tracker_200412.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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html {
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body {
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}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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  vertical-align: baseline;
}
audio:not([controls]) {
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}
[hidden],
template {
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}
a {
  background-color: transparent;
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a:active,
a:hover {
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abbr[title] {
  border-bottom: 1px dotted;
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b,
strong {
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dfn {
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h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
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  color: #000;
}
small {
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sub,
sup {
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  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 {
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pre {
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code,
kbd,
pre,
samp {
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}
button,
input,
optgroup,
select,
textarea {
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}
button {
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}
button,
select {
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}
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 {
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}
input[type="checkbox"],
input[type="radio"] {
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}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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  box-sizing: content-box;
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
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  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
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legend {
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textarea {
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optgroup {
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}
table {
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  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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    box-shadow: none !important;
    text-shadow: none !important;
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  a:visited {
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  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 {
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}
.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";
}
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  content: "\e010";
}
.glyphicon-th:before {
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}
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}
.glyphicon-ok:before {
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}
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  content: "\e014";
}
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}
.glyphicon-zoom-out:before {
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}
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}
.glyphicon-signal:before {
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}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
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}
.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 {
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}
.glyphicon-flag:before {
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}
.glyphicon-headphones:before {
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}
.glyphicon-volume-off:before {
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}
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}
.glyphicon-volume-up:before {
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}
.glyphicon-qrcode:before {
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}
.glyphicon-barcode:before {
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}
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}
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}
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}
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}
.glyphicon-print:before {
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}
.glyphicon-camera:before {
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}
.glyphicon-font:before {
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}
.glyphicon-bold:before {
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}
.glyphicon-italic:before {
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}
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}
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}
.glyphicon-align-justify:before {
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}
.glyphicon-list:before {
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}
.glyphicon-indent-left:before {
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}
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  content: "\e058";
}
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}
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}
.glyphicon-map-marker:before {
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}
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}
.glyphicon-tint:before {
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}
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}
.glyphicon-share:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-chevron-left:before {
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}
.glyphicon-chevron-right:before {
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}
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}
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}
.glyphicon-remove-sign:before {
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-gift:before {
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}
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}
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}
.glyphicon-warning-sign:before {
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}
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}
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}
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}
.glyphicon-comment:before {
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}
.glyphicon-magnet:before {
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}
.glyphicon-chevron-up:before {
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}
.glyphicon-chevron-down:before {
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}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
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}
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}
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}
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.glyphicon-hdd:before {
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}
.glyphicon-bullhorn:before {
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}
.glyphicon-bell:before {
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}
.glyphicon-certificate:before {
