURUfaOcDHMnPBINutDawM3J+Zz5fLVgaezcz5A7bdDXgLcIVXApQkqX1a9AGZpDbIzB2qrkHqdXamSVqsiPg0cAxwP3AV8G8R0X+TRzLzyvLrE4D9gB0pLi5A+fWJEfFjYBbFSLQ3AfsAc4GDW/wtSJKkUr0fkEmSpNrsTJNUj63L+3EUn2AP9CvgyhrL+9wBzATeA6wJLAX8Ffgu8JXMfLB5pUqSpME0+AGZJEmqwc40SYuVmfsD+y/ptpl5G/CBJpclSZIaN9wPyCRJ6nl2pknqCeMPu3yRZbO/utuw9zFSDFZbo9+jJKm7NfIBmSRJqs3OtC7QjE4CSZIkSZIkLd6oqguQJEmSJEmSOoWdaZIkSZIkSVKd7EyTJEmSJEmS6mRnmiRJkiRJklQnO9MkSZIkSZKkOtmZJkmSJEmSJNXJzjRJkiRJkiSpTnamSZIkSZIkSXWyM02SJEmSJEmqk51pkiRJkiRJUp3GVF2AJEnS4ow/7PKay2d/dbc2VyKpmQbLdrs1Ukcz/u+MlP9pI6WOVun2709SdRyZJkmSJEmSJNXJzjRJkiRJkiSpTnamSZIkSZIkSXVyzjRJPavd82g4b0dv8fctSZIkdSc700agZrwBa2QfvuEbmWr9XvydSJIkSZJULU/zlCRJkiRJkupkZ5okSZIkSZJUJzvTJEmSJEmSpDrZmSZJkiRJkiTVyQsQSJKkruNFXNQMXqRJkiTV4sg0SZIkSZIkqU52pkmSJEmSJEl1sjNNkiRJkiRJqlNHdaZFxKiIOCQibo+IFyLigYj474h4VdW1Sd1uuPkzv1J3MMtS5zPHUmczw1L1OqozDTgJOBG4FfgscCHwOeDHEdFp34vUaYabP/MrdQezLHU+cyx1NjMsVaxjruYZEa+l+EdxcWa+r9/ye4FvAh8CzquoPKmrDTd/5lfqDmZZ6nzmWOpsZlgaGTqp1/rDQAAnD1j+feB5YJ+2VyT1juHmz/xK3cEsS53PHEudzQxLI0AndaZtDSwAftt/YWa+APyxXC+pNYabP/MrdQezLHU+cyx1NjMsjQCd1Jm2DjA3M+fVWPcgsEZELN3mmqReMdz8mV+pO5hlqfOZY6mzmWFpBIjMrLqGukTEPcBSmTmuxrrpwEeBVTPzyQHrJgOTy4ebAXcs5lBrAHOHX7FazN/T4DbIzLHN3OGS5q+Jz28kx/5tdA5/V7U1PcPNYlvcdfw5t06v59i/rfbzZ958IzLHbciwf0sjn7+j+rQ0wx1zAQKK879fPci6Zftts5DMnAZMq/cgETEzMyc2Xp7ayd9T2y1R/pr1/EZy7N9G5/B31ZFsi7uIP+ee1fIc+7fVfv7Me0pLM+zf0sjn72hk6KTTPB+iGLK6TI1161IMdf1Hm2uSesVw82d+pe5glqXOZ46lzmaGpRGgkzrTfkdR75v6L4yIZYEtgZlVFCX1iOHmz/xK3cEsS53PHEudzQxLI0AndaadDyRw8IDlHweWB37QpOPUfRqKKuXvqb3qzl9EbBwRmy/p85vAv43O4e+q89gWdxd/zr2pHTn2b6v9/Jn3jlZn2L+lkc/f0QjQMRcgAIiIU4DPAJcAPwX+Cfgc8BvgHZm5oMLypK5Wb/4iYjbFZI+xJM+XNLKZZanzmWOps5lhqXqd1pk2mqIHfjIwnuIKFucDR2XmsxWWJnW9evM3RGea+ZW6gFmWOp85ljqbGZaq11GdaZIkSZIkSVKVOmnONEmSJEmSJKlSdqYBEbFKRIyvug5VKyJi8VtpJDLDUuczx1LnM8dS5zK/UmN6ujMtIt4TEdcCdwBXRMSFEfGaqutSe0XEUhExEVi23zI71jqAGVaZ37dExBp9uTW/ncUcd6cym+ubx95gjrubee5u5lf9mff69WxnWkS8BzgVmAccD9wAvB04PyLeUWVtaq1+b7g3j4jzgMeAHwN/jIijI2JMZqb/QEY2M9zbImLjiJgOPA78CLgZOCUiVje/ncMcd49+bes2EXEJ8BDwC+CCiHhDpcWppcxx9zHPvcP8yrwvuZ68AEFErE7x5uvVwM6ZObtc/mbgOuB3wNsy88XKilRLRcRqwHTgtcBJwEvAO4E9ge8Bn83Ml6qrUEMxw70tIl5FkdMdga8BTwJvAj4FXAn8a2b+o7oKVQ9z3H0iYgLwE4pM/hBYB5gEBPD+zPxFheWpBcxx9zLP3c/8qo95XzK9OjJtFWBb4Mf9/mkslZnXA6dQvCnbp7ry1GwRMfBv/b3ArsBRwLcz89TM3Au4CPgE8JHyeY5uGZnMcA+pkd+3Av8GfBU4NTOnZ+ZngBOBnSkuFa+Rzxx3nxOAtYEvASdl5sHAeyg+5f56RGxeZXFqCXPcvcxz9zO/6mPel0CvdqYtTTGU9WGAiBgNzC/XnQP8FfhMNaWpGSJiTES8OyJ2iIilM3NBubyvc+zdwDPANZk5PyKWLpd/Fbgb+GJELJO9OHSzM5jhLlbmd/fytmKN/P5reX9NZr7UL7/fBX4JHBQRm7S5bDXOHHeYoeYojIg1ga2AKzPzV/1GMtwEHAf8M/DhiFiqitrVMua4Q5lnYX57hnlvjV7tTHua4rS+t/Qt6HuzRjHvzpXAVr4Z6zwRsWZE/A/wFHAucDFwQ0T8C0C/zrHngUeBBeXyvlPC/gicT3H65zvbWLoaY4a7UESsFhFfA54ATgfOBu6IiI9ExOh++X2u3GY5WCi/9wDnAeOAXcoXhRq5zHGHKOcoPIdX5ij8I/3mKCw3GwWsx4DXlmU+L6P4ne4FbF7u05Hf3cEcdxjzrH7Mb5cz763Vq51pDwP3A9tExLKZOR+KU4nKfyC/Lrfbq6oC1Zh+p4F9HPgQ8HVgb2AqxRvusyJi13LbZSlGpW1YruvbR5S//xkUFyV4b5vKV+PMcBfp1yh/CPgY8B2K+Qs/C9xKMT/ax8ttx1B0hK8CrNR/H+WLghuBOylGn76qTd+Clow57gDlHIXHAO8A/hM4BLiUYo7C8/qNDJ1DMYphxYhYp3xuAGTmsxSjHF4LvLFc5sjv7mCOO4h51gDmt4uZ99bryc608p/DWcCaFPNm9Q1r7fvDmAn8HfDqFR0iMxdExGbAf1AMST02M6/JzG9SNACvAqZGxFqZ+QJwL8WEirvAy7//PrcCfwb+pZ3fg+pnhrtDv4Y6I2I9ikb+LuDQzPxNZp4LvJ9iMtSjI2L98sIgD1GMKt2hxm7/SnElqm2B5Vv/XWhJmeORaQnmKDyk3G4ZivZ3M4pPuAe+4P4Z8A9gi4hYpnXfgdrJHI9s5llDMb/dxby3X092ppX+t7w/sLxfUL6hi8z8C8X54/PKUUwaAcp5lD4YEZ+OiIl9ven9RrWsDqwI/LDvdxnFfGm3U4x0mUjxDwWKfxjPAfuXjxf0/dPIzIcpOtvWiYhN2/LNaUmY4Q5S5vffIuKIiHhnRKxc/r762qGlgI0p5kHL8jlLZ+aTFCNN16T4JA3gFopOt70iou9Uz778PkVxuufqlC8INKKZ44rF8OYonAF8MiI2Kj+ouo7iCmBvqPGi/jHgdmACr7xRU3cwxyOEedYSML8dyrxXr2c70zLzQeDHwL9ExNb93ohlRGwAvAg8mpkveF5wtSJiVER8gWII6neAIyk6w74XEav26zlft7zvO7VrFMU8AFDMvTSHVzrPrgeuBt4UEVv2f/Nern8YeIHiDbxGIDPcOSLiExQjxr5F8WLt58API2J8v7k51qbo4O47xWA0xe8Qijkebgb2Kx/fAvwCeA3l6NLyOX35faK8H9+Cb0dNZI6rE82Zo/AHFHMU7louu54i63sAG5THGVOuS4r5TDfptw91AXNcPfOsJWV+O495Hzl6tjOtdCxFp8n3ImJbePlqFocAKwPXgOcFjwDbAocDP6U49XJHiuGp+wEnR8Ta5XaPlPdvK+8X9L1Rz8z/o+hxf11EvKGcE+CHFBci+PeIWKPcru8fxKsoOtNubuU3pmEzwyNcRLyOYp6G6yka7J0oTsd+M8Xv7bXlpg2X3UIAABLFSURBVH+nyNzO5eP+o0VnA1cBa0XE9mWuf0oxz8dno7xcd7/89g1Bv6mF35qaxxy3Ub83Q7XmKPw/ijkKJ5fb1j1HYUQsT/HJ9fkUOd4doDw1m8ycSzFX6R39Or7VPcxxBcyzmsT8dgDzPgJlZs/eKObM+iBFh8qzFL3yV1P04H6j6vp6/QZEeX8exfDSTfutWxE4mmLk2ef7/T4fAW4DxvZbNrr8+iCKeZa+WD5eEzipXHYyMBoYSzEk9nGKOQRGV/1z8Db034gZHpm3fvk9maKT7M391o0CJpXZ++9+v8sbKS4Osl6/ZaPKr99LMWrtpPLxisDB5T4uAlYoM70L8ADF1YeWrfrn4K2+vxVz3J6fc7+v16M4Vfr6ActXofhk+mFg/XLZRyhGJhwzcF8Ub7LOpHjBvma57NXAXOBvwFZl3lcDvlDmdf+qfxbeWvP3ZY7b+/Pu97V59jbsvyfzO3Jv5n3k3np6ZFoWzqfofZ1G8WbsKeAjmfnFSovrERExOiL2jYhpEfGJchQL8PLw4tWBjYD7MvPO8tQvMvMZ4JsUgf9IRGycxX+BX1BMnrhTuZtRFOGHYmQLFKeTkZmPAIcCVwCfA+4GLgDOoOip/3KWV7XRyGSGq1Wegr1vRJwTEYdHxJv7fWoWUcxntg7F6QHXl3mPzFyQmWdSvBj4YERsUeZ3BsWo0PeV++g/Ce5vKUavrQ/F/4DMPJkir3sB9wGXAOdSvPg7Oos5IDTCmePmi+HNUfhfLDxH4V8osvq+vjlz+p6TxRyFd1PMUdiXzb9RdHT/g2Ly6isoPi0/iuK0kota+92rCua4dcyzWs38jhzmvcNU3Zs3km44CqndP+8dKAL+KPAHigkunwY+NWC7Oyg6t1YrH/cfrfI1is6yA8rHbysf/7Tf84OiU20Nik9cji6XjynvxwJ7UwyVvRg4oG+dt866meG2/qwnUjTSj1JcPfMJipGiXx+w3c8p5mxYu3wc/bLX90nXUeXjN1BcufPWfs/vP7r0IYrOs6X6LVsOeCfwZeD/UQx7N78dfDPHw/75fYJijtDHgVkUIzqvBMb32+bNFKNAj+n7mfPKp9Xjgd8DD5WPR1GMMF0A7NFvH0uX958q171/QB2vobiC2LUUIxwm+bvtnZu/66b9HM2ztyr+7vzdVvNzN+8dduvpkWkDpaOQ2iYiVqU4P38BxbDi3YFNgFuBb0XELv02v4Vi6Oo/9VvWN1rl9PJ+G4DMvI4i9P8SEe8sl2X+//buPMiyujrg+PcMw4AGkEXIoFQYEJQUMVaCMgIWsomAIEsZNrEGkCQuYEAptpAwQYREDAQLCUGQRSEChs2EIBgWl4AgCVQUDCjDZoYtbGEZtjn54/zezJ12Brqnp6fn9ft+qqYe79777rtN93n33XPP7/yqx9JmwBTqYh1ao/PMfDwzLwUOycw9MvOcbGPE1V+M4aWj9VaYCawGfIIagrkuNSzg8Ig4MObP+jSLSnht2ns5LfaAS6lE2wcAMvM/2rKNImJGRExq8ftaRGxOlaQ/kpmv0CpOM/PFzPw+cGxm7p2Z3zB++5txvPgW0aPwCGALFt6jcLv2fDg9Ch8CDh5uj8LMvCszjwK2z8xtM/Ncf7eDw9/16BnPGi/+bpc+470/mUzTeHk3dQH9V5l5fWY+nJkPUY3J7wWOi4j12rbXUVVl74F5ybHelM33UFVrv9tmnAH4W+B+6oNnr4h4e2um+Tmqyu07vf30DqbtywtwqSMiVo6IqQtZtQ51oj8lM6/JzEcy81ngGOou1pHAJm3bq9rj5gBZQzx78fsQ1TD1nZ0h3mdRXyS+BnwuIqZFxPuoKrYngAvafhZogjv0uTRIOsOrD6Kqrb+Smbdk5iyqN+hnqabCB7Tt7qBm8/r9iFinF5OdYSS3UDetdmvPb2772Rb4UkSsFBFT242vL1CJ9McXdmzpcGtpRIxnaXAY7/3NZJqWuNZHae+IuLD1TOqu631gTG+PL7bly7fntwJntvVbt2U/pIZ/bhMRa/X207l4/jHVB+2l9vw66gNpRWrygmuAf6Yq276YNQX0ArwQl0onfm8AbgOuiohrImJ6Z7PN2+Pz7TVTADLzbqqX4YbAh1u830Q1Mt2ml/Buy3vnn+uoWYYmt33cBnyKSnyfAtxAxfCWwAmZ+Ysx+cGlZdwIehQ+kYvuUbj3CHsU/g78Ro/C3akehZdRPQqfxB6F0ogYz9LgMN4nLpNpWmIiYpWI2JcqFb0I2AfYua1bbsjmD7THNwO0YVtk5ktUOepsYJeIWDMzf96WfYjqiQbVM6lnBarZYm/4Zmbm9VRPtgOoi/XDgfUz89tL5IeVJqCI2JS6Q3UyNYPu5VSfsi2B8yPiI23TWe1xDVigXByqWel/AzsCG2bm81Qvs01onwfA8p1y8aCGb85uxzApM39GVb7tDnyTmpp9ncz8+hL9gaU+ERHvBe6kKq83oIZ+/IDqG9qr+HyRiqXVI2LtXoxFxOS2m3+gvqzv3p5fQt2o+tO2j1fb9su1m07PAs9GxPKdc/gh1Iy5ZwIPAkcBf5iZd4zVzy5NNMazNDiM94nNZJqWpHdQWe6VqQvgOVQ/NJjf36iXNX+yrX9Hryqtk6F/kBrvPZ0aTgZV7bIy8Pn2QfFye80k4P3Aj5hf2TK3XZDfm5kXZObnM/O8IRf8kjoiYmVqmOYmVM+Gz2bm0Zm5GzUpxzuBndtJ+WEqeb1+RKzSXh9QPcyoO14bAxu13Z9GTf5xZESsMiQWt6UmMui9fm67G/doZl6ZmX/Z4tj41UDpDdkIexRKfc94lgaH8T44TKZpSbqbqkDZMjNnUL2Qto6IqZ3x3L2E2WxqlpJtqSFeXXOooZu/zfzKl1uAr1OTCJwVER9umf7TqMkJzs7M53o7yGq4KGn4XqD6KmzTklePwryq0qup/gxvo0rJn6Nm4N2MNp32EDdQw6yntuT3LOAEKqYviYh9ImKziPhr6i7dGZn5SCch57BrDZyIWCsijo+Ia2GB85g9CqU+YzxLg8N4H1wm07TEZOaczNw3Mx9ri66hMvF7tOeTOgH8ANULbTqdiQU6j49TGfkNOm/xF9QMoAcAF1PDyQ4ATm/vJWkxtZLyMzPzrm7iuy1fHVgLeK1ViD1DVY++C5jeTvTdk/PTbZu35fzhnF8FDqVmJTqTuit3CNXD4dL2Xp7gNVBaX5QDI+JW4BFgBvBQr+KzeX97tEehtAwznqXBYbwLTKZpDHTGd/8TVcGyJyw4zXKrIruaqkLbL+ZPLDClbfJUe1yu85rHMnMmsD41+8jBwBqZOTOrL5OkUcjMZ9pj9u6GtVUbUMOsr2vr51An7NnA3lRMduO31/thxc6+X8jMvwfWA/4Y+BNg9cw8MjN78S4NjIj4CvAKVWE9i7o5tCNwWGY+G/Nn5rqvPdqjUFpGGc/S4DDe1WMyTUtcb/x1VkPDW4FNI2JjmDebSe8C/cdURcp+1AU5mflyVA+1D7Ztbuzuu1XA3J+Z52TmxVkTFkgaG71zxAyqWvTazro7qaqy7ZjfAPXlNix0q7bNv3Z31k78T2TmJZl5mfGrAdfrVfIlKsYuysy72hCQ7jCRR6kbTPYolJZdxrM0OIx3ASbTNEZi/swhV1DVKXv2VnWGcz5JNWV8DDglaqrgXYHPUFVnp1F92OZxGJi0dLQT9GstEb49cFlm/qpTop7Al4GfUk1UT42azffTwNFUr4Zbu/tMexlKXV9rj29vbRJeiYj3RMSeEbFOp9LzeeAO7FEoLcuMZ2lwGO8C2phbaQz0LpqvAo6lyk+P6w71bFUqv46I3aik2tFt1fJUT7RTvfiWxkfnBL0f1aPh7LZ83ky6mfl8RPwR1ctwP2B/YAXgcqpfw4tL+7ilfpGZD0XE7cBHW0X2ztQkH724+W5EHJaZ/xMR/0bF2fSIuGvIF+hF9Sh8hkp4b0YNR3kT1WPUHoXSEmY8S4PDeFdP+LvQWGmVLRkRlwAfAzbPzFsiYlXqb++pdkE+N2pa4PWorP1NDv+Sxl9ETKNmCvphZu7Vli1PTUawXGY+2JYtB0ylGqnebPxKwxMRn6Rmqr6dmtTjduC3gB2AvajeontTM4JdD/wM+HSvSrQNrd6YGvrx5cw8asj+3wpsQw1J+RdjUxo7xrM0OIx3gZVpWjq+TSXTDm4fDLtRZa9/1qs8y2pofjdDhnVKWvp6SW5gX2BV4JyIWAHYFNga2BV4iIrl3uQiv27/JA3fRcBBVAX3jzpfls+PiFeBjwN7ZOYFEXEecBTVo/CI4fYoBC4Z+x9DEsazNEiMd1mZprHTZjJZk5qi92xqNkCoRNpXgePNskvLppb4/h51l+1kKrG2BfAyNYzzlMy8c/yOUJoYImJytol72vPeHevpwM3AdzJzz4hYibq7/V6qp+htwOrUF/TvU3e8HVotjSPjWRocxrtMpmnMRMQOwJHUeO/J1Iwl52Xm1eN6YJLeUETsAlzZns6lmqSenplXLvpVkhZHpxp0gecR8TTwE2CfzHwyItaleq/sRJ1Xez0Kj8vMX47HsUtakPEsDQ7jfbA5zFNj6WlgOeAw4Nw2lFNSf5hFNTq9GrjY+JXGTs6f4j47zzcBpgD3tS/ikzPzgYg4EHsUSsss41kaHMb7YLMyTZIkaRkREVOADYBTgA8A+2bmVeN7VJIWh/EsDQ7jffBYmSZJkjSOImJN4PeAt1BfxPeg7lx/0S/iUn8xnqXBYbwPNpNpkiRJ42s/4BBgJWBF4CbgzzPzhnE9KkmLw3iWBofxPsAc5ilJkjSO2uy5OwLPANfao1DqX8azNDiM98FmMk2SJEmSJEkapknjfQCSJEmSJElSvzCZJkmSJEmSJA2TyTRJkiRJkiRpmEymqa9ExP4Rceh4H4ekxWMMS5IkSep3TkCgvhIRNwLTMnPaOB+KpMVgDEuSJEnqd1amSZIkSZIkScNkMk1ExJSIOCIi7oiIFyLimYj4aUQcPGS7aRHxzYh4NCJeiohfRcSJEfHmIdudFxELLXmMiIyI84bsMyNiZkTsHBG3RcSciJgdESdHxOTOtvcDHwTWba/p/dtqCf7vkPqOMSxJkiRJS8/kN95EE1lETAG+B2wFXAt8C5gDvBvYAzi9bbcucCvwFuAM4N72mqOBLSJi28x8dRSHshPwGeBM4BvArsDhwFPAiW2bQ4GTgLcCh3Vee/co3lfqa8awpKUtIvYHVs3MvxvvY5E0csaw1P+M4/Fnz7QBFxFHAH8DnJSZxwxZNykz57b/vhDYF/hIZl7d2eZk6oL5oMw8py07D5iRmbGQ90vg/Mzcvz2fBswCXgA2zsz72/IA/gtYIzPX7rz+Ruy3JM1jDEta2oxjqb8Zw1L/M47Hn8M89XGqcuT4oSs6F+GTgI8C/9m9CG9OAuYCu4/yOK7oXYS3907gBmBqRKw0yn1LE5kxLEmSJElLkck0bQj8IjPnvM42awIrAT8fuiIznwRmA+uP8jjuW8iy/22Pa4xy39JEZgxLE4C9D6X+ZgxL/c841kjYM01jYVEfGK/39/ba66z7jaFmksaUMSwtRWHvQ6mvGcNS/zOONVIm03QPsFFErJCZLy1im8eB/wM2HroiIlYD1gbu6Cx+sq1bvVW99Iy28gUWcZEvDTBjWOp/h1JfxBfa+7Dz9ESq0rTb+/CMTu/DGcA5oziOjVmw9+GZVO/DQ9p7k5lXRMShwJsy81ujeC9pIjGGpf5nHGtEHOapC4HVgGOHroiIgHl9l74L/EFE7DBks6Oov6PLO8vuaY/bDdn2C0vgeJ8DVusdmyRjWJoA7H0o9TdjWOp/xrFGxMo0nQbsAhwbEe+jSlrnUBnxdzH/YvoY4EPAFRFxBvBLYEtgL+AHwPmdff4jlTU/KyI2oqpcdqDKUEfrFmBn4PSI+HdqaNn1mfnYEti31I+MYan/bQjcMZrehxGxNHofPjfK/UsTlTEs9T/jWCNiMm3AZebLEbE9VXGyL3UBPYca+31uZ7sHImI6lanfD1gVeJjKwJ/QHReemc9GxE7AKdQF/HPAZe11T43ykE+lPqA+BnyKqqjZGvBCXAPJGJa0CPY+lPqbMSz1P+N4AjOZJlr2/Uvt3+ttNwv4xDD3+RNgi4WsiiHb3T90WWfdTGDmkGUvAJ8czjFIg8IYlvqevQ+l/mYMS/3PONaI2DNNkiRpfNn7UOpvxrDU/4xjjYiVaZIkSePL3odSfzOGpf5nHGtETKZJkiSNI3sfSv3NGJb6n3GskYqaaVWSJEmSJEnSG7FnmiRJkiRJkjRMJtMkSZIkSZKkYTKZJkmSJEmSJA2TyTRJkiRJkiRpmEymSZIkSZIkScNkMk2SJEmSJEkaJpNpkiRJkiRJ0jCZTJMkSZIkSZKGyWSaJEmSJEmSNEwm0yRJkiRJkqRh+n9ywe/dwmQfCQAAAABJRU5ErkJggg==
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>
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<div class="output_html rendered_html output_subarea ">
<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_only</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>low_quality_conservative</th>
      <td>1624.2</td>
      <td>335.0</td>
      <td>3185.1</td>
      <td>819.2</td>
      <td>71.5</td>
      <td>1885.7</td>
      <td>709.0</td>
      <td>124.5</td>
      <td>1340.8</td>
    </tr>
    <tr>
      <th>low_quality_liberal</th>
      <td>3956.5</td>
      <td>996.5</td>
      <td>6289.2</td>
      <td>986.4</td>
      <td>243.0</td>
      <td>1455.6</td>
      <td>975.6</td>
      <td>301.5</td>
      <td>1718.6</td>
    </tr>
    <tr>
      <th>low_quality_unclear</th>
      <td>40182.6</td>
      <td>534.5</td>
      <td>170039.1</td>
      <td>4974.4</td>
      <td>155.0</td>
      <td>13583.4</td>
      <td>7747.9</td>
      <td>161.5</td>