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}
.glyphicon-thumbs-up:before {
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}
.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 {
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}
.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 {
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}
.glyphicon-sort-by-attributes:before {
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}
.glyphicon-sort-by-attributes-alt:before {
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}
.glyphicon-unchecked:before {
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.glyphicon-expand:before {
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.glyphicon-collapse-down:before {
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}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
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}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
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.glyphicon-new-window:before {
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.glyphicon-record:before {
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.glyphicon-save:before {
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.glyphicon-open:before {
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.glyphicon-saved:before {
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.glyphicon-import:before {
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.glyphicon-export:before {
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.glyphicon-send:before {
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.glyphicon-floppy-disk:before {
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}
.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 {
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}
.glyphicon-subtitles:before {
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}
.glyphicon-sound-stereo:before {
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}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
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}
.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 {
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}
.glyphicon-open-file:before {
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}
.glyphicon-level-up:before {
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}
.glyphicon-copy:before {
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}
.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 {
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}
.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,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
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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;
  /* This injects handle bars (a short, wide = symbol) for 
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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 {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
/* 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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    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

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

<!-- Loading mathjax macro -->
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<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: 35
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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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hDf7r2SXldR/rH8fEXh8slLSUm6TSWNK88gaTNScnU66Y6TTUXEzaSxt2DWPtwYA2pO/zn6sXJBHg+w0e+L48Odl593Yu6akp+rLmFsaMTjlBbTVPkZabytJYB9O5y3DpbIz1VngDXbbpyfn3fP263BzGm/2KnJ+zT6ZrEPNv7eQdKiFfN8nDQO4x0R0UiAXUO6kcfKkjYpzyBpFdJZnTMZ2IbPIo81uRnp0tL9Jf1kTsbNNDOzkcVJMzMzG9UkLSRpf0lVA9Zvk5/LA+w3DqjWaLLYRqLi0HxQ1Xiv+UhnrS1OGj/rssI8PyUlS/YqHpzlg6tDGDgDolMPkc6eWlzSLAe6knYjHSiOBL8kJYK2kvSpYoWk7YDdSAP1d/UyuJz4fDdwZUS8kMvGkc5gqboBwlAsDByZv//G+65NuuQN4NWxnCLibtKdSccAP8/jSjXmeX1h2p8W2vtWSR8pD6Cf+84H88tiH27031WrEr8d2EnS9qWyr5LO2nuQWW9ecQzpTK5PSzpA0mxj3UlaU9KH56A9VY4iJbknSKpK8u1O6lsvU/ge2pETnQfnl/tJajYuYF01Lu/8bLFQ0lbAl5rMcw7p8u/VgV8X+2+ed8l8aWvDWaSbQLxf0hFV61DSuLytqvJG4DvFJJSk8cCepETW0Y3yiLiElARbghSPYwvzvAn4Tn55eGGe54Ff5Jc/kbRUYZ5Fc90Y0g0Jmt6IJSfhNgNuBj4H/MKJMzOz0cGXZ5qZ2Wg3H/Aj4AeSrifdES9Il3StR0rUfLU0z1nA/sCFki4ij4UUEZ/M9UeTEjE7AzdK+hvwNLAJ6ZK/eyklqyLiH5K+DRwIXCLpYlLi4W2kS41+TrrTZdWd4pqKiBmSvku61PRkSZ8jJVDWBNYljVs07OPsRMQDkvYATgGOkbQ38B/SZ9+Y9J18LiL+3eW3fjuwKLOeZTQ+P3craXYCKQF7u6QrSEnTzUl979cRcVZp+r1JCdn3AXfmvjCWdDfPRlu/WZh+RdJdV5+VdA0pKbYA6bLMN5ISp99vTBwRd0v6F/BW4N95nheBWyPiBx18rqOBs/NnupuULHtLXtaE4qDn+WYF2wDnAocCX5T0b1IfXzzPt0L+HGfSJRFxk6RPk5J2J0k6kJTUgdT/30yK8b3ymXmdOoV02etawBeAb1dMc5akqvG/AG6LiGZnVw63b5O+j+9K2pmURBtHulS9cruRtzcfBv5KSkZuI+ky0tla40h97hTSWF9ExMx8M4M/A/sB/5O3w/eS7hC7Bumumf9g4I6YRb8gneW3fe7Hy5DukjkPcFDFWJQfI8X1RGDL3HcXI8XW/LltPy/N8w1gA9I2/fa8PX+ZtJ1YEriRlAhrKSIezAm9C4BPAWMlfaIb43Kamdnw8ZlmZmY22k0nnUnxO9JB2gdICY4FSXdOfGtE/L40z9dJibbpwIeBT+QH8OrNCXYhne1wDfAu0iVgL5DOYnhbRNxebkhEHEQ60PwX6cD0/aTLvzZi4OygjsfVyomQXYCrSJfpfZA0GPvWDJxFMewi4kzgHaQD12VIScfVSGevbBoRP+vB226en6cUysaTknRduRSUdHe9dwBXksZKG0+6+cI+pIPnWeRLg99JOovpYVJ/3Ip0edd+wPsaZ5llV5IuJb6MlED7UH6Px0lnKa4TEeW7/30YOI101s2upP7b6i6JVY4gJSHGAtvn9/4TsElE/LXic11P6n8HkpJs7yBdlvcW0vhyXyPFVldFxG9IydHfkBKV2+XH2Fz29oiYPMRlzyQN8A7p0ruqs83WI32fVY/ypd8jRkScRup3l5IuCd6WdGwwISKajo8XEXeQkmOTSAn6LfK8r6MiKZXP0Fqf1LdvJK2TnXPZY6Tk3V5N3u5K0j8j7iBtu99J2ubuGhGHVLTttty2I0jJ3Q+Rts9XkRJpHy/fCTWfbbYV8EXSP1W2IsXkQ6Tk9UYR0dZ2OSIeIW1zrs3vd7ykeVvOZGZmI5p6dAdtMzMz64Ckv5IO1naOiDMGm96Gn6RJpIPqg/OA7aOCpKmkBNlKxTtKmpmZmfUbn2lmZmY2l0h6c/lMFUljJB1ASpg9CvxxWBpnZmZmZmaz8JhmZmZmc8+ngH0kXUu6Y92ipEvXlieNZbZnvlTIzMzMzMyGmZNmZmZmc88fSIOhv4M0rs9Y0rg5JwI/zGNCmZmZmZnZCOAxzczMzMzMzMzMzEo8ppmZmZmZmZmZmVmJk2ZmZmZmZmZmZmYlTpqZmZmZmZmZmZmVOGlmZmZmZmZmZmZW4qSZmZmZmZmZmZlZiZNmZmZmZmZmZmZmJU6amZmZmZmZmZmZlThpZmZmZmZmZmZmVuKkmZmZmZmZmZmZWYmTZmZmZmZmZmZmZiVOmpmZmZmZmZmZmZX0ZdJMyU6STpU0VdJz+XFnLttR0rzD3U4DSVMkhaTxw92WKoX2tXrsMIfvsXpezi3dancH7+1YqYmaxcovB5n2jMK0Z3Tp/UNSdGNZNnrk7VpbcdOsD42GviVpcv4cEzucb1TvA22AYyXpUqx4H2h9S9K4dvqjpPF5uqlzqWnF956U33vS3H7vbpE0po39c0haZA7fZ5+8nJ90q+0j0ZjhbsDcJml54ExgAyCAfwNXAzOBlYGdgY/ksg2GqZl9If/w+htwcUSMH97WzLHLgdub1E2bmw3pFsfKyDHKYgVgZ0mfj4gXyhWSlgC2HYY29Uzjh2FEaLjbYtYjo24faNZD3gea2dx0OvBck7qX52ZD6qqvkmaSliT9sFsBuAjYOyJuK02zLPA1YNe530KrMAFYiJH/o/vYiJg83I3oFsdKLdUlVq4B3g7sAPy2on5XYD5SMnb9Lr7vGl1clvUn96HmRtU+0OaYY6U57wPNbG77YkTcO9yNqLN+uzzzZ6QkwCXA+8tJAICIuD8i9iHtzGyYRcS0iLglIpplx603HCs1U6NYOY505uIeTer3AF4CTunmm+Z148u7bMjch8za41hpyftAM7Oa6ZukmaQ3ATvml5+LiJanIkbEpaX5l5Z0uKTbJL0g6UlJl0iaIGm2042LYx7k8Th+J+nRPO+1kj7apJ3LSPqBpJskPS1puqS7JZ0jaacm82wt6Y+SHpb0kqR7JP1a0soV0zauD58iaRFJ35N0u6QXJZ0t6fO5/oQW6/KjeZrzSutnP0nn53EvXpD0RGMdVa0f0uVmAJuVrq2eUphulnGa8vXZD+ayVVq08eY8zYal8kUkfS1/B88ojc91naQvS5qv2fK6RdJrJO0t6VylccGel/SUpCslfU4djg8madnc/pD0o3JflLSZpDMlPZD7xgOSTpG0dotlOlZwrPQwVu4CLgXeI2mZ0nuuSbrU91zg8SbtHStpd6Ux9W7L3/t0SddLOkjSwk3mG3SMnbzcq/NnfVxpXJnKdZdj65z8Hb4o6bHcF3/WmCf36Si/V7ktKoydIWkVSSfmWJ0hab/S+24i6XRJ9+c+/KCk0ySt16SdO+YYu1lpW/O8pFsk/VDpjNKqeRpjF42T9CFJV+R1/LCk4yW9Pk+3oKRDcly8oLRN+4o0e5yPBs36UKFeStv363MfekRpe9sq/laUdHRhHT4p6W+SPtxk+uJ38xFJl+XvNSQtnqd5p9I2+Jr8nb2otK07US22/XODarAPtDnnWGnJ+0DvA22INOtv8/klHayB3+b3SvpxsxjI82+SY+fePM9D+fs9QNKCHbRjbvfDym1Yt0laVdKBki6VdF/+bA8rHTu9ZwjL20zpGOcFlY7NJM0raU9JFxem+W9eJ6/r3qfqkojoiwewP+k/O9cNYd7VgPvy/PcApwJ/Bl7IZScBKs0zOdcdCUwHbiadhv2PXB7Ax0rzLAM8mOvuBM4CTgOuAJ4Fzqto20/z9C8Cl5GuWb4plz0JvKM0/fhc9w/SKeJPAb/P8/0cWJL0H67pwCJN1scf8zJ2LZTtlsvuBi4g/YfsEuCVXH50aRmfBM7LdQ/m9dV4HFCYbkqeZnyh7Ee57OAm7WuMwXVrqfyNwC257oH8Oc4FHs1lfwPm67BvNNo3sc3pt8rT35/f7xTS5Y+NvnRGxTyr57pbSuVr5PU9E/hSxXzfzPO9AlyZ+9K1uex54H2OFccKcz9WtgH+J//95dI038vl2wETqYgJYPlc/lj+Hn8LnJ+/wyBd0rJgxfsHEM3Kge/m7/MC4AzgXgZi9XWlefbMdTNIlzGfktdRoz/tkqd7FwP9O0rf3eTC8ibl+pOBJ0iX2J6a1/lehem+Sor3GaR+eVr+vI1+vW3F53sFeJqBbcCfgIfyPHcBS1XMMzXX/zDPf1FeJ43YvglYlBRvjwK/A/6a118AB3W67RiuR+Gzjm9j2sH60I8L6+sU4I5c/jiwdsV8W+XvJkjx9jtSnDzf6JMt2tvYnl2R+83VwGvyNBeQxii5DjiHNDblrXn654BNK5bb6KcThxjXbc1HDfaBfjhWehwr3gd6H9jXD2Bcs/5Ymm58nm5qRdkVOaaeAM7O/a+xjfhLk+UdWOiL/8r99jzSfiSAcRV9clLFcuZ2P2y6DRtk/Y0pfN7l2/xuDmNgO/vnHIdXFZbz2Yp59sl1PymV70zatz9BaVsKLAj8Jc/3FHAhafvb+Mx3ttvmudZvh7sBc+2Dwgn5Szh2CPM2OstkCgeKwJsLG9C9S/NMLnSwr5TqvtzoEKXyxg+8n1a0YRFgo1LZZwuBv2qp7jO57g5gTKF8fKFdVwNLVrzXWbl+j4q615N+YDxFYadM+vG6QcX0qzCwMdqwVNdoy5QW634KsycC1i18NlXMc1Su/3qhTKQNVWMnOH+hbnEGkhLf6rBvNNo3sc3pVwQ2LbcbWJY00H4AO5TqZjtgADYh/WB6kUJCplD/4cI6WqdUtyNp4/0osJhjxbHC3I2VbUg/Np8FbijUz5v7yEOkHf1Eqg8YFs3LGFMqfw0DScoDKt4/aH3A8DCFg7Xcjxrr4aDSPHdVfU+5blVgpXbeu1A/qdCOXwJjK6bZOtffDbytVLdt7mtPAkuU6namdAAFLAAcm5f384r3mprrnqUQS3kdNw6Kbszf6aKF+vflumeAhTvpH8P1oLuJgOnAxqU+/fNcd21pnmVJPyRfIh9gFupWL7RriybtfQl4b5N2vh9YuqL8k3ne/9D8nxcTO1x/UzqZjxrsA/1wrPQ4VrwPnH2eSYV2eB84yh90J2kWpCTSawt1qzCQPC4naXbM5U8AW5bqBGxOIRFFk6TZMPXDptuwQdbfUJJmGwFvqih/F2m7/TylBB8VSTNgX1JS8R5grYrlNRKBf6BwfJXbfESu+9Nw99VZ2jzcDZhrHzRlSwM4tMP5Ns3zPVbcMBbqJ+b620vlk3P53yvmGUv6b1oAKxbKj6biB2OTds1LOgNkBqUkQGGa3+flbVcoK25sZtvZ5Wk+lOsvrKjbjw4TKsCn8jw/KJU32jKlxbxTqPiRBlyfy99dsW4fIf0HYIVC+Qcb70V18mAZ0o/vR6vq22hfs8fkDpa1bZ7nhFL5LAcM+ft5npSM2aLJshoHHxs1qT8m1+9VUedYcaz0Mla2ya+Pz6/fll+/P78+otRfZjvzpMV7vCnPc1VFXdD6gOEzFXU75bq/lcqfBZ7ooF2V712on5SneZTmZy3+M0+zeZP6I3P9F9ps04KkH3ePVNRNzcv6dkXdvrluBvDmivp/5frN2l0/w/mgu4mA71fULczAGZrvLpR/P5c1Owu0kfQ5s0l7Z/uB3ebnvTzPv1apfDJzlggYNftAP5p+P46V6EqseB84e/0kvA/smwfdSZrNANasmOcnuf6bpfLGb+EJbbax0ScnjYB+ONRtWDFp1uyxWwfL+395nj1K5a8mzUgJyMY2+0YqknXAcvkzP0D18eIY4La8jJWHu782Hn1198wh2jQ/nxURz1TUn0j68bWKpOUi4r5S/XnlGSLiZUl3Aa8l/Qft7lx1dX4+VNJM4IJoPqj3esAbgGsiotlt3i8h/QjdkJQUKHooIq5sMt8fSYmP8ZLeGBH3FOoaYy4dV55J0ljSKfQbks6ymZ8UPI0xG1Zr8n5DcRxweG5PcUytD5Aum7soIqaVyiH9+IjywiLiAUn/BdYi/eiYbeD7QVwOVH0Pl5ULJM1D2uhvQvr+FyCtp8b16U3XkzE7d08AACAASURBVKTPks4Oegj4QERcXzHNcsBbgPsi4u9NFnUJKUGzIan/doNjxbHSabt2Jw16fC3pAKFRPihJG5D+M7gi6a6hyg8Y2vr7c0XZrfl52VL51cCmSuPNHQH8u2pdDcEFETG9XJjHu9iAdEAxpcm8lwCfJ/WpI0vzr0H6D/gqpAPTxnimLwFLSnptRDxRsczzK8ruyM93R8StTerXY/Z11g9OKhdExLOSziKdubIpAzHYiLPTmyzrkvy8YZP6s1s1RNLSpG3amqSzIxq/996Qn1cjnTHRLd4HWif6OVYavA+cnfeB1q5pEXFzRflsfVZp7MB1SJdcD/kGG8PYD1tuw9p0Ounzl91RLshjwm0NvBV4HeluvjBwB95m25expGO9j5HWw/YR8WTFdFuRtrN/qTpejIhXJF1BOsbYkHSp5rDrp6TZo/l5qQ7nWy4/31VVmb/YaaQAWI50anXRPbPPBaRTdyEdLDccR/ohOYE0tsIrkq4nBeaJEXFdYdrGwOVvV4vBVrOqz3x3RRkAEfGSpFNImePdgEMBJK1FCqC7KP0QlrR6bnOrHfVig7SzEyeRxn7YWdLnI+KFXN5IVBxfmr6xvo6SdNQgy14KuE3SJ0mno5Z9OSIeLZUdGxGTB2u0pOVJ6+ltLSZrtp5WIZ1h9TLpP73NkhWNz7rcEPuGY2VWjpXmhhIrDReRxi3ZVdIhwPakH97XNZkeSDcoII3hsnWLyYay/qr6X1XfA9ibNPbCHvnxhKQrSeMzHN/kR087mvW1lfLzksDMQcYYfrUPSxoD/II0/kwri5EuWSiruj359BZ1xfryOusHUwcpX75Q1oizG9r9PkuabpdyYulwUjKqmUFjpI/3gdZ7UwcpH82x0uB94Oy8D+wP7SZYG1901fSdHDOskJ/vikFubjaI4eqHlXEh6UfAEqXihyLiqxWTfzEimvXZ4jK3JI2btvQg7ayyJym3dDPpctIXm0zX2KbvIWmPQZo0YvbR/ZQ0u5Z0ULv+XH7fme1OGBEzSR3oe6TxCjYHNgbeDnxJ0iERcVCevHGHqWkM3FmvmX9UlD0/yDzHkxIBu5MTARQOsiv+o3QGKQlwNukA/Vbg6YiYIem9pB1p1+4mExEPSTqfdCnZ9sCp+U4i25BOG/9daZbG+rqI5hvahsfy87uoviX4JAYSS52aTDpYuAj4FunU1SfzelqHdPpws/V0HynbvjlwpKQdCgmQosZnfYQ00GQrN1SUOVZm5VhpbsixEhGNO49+nRQXC9Def9gPIx0s3EQajPVq4PF8VuJ8pEtHO5b7VLvT3izpLcCWpEtq3k367+EHgIMkvTcirhlCM5r1tcZ38jhp/IdWbin8vR/pR8x9pBt8/B14OCJeApB0P+nsxmb9rdU6aXt9WaXGd3oyKQnUqcq+ks8++QlpzK4vkgbSvjcins/1JwO70t42pl/3gTayjMpY8T6wkveB/eHVM54kLRwRzzaZrnEXzNnOPqSz9d+NsyBh+Pphs7j4CAMnLDTcQdoudEzSa0nHKIuTzpL7NWmf+2xEzJT0RdI/GZq18yJgbdJZu18BDmkyXWM9/pt0OXMrVWdzDot+Spr9kfRFrytprYho91TrxtkwK1dV5uzxCqVp50g+3fRm4Pt5+TuRdqjfkHRyRNzCwMHstIiY2I33LbXhKkn/AdbIPyyuAT5O2vDMcmZKPnNmLdLlEjtFxIzS4lbtdvuy40iJgAmku3t8lPSfhVMrTu9urK+TI+JX7Sw8r9eJXWkpr26MtiCdhrttxeWEg62nF0g/lM4h/Tg5V9J2FctpfNanhtg3HCudtcGxMvRYOY50wLA16cDlxDbmadyyepeIuLFU16v1N5v838rz8qNxic/3SQdOPyENptotje/kuQ77cGNdfSYizi1W5NPv3zD7LDYHViT9CCwbl5+L2717SP31oIiY7fKIObAj6QftkRFxREV92zHSx/tA6z3HSuJ9YHu8DxxdHiclzhYinUFctS2Agf486BlSg2j0n5UkjZ2Ds81GVD+MiOUHn6ojW5ISZhdHxL4V9YNtX/4LfI78T7G8rg+qmK6xHq+IiL2H3Nq5bJ7BJxkd8mn8Z+WXR+cxhZqS1DjNujFWwg6SFq2Y9OOka3jviNnHaJpjEfFKRPw2t0OkcTogDUT4OPAOSW/s9vtmjf94TSAF0nLA5RFRvra4cWroAxVJAIBdmiz/pfw81OTt70l3KHmvpNfT/HIzGBgva6eKurnltaTv8PGKH/mQ/qPZUv4P6LakxNaWwJ/yqfrFae4gjS2zqqR1O22kY2VIHCtDEBH/JZ1Z9xhpEOeH25itsQ6rzoIbNIZ6Jbf9a/nlOqXql+HVxPFQln0feUBVSe/sYNZW62oXunhGowFpHI9ZSFqIdIYnDGwjoXdx1vQ7z0n7t3b5/TpRi32gzRWOFbwP7GDZ3geOIvn3b2PMwh1aTPqh/DxlDt/vAdJZxQuR/mk81OWM9n7Yapu4ELDdYAuINHb0ZqRL7Q+UdFjFZOeTzhTcRlJtLmPum6RZtjcpW70Z8GdJbypPIOn1kn5M+k8mEXEJ6cyRJUiXA4wtTPsm4Dv55eFz2jhJEyTNtpPOY4A0fvhNy+16Gfg2aXC+cyStVzHfQpI+lg+Sh+JEUqfehYHrsKtOHf9vnm5tSe8uvL8kfY102naVRuJk1aHsSPNlGaeREgkHki7Pu4fqS/DOIp0C+n5JR0ia7XpsSeMk7dZpOzpwL+lyuDdI+nDpvT9B+q/noPI14h8mXd63GfCXis/TyOyfLmmT8jIkzS9pB0nN/mvgWOmMY2WIIuL9EbFkRLT7Q6ZxyvtnS23aCvhSN9rUSu4r+ysNCFu2TX6eVipvfH9rMHSNmD5F0mYV7ZpP0rb5YK+hsa72lgYG38gxcCjWbZ+T9Opg5JLmBX5AGpPjema9EccPSWOvTJL0iTwthXklaQNJ7+mwDY3vfEIxmZT7628Y3isM6rQPtN5yrGTeB7bN+8DR5Uf5+X+VxtF6laR5JB1AuiHIk0BbVz0MonGp4JGSNi9XShov6TVtLGc098NGOz8gqTF+Gzmx9VNmvxS0UkTcRfrubge+KumIivrJpLErfydphfIyJL1O0sg6Cy1GwC085+aDdHnY1aRLp2aSDg5PJ12y9E/SLWwDuLIwz2qkDX6QdgS/JY2T8UIuOxlQ6X0m0+KW1Azcenp8oezswnv8gXQgfj7pWuYgXUpVXs5Rhc9yLela5FOBKwvtW70w/fhcNqXN9XU+A7elfQ5YrMl0R+dpXgEuIN2d5Lb8+gfN3jO3OUiX2J0AHAv8b6v1VJp/40L7AvjOIN/9TXm6J4GLSYOkn8PArW2vbGe9VLSv8nuumP7AQlsvyX3n3/n7OyyX31KaZ/Um5WPydx2ksbgWr3ivmbn+BlIy5BTSj9HprdarY8WxQu9iZZs2p5+Ypz+jVP6Rwme4NvepK/LrQxt1FcvrqDzXjcv1Uwtlixe+v2tyH/otA7eZfxnYrrScH+W6h/O0x5IGTm/UT8r1kwZZJ19hIO5uYiCmLyEdVAbw/tJ3/lIuvyW/90W57SczcDvzcaX3qSxvJy4YJJ5H2qPwWW8mbQuqHn9tpw+Rbsf+CnBh/l5uz+VPAOtUzLdVrgtSEvs8UpydBzyYyw9r97vJ9a/NywrSZeC/I51p+nTuA2dVfT9D/d4YxftAPxwrPYoV7wO9D/QjZtsfXJu/yzMK6/8Z4H0drv9G3EyuqPtWRez8mTTQ/izfd6s+ORL6YZvrd0zh8y7fxvRiYDv1LGmcx9OA+4GnSImzAH5Smm+fJuXL5s8bpEu2VahbkHR8GKRjsCvzejmDtC15BXhluPvoLJ9nuBswLB86nWH3EVICYBrpQPt50mB3vyWdKjpPaZ6lSRv9/5IG2Xya9MNrD0pJgDz9ZDpPBGxK+iFxFWkH/iJph34B6QyWeZssa/Pcqe/N8zyeg3gy6dTWsYVpx9NZIqAxNlMApwyyTj9L+g/hs6SBT88ljWnQ9D1JO+RTST96XilPV7WeKpZxW6GNbx7k8ywI7Eu6o+ETpI3YfaRBGQ+h4sfaIMtrtK/ye26xTq8mbVifyN/ve2l+YFBZnuvmJSWMgnyWV6n+HaQEy1TSRulJ4D+kjfsuwIKOFcfKXI6VOTpgyHVbkn6cPEGKoyuB3XNdrw8YxpDOxDyVfBMH0gH4LaT/hq7dZF0eToqbl8rvSZsHDHnat+X+ehcppp/K731a7oMLV0z/Z9LByrO53+2X++FU+vyAofBZWz2ebKcPkX5w7kNK0DxPiu3fAqu2eP9lSTcE+XfuR8/lfnI+Kf6Wbfe7KUzzhtwXp+Y+chdwBOlgt/L7Ger3xijfB/rhWOlBrHgf6H2gHwPr69059qeRfpc/S9pGHwmsNIT134ibyU3qx5Pu/Ppg7osPAZcD/wss0G6fHO5+2Oa67ShpludZiPQb/5b8uR4g7WNXoXlyrLI8172edElrAMcwa+JMpMtl/5TXy0v5+V+kEx22GO7+WXwoN9rMzMzMzMzMzMyyfhvTzMzMzMzMzMzMbFBOmpmZmZmZmZmZmZU4aWZmZmZmZmZmZlbipJmZmZmZmZmZmVnJmOFuwEiw5JJLxrhx44a7GWY9dc011zwaEUsNdzt6wTFs/WA0xzA4jq0/jOY4dgxbPxjNMQyOY+sPncaxk2bAuHHjuPrqq4e7GWY9Jenu4W5DrziGrR+M5hgGx7H1h9Ecx45h6wejOYbBcWz9odM49uWZZmZmZmZmZmZmJU6amZmZmZmZmZmZlThpZmZmZmZmZmZmVuKkmZmZmZmZmZmZWYmTZmZmZmZmZmZmZiVOmpmZmZmZmZmZmZUMa9JM0mqSviXpSkmPSHpG0nWSvi5p4Q6W80FJV0h6VtLjkk6XtFIv225mjmGz0ULS/+W4u1NSSJo6xOVMkPQvSc9LekjSsZKW6nJzzazA+2Kz+nMcm41cw32m2Z7A/sAdwLeA/wVuBb4NXCFpwcEWIOnDwLnAgnn+HwCbApdLWrZH7TazxDFsNjp8F9iCFMtPDGUBkvYHjgOeAvYFfgHsAkzp5Ae/mXXM+2Kz+nMcm41QY4b5/c8ADo2IpwplP5f0X+DrwCeAnzSbWdJY4CjgHuDdETE9l/8ZuAaYBOzVm6abGY5hs9FilYi4E0DSjcAincwsaUnSD/urgC0jYkYuvwr4PSmJ9t2uttjMGrwvNqs/x7HZCDWsZ5pFxNWlDUPDqfl57UEWsRmwLHBsY8OQl3sdMAX4aN6AmFkPOIbNRodGwmwO7AAsBBzVSJjl5f4BuBPYbQ6Xb2ZNeF9sVn+OY7ORa7gvz2xm+fz80CDTbZCf/15RdyWwGLBatxplZm1zDJv1l8FieXVJHZ29ZmZzzPtis/pzHJsNs+G+PHM2kuYFDgReAU4eZPLGtdn3VdQ1ypYDbqp4n73Ip6iusMIKLd9k3AF/rCyfetjWgzTPrP+MxBiG6jh2DJt1zWCxrDzNbcWKOu6LR0o7bHiN9H1KnfbFMLLWndlIMVLjeCTodFsy0rfZNrKNxDPNfgxsBBwUEbcOMu1C+fnFiroXStPMIiKOiYj1I2L9pZbyjb3MusgxbNZ/hhTLjmOznvG+2Kz+HMdmI8CISppJOgTYBzgmIg5tY5bn8vP8FXULlKYxsx5zDJv1Lcey2QjhfbFZ/TmOzUaOEZM0kzQJ+AbwG+Azbc52f35erqKuUVZ1iqqZdZlj2KyvDRbLUZjGzHrE+2Kz+nMcm40sIyJpljcM3wSOAz4ZEdHmrFfl540q6jYEnqY0foqZdZ9j2KzvDRbLtxbv5mVm3ed9sVn9OY7NRp5hT5pJOoi0YTgB2DMiZjaZbhlJq0sqXot9MfAA8MniXbkkrQuMB06PiJd71ngzcwyb9RlJK+RYLt66/hzgeWCfPHBxY9ptgZWBk+ZyM836ivfFZvXnODYbmYb17pmSPgccDEwDLgA+Jqk4yUMR8df896HAHsDmwBSAiHhZ0r7AqcClkn5Jup3u/sAjpI2OmfWIY9hsdJC0O7BifrkUMJ+kb+TXd0fECYXJjwc2A1YCpgJExCOSDgR+CFwg6RTS5SBfAm4hDWZsZj3gfbFZ/TmOzUauYU2aARvk5xVIp6CWXQz8taL8VRFxuqTnSdd9/5B0x5ALga9GhK/bNustx7DZ6PAJUiKs6JD8fDHpv94tRcThkh4j/UA/knQpyGnAAb4006ynvC82qz/HsdkINaxJs4iYCEyc02kj4lzg3C41y8za5Bg2Gx0iYnw3po2IycDkOW6QmbXN+2Kz+nMcm41cwz6mmZmZmZmZmZmZ2UjjpJmZmZmZmZmZmVmJk2ZmZmZmZmZmZmYlTpqZmZmZmZmZmZmVOGlmZmZmZmZmZmZW4qSZmZmZmZmZmZlZiZNmZmZmZmZmZmZmJU6amZmZmZmZmZmZlThpZmZmZmZmZmZmVuKkmZmZmZmZmZmZWYmTZmZmZmZmZmZmZiVOmpmZmZmZmZmZmZU4aWZmZmZmZmZmZlbipJmZmZmZmZmZmVmJk2ZmZmZmZmZmZmYlTpqZmZmZmZmZmZmVOGlmZmZmZmZmZmZW4qSZmZmZmZmZmZlZiZNmZmZmZmZmZmZmJU6amZmZmZmZmZmZlThpZmZmZmZmZmZmVuKkmZmZmZmZmZmZWYmTZmZmZmZmZmZmZiVOmpmZmZmZmZmZmZU4aWZmZmZmZmZmZlbipJmZmZmZmZmZmVmJk2ZmZmZmZmZmZmYlTpqZmZmZmZmZmZmVOGlmZmZmZmZmZmZW4qSZmZmZmZmZmZlZiZNmZmZmZmZmZmZmJU6amZmZmZmZmZmZlThpZmZmZmZmZmZmVjJmTmaWNAbYHlgC+ENEPNiVVpnZXOM4Nqs3x7BZ/TmOzerNMWw2erV9ppmk70u6qvBawAXAacAvgBskrdL9JppZtziOzerNMWxWf45js3pzDJv1l04uz3w/cGnh9bbApsAPgI/lsgO61C4z6w3HsVm9OYbN6s9xbFZvjmGzPtLJ5ZlvBP5beL0tcFdEHAAgaS3g411sm5l1n+PYrN4cw2b15zg2qzfHsFkf6eRMs/mAVwqvNyedhtpwJ7BMNxplZj3jODart57EsKR5JO0v6RZJL0i6R9LhkhZuc/5FJH1N0g2SnpH0qKQrJE3Ml62Y2QDvi83qzTFs1kc6SZrdA2wEr2bPVwYuLtQvDUzvXtPMrAccx2b11qsYPgL4EXAz8HngdOALwB8ktfytkOv/DBwCXAV8Cfg2MC/wG+CwIbTHbDTzvtis3hzDZn2kk8szfwscKGlpYC3gaeBPhfq3And0sW1m1n2OY7N663oM5x/8nwfOjIgdC+V3AUcCuwAnt1jEO4F3AT+OiP0L8/8UuAX4NPDVTtpkNsp5X2xWb45hsz7SyZlmhwKTSVn1ACZExJMAkl4DbAdc2O0GmllXOY7N6q0XMbwrIODHpfJfAs8Buw0y/2L5+f5iYUS8BDwKPNthe8xGO++LzerNMWzWR9o+0ywiXgQ+kR9lz5Cu236uS+0ysx5wHJvVW49ieANgJvDP0nu9IOm6XN/KP4Enga9Imgr8A1gI2AN4O/CZDttjNqp5X2xWb45hs/7SyeWZTUXETOCpbizLzIaH49is3uYghpcFHs0HAWX3ARtLmi+fOVb1vk9I2g44FjitUPUMsGNEnD2ENpn1Je+LzerNMWw2+nRyeSaS3ijp15LulfSSpC1y+VK5fLD/RpvZMHMcm9VbD2J4IaAqYQbwQmGaVqYDNwI/BD4MfBK4HThZ0nuazSRpL0lXS7r6kUce6azVZjXmfbFZvTmGzfpH20kzSSsBVwM7AjeR7ooFQEQ8AqxP+pFsZiOU49is3noUw88B8zepW6AwTbM2vQW4AvhrRPxvRJwVEb8i3RzgQeCXkuatmjcijomI9SNi/aWWWqrDZpvVk/fFZvXmGDbrL51cnvkd0pgnawPPAw+X6v8EbNuldplZbziOzeqtFzF8P7CmpPkrLtFcjnTpZuWlmdn+pOTa6cXCiHhO0h+BfYBx+E5iZg3eF5vVm2PYrI90cnnmVsBPI+Ie0l1Cyu4Glu9Kq8ysVxzHZvXWixi+ivR74B3FQkkLAOuR/pveynL5uepssjGlZzPzvtis7hzDZn2kk6TZYsADLernwz+KzUY6x7FZvfUihk8l/ejfr1T+KdJYZic1CiStImn10nQ35+eJxUJJiwPbA0+Qxjczs8T7YrN6cwyb9ZFOgvkeYK0W9RviH8VmI53j2Kzeuh7DEXGDpKOBfSSdSbqsZA3gC8DFwMmFyS8EVgRUKPsxMAE4LI9vdjmwBCnptgzwuYiY0UmbzEY574vN6s0xbNZHOjnT7ExgT0lrF8oCQNKOwM7Meqt5Mxt5HMdm9darGN4P+DLpIOBoYBfgKGCbiJjZasaIuJt0aecJwOZ5vgNIBxU7RsRPh9Aes9HM+2KzenMMm/WRTpJm3wHuBf4BnEjaMBwg6e+kjcL1wOGdvLmk/5N0uqQ7JYWkqZ3Mn5cxNc9b9Viy0+WZjXKOY7N663oMA0TEjIg4PCLeHBHzR8RyEfHFiJhemm5cRKhi/jsiYo+IWD4ixkbEYhGxaUScOZQPaTbKeV9sVm+OYbM+0vblmRHxtKSNgEOAj5EuzXgP8CTwU+DrEfFCh+//XeBx4Fpg8Q7nLbqFtPEqe2YOlmk26jiOzeqtRzFsZnOR98Vm9eYYNusvHQ1QGBFPA/sC+0pairSBeCQiqu4a0o5VIuJOAEk3AosMcTkPRcSJQ5zXrK84js3qrQcxbGZzmffFZvXmGDbrH0O+q0dEPDKnb97YMHSDpDHAQnkDZmZtcByb1Vs3YtjMhpf3xWb15hg2G92aJs0krTCUBUbEtKE3Z8jeCTwHjJX0FHAO8H8Rcf8wtMVsxJg2bZZwnK/duHYcm40MNYthM6tQszj2vtisxDFs1t9anWk2lXwXkA7NO7SmDNlNwLHAf4CxwHjgk8CWkt7RbAMhaS9gL4AVVhhSftBsxBs3bhzSq2N2vwW4q81ZR3wcO4atH9Qohs2siRrFsffFZhVGcwyD49hsMK2SZt9iaEmzuSoiti4V/VbSJcBJwMHAp5rMdwxwDMD6668/4j+n2VAcdNBBr+7kJ02adD+5z480Q4ljx7D1g7rEsJk1V5c49r7YrNpojuE