      <td>27066.2</td>
    </tr>
    <tr>
      <th>main_stream_conservative</th>
      <td>129896.8</td>
      <td>58034.0</td>
      <td>198978.4</td>
      <td>31454.9</td>
      <td>16923.0</td>
      <td>37733.4</td>
      <td>20461.9</td>
      <td>8602.0</td>
      <td>27288.0</td>
    </tr>
    <tr>
      <th>main_stream_liberal</th>
      <td>169814.9</td>
      <td>107978.0</td>
      <td>173542.4</td>
      <td>29588.1</td>
      <td>19236.5</td>
      <td>26368.0</td>
      <td>25866.4</td>
      <td>15814.5</td>
      <td>26166.0</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>
</ul>

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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:  5511
</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>low_quality_conservative</th>
      <td>202.7</td>
      <td>19.3</td>
      <td>580.6</td>
    </tr>
    <tr>
      <th>low_quality_liberal</th>
      <td>22.6</td>
      <td>10.8</td>
      <td>43.7</td>
    </tr>
    <tr>
      <th>low_quality_unclear</th>
      <td>516.6</td>
      <td>72.7</td>
      <td>760.6</td>
    </tr>
    <tr>
      <th>main_stream_conservative</th>
      <td>489.7</td>
      <td>129.5</td>
      <td>1033.2</td>
    </tr>
    <tr>
      <th>main_stream_liberal</th>
      <td>240.2</td>
      <td>121.0</td>
      <td>378.6</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_only</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>low_quality_conservative</td>
      <td>217</td>
      <td>7</td>
      <td>265.0</td>
      <td>1.221198</td>
      <td>7.750000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>low_quality_liberal</td>
      <td>156</td>
      <td>3</td>
      <td>292.0</td>
      <td>1.871795</td>
      <td>5.571429</td>
    </tr>
    <tr>
      <th>2</th>
      <td>low_quality_unclear</td>
      <td>1367</td>
      <td>21</td>
      <td>1867.0</td>
      <td>1.365764</td>
      <td>56.958333</td>
    </tr>
    <tr>
      <th>3</th>
      <td>main_stream_conservative</td>
      <td>2006</td>
      <td>133</td>
      <td>2670.0</td>
      <td>1.331007</td>
      <td>69.172414</td>
    </tr>
    <tr>
      <th>4</th>
      <td>main_stream_liberal</td>
      <td>2441</td>
      <td>393</td>
      <td>3218.0</td>
      <td>1.318312</td>
      <td>81.366667</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;low_quality_unclear&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>13</th>
      <td>WorldTruth.TV</td>
      <td>0</td>
      <td>0</td>
      <td>34</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>The Mind Unleashed</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Drain The Swamp</td>
      <td>1</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9</th>
      <td>The Official Rush Limbaugh Facebook Group</td>
      <td>1</td>
      <td>0</td>
      <td>9</td>
      <td>10</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>MemeLab / QAnon / Q-Map</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>FOX NEWS with Tucker Carlson</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>The Matrix Awakening</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Stuart Varney - Conservative Economic Journalist</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>We Are Q</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Q The Greatest Story Ever Told</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Q's Army</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Donald Trump For President 2020!!!!!!</td>
      <td>2</td>
      <td>0</td>
      <td>6</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>QAnon (No Admin Post Approval)</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Women SCOUTS for TRUMP (c)</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>17</th>
      <td>The "Real" Trump Army</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>The Fearless Elephant for President Trump</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>FIRST OFFICIAL CANDACE OWENS FAN CLUB</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>6</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Judge Jeanine Fox News</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Collective Evolution</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Rush Limbaugh TV</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>2</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;main_stream_liberal&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>15</th>
      <td>NBC News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>47</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Kick Ass News</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>20</td>
    </tr>
    <tr>
      <th>16</th>
      <td>NBC Nightly News with Lester Holt</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
    </tr>
    <tr>
      <th>18</th>
      <td>CBS Evening News with Norah O'Donnell</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
    </tr>
    <tr>
      <th>1</th>
      <td>KCJJ</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
    </tr>
    <tr>
      <th>13</th>
      <td>WTF Is Crackin</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
    </tr>
    <tr>
      <th>5</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
    </tr>
    <tr>
      <th>11</th>
      <td>CBS News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Breaking News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Occupy Democrats Activists</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>5</td>
      <td>10</td>
    </tr>
    <tr>
      <th>17</th>
      <td>MSNBC</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
    </tr>
    <tr>
      <th>12</th>
      <td>The Democratic Political Active Resistance</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
    </tr>
    <tr>
      <th>19</th>
      <td>NBC News World</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
    </tr>
    <tr>
      <th>3</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>9</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Veterans Against Republican Ignorance</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>9</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Malcolm Nance Fans</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Being Liberal</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
    </tr>
    <tr>
      <th>8</th>
      <td>I AM THEREFORE I RESIST!</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>7</td>
    </tr>
    <tr>
      <th>7</th>
      <td>MSnbc = Maddow Station = Rachel Lawrence Joy</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2</td>
      <td>7</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Truth In Crisis</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>7</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;low_quality_liberal&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>Palmer Report</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Americans Against the Tea Party</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Bipartisan Report</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>The Political Resistance against Donald Trump</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Crooks and Liars</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Malcolm Nance Fans</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Occupy Democrats</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Washington Press</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>FOX NEWS \nCHANNEL</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
      <td>3</td>
      <td>3</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Fight Trump</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Anti-Trump Army</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Gloria Christie Reports</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Really American Activists</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>6</th>
      <td>MSnbc = Maddow Station = Rachel Lawrence Joy</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>2</td>
      <td>7</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Impeach Trump</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Blue Wave 2020</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Breaking News Today</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Thank You President Obama</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Verified Politics</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Annul Trump's Presidency</td>
      <td>0</td>
      <td>3</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;main_stream_conservative&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>10</th>
      <td>Trump 2020</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>CNBC</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>The Official Rush Limbaugh Facebook Group</td>
      <td>1</td>
      <td>0</td>
      <td>9</td>
      <td>10</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Memes only ( the last meme wins lol ) curt</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>8</td>
      <td>3</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Jesse Watters Fox News</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>#JEXIT</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>The Washington Times</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Team Trump 2020</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Drain The Swamp</td>
      <td>1</td>
      <td>0</td>
      <td>11</td>
      <td>7</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>QCN</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Red Symposium</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Conservative Renaissance</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Fox News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>USA For Trump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>FIRST OFFICIAL CANDACE OWENS FAN CLUB</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>6</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Donald Trump For President 2020!!!!!!</td>
      <td>2</td>
      <td>0</td>
      <td>6</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>#LEXIT</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>FOX NEWS with Tucker Carlson</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>The Patriot Wagon-USA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>America wake up before its too late</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>5</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;low_quality_conservative&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>8</th>
      <td>The D.C. Clothesline</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Tea Party</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>I'M A BREXITEER</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Daily Express</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Jacob Rees-Mogg Back-up Group</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>International  Community</td>
      <td>3</td>
      <td>0</td>
      <td>3</td>
      <td>1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Now The End Begins</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Jacob Rees-Mogg Appreciation Group</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>We are independent Britain</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>InfoWars Army</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>The reform Party Supporters of Normanton, Pontefract and Castleford</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>THE EU IS A FAILED 'STATE'.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>The Daily Caller</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Keeping America Informed</td>
      <td>2</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Wake Up America II, the Original</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Marriage Supper of the Lamb</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>The Children Of God</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Chemtrails Global Skywatch</td>
      <td>2</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Donald Trump For President 2020!!!!!!</td>
      <td>2</td>
      <td>0</td>
      <td>6</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>SYNERGETIC_HUMANS</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">


<div class="output_png output_subarea ">
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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:  35613
</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>low_quality_conservative</th>
      <td>428.9</td>
      <td>78.4</td>
      <td>712.4</td>
    </tr>
    <tr>
      <th>low_quality_liberal</th>
      <td>537.5</td>
      <td>48.6</td>
      <td>816.9</td>
    </tr>
    <tr>
      <th>low_quality_unclear</th>
      <td>487.0</td>
      <td>84.5</td>
      <td>729.5</td>
    </tr>
    <tr>
      <th>main_stream_conservative</th>
      <td>1009.8</td>
      <td>462.5</td>
      <td>1013.0</td>
    </tr>
    <tr>
      <th>main_stream_liberal</th>
      <td>711.0</td>
      <td>375.3</td>
      <td>775.9</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_only</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>low_quality_conservative</td>
      <td>1587</td>
      <td>5</td>
      <td>1793.0</td>
      <td>1.129805</td>
      <td>56.678571</td>
    </tr>
    <tr>
      <th>1</th>
      <td>low_quality_liberal</td>
      <td>1847</td>
      <td>11</td>
      <td>2687.0</td>
      <td>1.454792</td>
      <td>63.689655</td>
    </tr>
    <tr>
      <th>2</th>
      <td>low_quality_unclear</td>
      <td>11514</td>
      <td>26</td>
      <td>17356.0</td>
      <td>1.507382</td>
      <td>397.034483</td>
    </tr>
    <tr>
      <th>3</th>
      <td>main_stream_conservative</td>
      <td>11271</td>
      <td>100</td>
      <td>13026.0</td>
      <td>1.155709</td>
      <td>375.700000</td>
    </tr>
    <tr>
      <th>4</th>
      <td>main_stream_liberal</td>
      <td>11585</td>
      <td>450</td>
      <td>13195.0</td>
      <td>1.138973</td>
      <td>413.750000</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;low_quality_unclear&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>16</th>
      <td>ChanBahlumII</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>369</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>FundWellington</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>127</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Southrngirl77</td>
      <td>Independent southern lady fed up with political elites on both sides of the aisle. Thank God for President Trump~ #Christian #Conservative #SmarterThanADemocrat</td>
      <td>0</td>
      <td>0</td>
      <td>108</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Pups4POTUS</td>
      <td>#1A #2A #MAGA #KAG #NoSharia #NoMarxism #WalkAway #Blexit #StopTheCoup #Trump2020</td>
      <td>0</td>
      <td>0</td>
      <td>48</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>JimmyEd5</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>41</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>BTreenew</td>
      <td>We lived through Obama.  You’ll live through Trump.</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Paula52958403</td>
      <td>Survivor, wife, grandmother, mother, daughter, sister are the Important things \nMain account locked from report bots\nlove our country w/all its faults. #KAG2020</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Tompatomp</td>
      <td>Christian, conservative, nationalist. #Qanon #Trump2020 #KAG\nMan made climate change is a hoax.\nMake Sweden swedish again!</td>
      <td>0</td>
      <td>0</td>
      <td>33</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>WorldTruthTV</td>
      <td>Digital Soldier - Shadowbanned by Twitter &amp; Facebook #FollowQ #TrustThePlan #WeThePeople #WeAreQ #WWG1WGA  #InGodWeTrust #GodWins #DrainTheSwamp #GreatAwakening</td>
      <td>0</td>
      <td>0</td>
      <td>30</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Khaki28358612</td>
      <td>Travel Art Politics Photography History Science News Gov Officials &amp; Agencies Health Design &amp; Architecture Space News Trending</td>
      <td>0</td>
      <td>0</td>
      <td>29</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Hoss40F</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>DWDrummer13</td>
      <td>Drummer</td>
      <td>0</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Christoffer1968</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>26</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>yakball26</td>
      <td>🇺🇲 MLB, Music, Baseball, Space &amp; Science News, fishing. I'm not afraid of admitting when I'm wrong nor am I afraid of walking away when I'm right.</td>
      <td>0</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>SUSAN46189802</td>
      <td>CONSTITUTIONAL PATRIOT</td>
      <td>0</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>DougMaxwell1</td>
      <td>UofA Grad, MS from Grand Canyon Univ, blessed with my son Joseph, disciple of Jesus the Messiah. Psalm 18:16-19. Blessings.</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>AAgent361</td>
      <td>I fight to control the evil inside me, hurt those that I love and I will let it out to play, Proud Texan and my oath never expires, Trump2020 KAG USAF</td>
      <td>0</td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>qpruleok</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>joe_benetic</td>
      <td>All posts are my own opinions\nFollows all who Follow me\nDe oppresso liber   MAGA\nEric Swallows well thinks he can fart AOC meets the challenge with fire.</td>
      <td>0</td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>OmaErin</td>
      <td>God, Family, &amp; Country. Proud Trump Supporter! #WWG1WGA #MAGA</td>
      <td>0</td>
      <td>0</td>
      <td>22</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;main_stream_liberal&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>6</th>
      <td>CBSEveningNews</td>
      <td>The official account of The CBS Evening News with @NorahODonnell, the longest running evening newscast.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>59</td>
    </tr>
    <tr>
      <th>7</th>
      <td>CBSNews</td>
      <td>Your source for original reporting and trusted news.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>49</td>
    </tr>
    <tr>
      <th>12</th>
      <td>UncleSam_1776</td>
      <td>The U.S. Constitution established America’s national government and fundamental laws, and guaranteed certain basic rights for its citizens.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>30</td>
    </tr>
    <tr>
      <th>1</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>0</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
    </tr>
    <tr>
      <th>18</th>
      <td>KEIMINKEI</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NBCNightlyNews</td>
      <td>Breaking news, in-depth reporting, context on news from around the world | Full episodes: https://t.co/wVdgxKe8EP | Newsletter: https://t.co/L0ZBH4PQSi</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
    </tr>
    <tr>
      <th>16</th>
      <td>TomthunkitsMind</td>
      <td>Tomthunkit's Mind Diner is open 24/7. All-you-can-eat smorgasbord of hand-picked deliciously sweet tweets for your political palate. Donations Welcome.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
    </tr>
    <tr>
      <th>17</th>
      <td>newstwiteafrica</td>
      <td>#Africanews #Newsafrica #Bitcoin🌍#Forex🌎#News🌏#Noticia🌍#Marketing🌍#Health🌏#Fitness @newstwiteafrica</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>16</td>
    </tr>
    <tr>
      <th>19</th>
      <td>sheilamccrea</td>
      <td>No followers, please! Only those  I know personally! —using evidence drawn from a close reading and analysis of reliable published accounts</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
    </tr>
    <tr>
      <th>8</th>
      <td>NorahODonnell</td>
      <td>Wife, mom of 3, Anchor &amp; Managing Editor @cbseveningnews, proud family in @USArmy , #1 fan of @chefgeoffs. Tweet LOVE</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
    </tr>
    <tr>
      <th>10</th>
      <td>PlascenciaBeas_</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
    </tr>
    <tr>
      <th>13</th>
      <td>SChristoffers</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
    </tr>
    <tr>
      <th>5</th>
      <td>LoriSums</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
    </tr>
    <tr>
      <th>11</th>
      <td>benjred</td>
      <td>Born in Dunkirk, NY\nCum Laude Bachelor Degree in Philosophy\nMaster Degree in Theology</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>15</th>
      <td>TCar2002</td>
      <td>I guess I can be considered a YouTuber?</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>4</th>
      <td>GRevmgbrown4</td>
      <td>Pastor - Greater New Hope Baptist ChurchDC; Lecturer - #NationalBaptistCongressOfChristianEducation, NBC,USAInc. #ToGODBeTheGloryForTheGreatThingsThatHeHasDone</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>9</th>
      <td>CBSThisMorning</td>
      <td>Your source for news that matters in the morning. Weekday mornings on @CBS and 24/7 online.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
    </tr>
    <tr>
      <th>14</th>
      <td>CrapanzanoRobin</td>
      <td>Volgt nieuws over Ajax</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Rachel_McRea</td>
      <td>Gay Trans Liberal Feminist. She/Her. #GirlsLikeUs #MomsDemandAction #KeepGoing #ExpectUs #ByeDon2020 @HRC @TransEquality @TransUnitedFund @MomsDemand @Everytown</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
    </tr>
    <tr>
      <th>0</th>
      <td>danvzla</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>4</td>
      <td>7</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;low_quality_liberal&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PalmerReport</td>
      <td>Political analysis ahead of the curve.</td>
      <td>0</td>
      <td>41</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>AmbiiMoore</td>
      <td></td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>crooksandliars</td>
      <td>Watching the media since 2004!\r\n Follow the entire C&amp;L staff at http://t.co/r7HJj9pIgK</td>
      <td>0</td>
      <td>16</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>LindaHaleRCSD</td>
      <td>🚫NoDMs🚫NO Magats 🆘 #USArmyVeteran @TheDemocrats @KamalaHarris @SenWarren @HillaryClinton @SpeakerPelosi #Liberal #MarijuanaAdvocate 🌊#FBResisters #TorC #NM</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>shamikalynette</td>
      <td>I am a very shy person i like to listing to music and play sports i am a huge fan of lost girl days of our lives pll and i am a huge fan of zoie palmer</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Prettyangeljac5</td>
      <td>#LAMBILY #ARIANATOR #SELENATOR #MJFAM #TEAMRESISTANCE</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>KennaStevens1</td>
      <td>I like cookies. Dem volunteer. VOTE BLUE NO MATTER WHO!</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>OccupyDemocrats</td>
      <td>We are the #resistance. Grassroots political information website dedicated to the goals of progressive Democrats.</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>ChattyCarnation</td>
      <td>#Resist 🌊activist,crossword puzzle designer,hiker #VoteBlue #SaveOurNationalParks #impeachTrump  #worseThanNixon #TraitorTrump #impeachTheMFs #ClimateChange</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>cj_disabledVet</td>
      <td>permanently disabled VET - I'm a prisoner of my own hell. learned helplessness. RESIST/Fuc$ trump</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>100blackstone</td>
      <td></td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>WendyJunonia477</td>
      <td>Lover of the Natural World &amp; OUR Wondrous Wildlife❗️The last word in ignorance is the Man who says of any Animal or Plant: What good is it? Aldo Leopold❗️</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>smokesdad28</td>
      <td>JUJU'S BU PRU VETTED NICE LADY UNLESS UR A TROPHY HNTR JINES LEFT. I'M STILL HERE. CRITTER LVR. PRO CLIMATE 4 ALL KIDS. MAIN ACCT@jjsmokkieBOY57</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>13</th>
      <td>atlcomixfan</td>
      <td>Scottish Manor Laird, Retired &amp; Disabled,  Fantasy Writer &amp; reviewer, former Co-host of https://t.co/8GgmSc9U7S, the first RPG internet show</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>DianaSc99717236</td>
      <td></td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>sonneyjo</td>
      <td>VOTING BLUE Bleeding Heart Liberal - Socialist Democrat! Daughter, sister, wife, mom, grandmother, aunt, animal lover, vegan, Episcopalian, VOTING BLUE</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Dushan41</td>
      <td>#Resistance</td>
      <td>0</td>
      <td>8</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>14</th>
      <td>jilevin</td>
      <td>Marketing Programs Manager, social media, human rights, politics and news junkie, equality. #RESIST #FBR</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>29361RMSM</td>
      <td># Vote BLUE. Citizens Let your voices be heard and your vote count. Our country &amp; constitution are being abused. Lets save our country before it’s to late.</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>10</th>
      <td>thejoshuablog</td>
      <td>Gay Progressive Patriot. #NYC's the greatest city in the world. Trump's a lying, narcissistic sociopath &amp; a racist, septic cunt.🤬 RT’s ≠ endorsements.🏳️‍🌈</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>

</div>

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<pre>Top 20 active users and descriptions for group &#34;main_stream_conservative&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4</th>
      <td>WashTimes</td>
      <td>Reliable reporting, hard-hitting analysis &amp; breaking news, plus RTs from our writers and reporters. Also at @WashTimesOpEd, @WashTimesLocal, @WashTimesSports</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>twoshc</td>
      <td>I would like to contribute peace and justice for the world and Japan, based on the motive inspired by the insight after studying in UK.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>JOHANNES_LOCKE</td>
      <td>TANSTAAFL!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>r__worldnews</td>
      <td>(Unofficial) Subreddit place for major news from around the world. Powered by https://t.co/rvxUtZg0Ex</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>4</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Bamafanaticfan1</td>
      <td>Married, #Women4Trump #MAGA #KAG2020 #NRAMember #2A #MilitaryVeterans #BuildTheWall #Christian #BlueLivesMatter #QAnon #AmericaFirst 🚫Porn🚫Trolls Will Block U</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>camp_terrence</td>
      <td>#BUILDTHEWALL #MAGA #2A  #LIBERTARIAN #AYNRAND #CAPITALISM #AUSTRIANECON  #BEHPSY\n#FREEMARKET #LONGRANGESHOOTER #338LAPUA  #MILITARY #CCW #KAG #MOLONLABE</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Manuel17281370</td>
      <td>And the people who behave most fascist, calling themselves antifascists - We Live in Orwellian Times - #Nexit</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>drmassee</td>
      <td>Physician married to a RN, conservative, leans libertarian, on the Trump train, limited government, limited taxes, support military and law enforcement</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>raybae689</td>
      <td>🇺🇸 #KAG, PROUD 🇺🇸Republican,🇺🇸#HAPPILY MARRIED.\nEntrepreneur, Author, BLESSED BY JESUS CHRIST. BUILD THE WALL * Love #NRA,#1A, #2A &amp; PRES TRUMP🇺🇸#MAGA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
    </tr>
    <tr>
      <th>13</th>
      <td>JPGalligan</td>
      <td>Retired US Army Colonel (Judge Advocate Generals Corps) and former Military Judge. Criminal Defense Attorney since military retirement in 2001.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>davidjones720</td>
      <td>Motorcycle builder, race car/Motorcycle frame designer, grow my own food, have bee hives, Farm Boy, guns, airbrush art, God Fearing man</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Bluesgirl19Neil</td>
      <td>@freedomrider10 Springfield,Mass.Service worker committed  to the disabled.Conservative Republican Love MY FREEDOM  COUNTRY FAMILY GOD OPINIONS MY OWN</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9</th>
      <td>billymjonesMACK</td>
      <td>Independent Legal Shield Associate\nin Oklahoma.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>res2043</td>
      <td>Trump train, MAGA,believe in 2nd amendment, want term limits!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Monkey40540320</td>
      <td>"Therefore God sends them a strong delusion, so that they may believe what is false." I am not immune; so, if my facts are faulty, let me know.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>ComeySUX</td>
      <td>Retired LEO,Small Business Owner, Illegal violent criminals should never be released back into society.Sarcasm is not hate.MAGA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Pokodon2</td>
      <td>ポコドン２です。</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>auds754</td>
      <td>Christian Conservative. Blessed to be an American.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>d_roneal</td>
      <td>Intelligence only allowed!Trump Maga If not supporter of Trump U don’t belong on my site!English only,if I can’t read it I block it!Dont need dates or DM</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>drudgefeed</td>
      <td>Real-time updates of the Drudge Report.  For the RSS feed visit https://t.co/dVpumxq4va</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>

</div>

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<pre>Top 20 active users and descriptions for group &#34;low_quality_conservative&#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>low_quality_conservative</th>
      <th>low_quality_liberal</th>
      <th>low_quality_unclear</th>
      <th>main_stream_conservative</th>
      <th>main_stream_liberal</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>7</th>
      <td>DCClothesline</td>
      <td>Airing Out America's Dirty Laundry. #tcot #MAGA</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Scattermae777M</td>
      <td>Stand up for America.  Keep it free.  Stop illegals from infiltrating our country.  Restore values. #Trump for President. Deplorable Dreg on society.</td>
      <td>8</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>aragav8r</td>
      <td>🛫CPL- CFII Multi TUR HVY🐬PADI RSCU INST. TDA CMAS 5⭐️🚚CDL A tripl-tanks-Wyo 🐂🐴-s.w.asia-s.e.asia-so./cent.ameri.🐪🐅🐘🐒 skynardZeppelinAcDc-🇺🇸TRUMP🇺🇸</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>FalkieM</td>
      <td>career soldier forever trumper usa forever constituition forever GOD bless usa  MAGA2020 KAG</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>joyce_macri</td>
      <td>warm,kind,loving,good personality and generous to a fault.</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>18</th>
      <td>KrollNorm</td>
      <td>Christian Conservative Veteran</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>occupycorruptDC</td>
      <td>As a Army #Veteran🇺🇸 I stand to defend the #Constitution against all enemies; Foreign or DOMESTIC. Disclaimer: Content is Satire/Parody</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>PatriotGeorgia</td>
      <td>Preserving Life, Liberty, and the Pursuit of Happiness for future generations #JESUS #MAGA #TrumpTrain 🚂#2A #Deplorable #NRA #GOA #USAR 70-76🇺🇸 Stable Genius</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>rokija7</td>
      <td>The further a society drifts from truth the more it will hate those who speak it. George Orwell</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>ThePatriotPin</td>
      <td>The Patriot Pin is Proudly #MadeInTheUSA🇺🇸 BUY your Q Flag Pin TODAY!  😎FB @GrrrGraphics #ThePatriotPin #KAG #MAGA #KAG2020 #QAnon #ΜΟΛΩΝΛΑΒΕ 🍿 Romans 8:28</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Quillaro</td>
      <td>Trump Supporter, Maga, Republican, Pro Life\nTrump 2020 !!!</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>RionNile</td>
      <td>#MAGA #KAG #MEME NoPc - Dems &amp; Libs have TDS - No Cure - I am unworthy #Christ is my Savior.</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>cipherEquality</td>
      <td>Celebrating the U N I versal SELF 🌌 Laws of Attraction 1️⃣ One Human Family 🌍🧞‍♀️ #iandiAmOneLove</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>petercap7</td>
      <td></td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Jacquel53991286</td>
      <td>Christian, Upholsterer, Seamstress</td>
      <td>4</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>hamel1776</td>
      <td>Stand for liberty freedom and equal rights for all under the Constitution of our great country and stop the tyranny we face everyday. The answer to 1984 is 1776</td>
      <td>4</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Clark51Austin</td>
      <td>Conservative, retired carpenter, proud American, pro-life, pro1st &amp; 2nd amendment.\nGod save our Republic and our Constitution!\n  #MAGA Not here for a date.</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>commonpatriot</td>
      <td>I pledge allegiance to the flag of the US of America and to the Republic for which it stands- ONE NATION UNDER GOD, INDIVISIBLE, with LIBERTY &amp; JUSTICE for ALL</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>llyoung28</td>
      <td>news/views   TRUMP-2020👍👍</td>
      <td>4</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</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>4</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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