8n+PYrIWmSbOImDQX29FVEXGypO8A5Q2HWV+ZNGlS8e8HIuLg4WtNZxzHZvWOYTNL6hzH3hebOYbN+t08w92AHpoKLDncjTCzOTIVx7GZmdlwmor3xWZ1NhXHsNmQtZ00k/RRSce3qD9O0k7daVZXrAo8NNyNMBtJHMdm9VbDGDazkhrGsffFZgWOYbP+0smZZvsAM1vUzwA+P2fNaU7SCpJWlzS2ULZEk2k/BywP/KFX7TGrKcexWb0NawybWVd4X2xWb45hsz7S6kYAZWsAZ7So/xewbSdvLml3YMX8cinSLXy/kV/fHREnFCY/HtgMWIl0iinABEmfAM7LZWNIdwnZAbgD+GYn7THrA45js3rregyb2VznfbFZvTmGzfpIJ0mzhUlZ82YCWLTD9/8EKeCLDsnPFwMn0NpVwBbAR0kbF5FuAfw94LCIeLLD9piNdo5js3rrRQyb2dzlfbFZvTmGzfpIJ0mzu4B3AT9pUv8uYFonbx4R4+dk2oi4HNiuk/c063OOY7N663oMm9lc532xWb05hs36SCdjmp0F7JxP+5yFpD2BnYEzu9UwM+sJx7FZvTmGzerPcWxWb45hsz7SyZlmhwHbA8dI2h+4LpevC6wJ3Ap8t7vNM7Mucxyb1Ztj2Kz+HMdm9eYYNusjbZ9pFhHPAJsAvwCWAT6WH8sCPwM2joine9FIM+sOx7FZvTmGzerPcWxWb45hs/7SyZlmRMRTwGfzrWuXzMWPRkR0vWVm1hOOY7N6cwyb1Z/j2KzeHMNm/aOjpFlD3hg80uW2mNlc5Dg2qzfHsFn9OY7N6s0xbDb6NU2aSVoBICKmFV8PpjG9mQ2/adNSOK6wQgpfx7FZvTiGzerPcWxWb45hs/7W6kyzqcBMSQtFxEv5dTunm87bhXaZWReMGzeOeeaZh+eee65RNBXHsVltOIbN6s9xbFZvjmGz/tYqafYt0sbgldJrM6uJgw46CEmMGfNqqDuOzWrEMWxWf45js3pzDJv1t6ZJs4iY1Oq1mY18kyZNmuW149isXhzDZvXnODarN8ewWX+bp90JJU2QNK5F/ThJE7rRKDPrDcexWb05hs3qz3FsVm+OYbP+0nbSDPgNsHGL+nfmacxs5HIcm9WbY9is/hzHZvXmGDbrI50kzTRI/Vhg5hy0xcx6z3FsVm+OYbP6cxyb1Ztj2KyPdJI0gyYDHkpaHNgaeGCOW2RmveY4Nqs3x7BZ/TmOzerNMWzWJ1omzSR9U9IMSTNIG4YTG6+LD+Ax4CPAb+dCm82sAwcffDDzzjsvwNtxHJvVjmPYrP4cx2b15hg2619N756ZXQccTzoFdQJwKXBnaZoApgNXAqd0u4FmNmfWW289JkyYwOTJkx8DlsBxbFYrjmGz+nMcm9WbY9isf7VMmkXEOcA5AJJWBL4dERfOjYaZWXdsv/32bL/99kyePHkqcAOOY7NacQyb1Z/j2KzeHMNm/autMc0kLQJMJWXVzaye5sFxbFZnjmGz+nMcm9WbY9isz7SVNIuI6cBHgcV62xwz66GZOI7N6swxbFZ/jmOzenMMm/WZTu6eeTMwrkftMLO5w3FsVm+OYbP6cxyb1Ztj2KyPdJI0+z6wt6TVetUYM+s5x7FZvTmGzerPcWxWb45hsz4y2N0zi1YH7gFukHQu8F/gudI0ERGHdKtxZtZ1jmOzenMMm9Wf49is3hzDZn2kk6TZpMLfH2oyTQDeOJiNXJMKfzuOzepnUuFvx7BZPU0q/O04Nqufpi0WMQAAIABJREFUSYW/HcNmo1wnSbOVetYKM5tbHMdm9eYYNqs/x7FZvTmGzfpI20mziLi7lw0xs95zHJvVm2PYrP4cx2b15hg26y+d3AjAzMzMzMzMzMysL3RyeSaSxgA7AO8EXsvsSbeIiE90qW1m1gOOY7N660UMS5oH2Bf4NDAOeAQ4DTgoIp5tcxlLAF/LbVseeAa4MS/j0k7aYzbaeV9sVm+OYbP+0XbSLP8Y/huwNiDS4IbK1VEo88bBbIRyHJvVWw9j+AjgC8BZwOHAGvn1WyVtFREzB2nXisAUYBHgV8BtwGuAdYDlOmyL2ajmfbFZvTmGzfpLJ2eafZt0e91Pkn4Y3wG8D5gGHAi8Kb82s5HLcWxWb12PYUlrAZ8HzoyIHQvldwFHArsAJw+ymBNJvynWiYgHOnl/sz7kfbFZvTmGzfpIJ2OabQ0cHxG/AZ7OZTMi4taI2A14Hji02w00s65yHJvVWy9ieFfSf8V/XCr/JfAcsFurmSVtCrwL+H5EPCBprKSFOmyDWT/xvtis3hzDZn2kk6TZG4Cr8t+v5OcFCvVnA9t1o1Fm1jOOY7N660UMbwDMBP5ZLIyIF4Drcn0rH8zP0yT9gXSw8Kyk2yS1TLiZ9Snvi83qzTFs1kc6SZo9Diyc/34GeBl4Y6H+ZdIgiGY2cjmOzeqtFzG8LPBoRLxYUXcfsKSk+VrM/+b8/EtgCWAPYE/gJeAESf/TbEZJe0m6WtLVjzzySIfNNqst74vN6s0xbNZHOkma3QasCZAHBP4XMFHS/PkyjAnAnd1vopl1kePYrN56EcMLAVUJM4AXCtM0s2h+fgbYPCJOypesvBt4EvhuvjvnbCLimIhYPyLWX2qppTpstllteV9sVm+OYbM+0knS7HxgJ0nz59c/It1i93HgYWB90t23zGzkchyb1VsvYvg5YP4mdQsUpmnm+fx8SkS81CiMiCeA35MuY3lz1Yxmfcr7YrN6cwyb9ZFO7p75XeCHjcs3IuI0Sa+QBgieAZwREaf2oI1m1j2OY7N660UM3w+sKWn+iks0lyNduvlSxXwN9+bnByvqGnfS9GUqZgO8LzarN8ewWR9pO2kWEUHp8o2IOBM4s9uNMrPecByb1VuPYvgq4L3AO4BLG4WSFgDWAy4ZZP5/Ap8Blq+oa5Q9PAftMxtVvC82qzfHsFl/6eTyTDMzMxt9TgUC2K9U/inSWGYnNQokrSJp9dJ0Z5PGM9tN0iKFaZcBdgBui4jbe9FwMzMzM7Ne6uTyTDMzMxtlIuIGSUcD+0g6E/gTsAbwBeBi4OTC5BcCKwIqzP+EpC8DvwCulPRrYD5g7/z8+bnyQczMzMzMusxJMzMzM9sPmArsBWwNPAocBRyU7wzWUkQcI+lR4CvAIcBM4O/AxyLi8l412szMzMysl5w0MzMz63MRMQM4PD9aTTeuRZ3HczEzMzOzUcVjmpmZmZmZmZmZmZU0TZpJukjSloXXE/5/e3cef1s9L3789W48KkSDplsnock1XKWB0sRF3DJXUiFxScrPEDc5TYZoUEnKpeGKREokKYpuNF1cNJA6zaUIt+GU6v3747N27bN9v9+z9/nuaX3X6/l47Mc+e03fz15nv9dnrff6fD4rImYPo1CS+mOrrbbiggsueOyzcSzVizEs1Z9xLNWbMSw121QtzbYAntb2+SvApgMtjaS+uvDCC7nzzjvbJxnHUo0Yw1L9GcdSvRnDUrNNlTS7HViz7XNMtqCk8bTyyitzww03tE8yjqUaMYal+jOOpXozhqVmm+pBABcA+0XEBsA91bQ9ImKbKdbJzHx730onaVq23nprDj74YK644gqA2dVk41iqCWNYqj/jWKo3Y1hqtqmSZvsACWwDrFT9e/PqNZkEPDhIY+KII44gIjj//PMBlgMexTiWasMYlurPOJbqzRiWmm3S7pmZ+afM3DUzV83MRSnNUHfOzEWmeC06vKJLWpDllluOk046iVtvvRXgSoxjqVaMYan+jGOp3oxhqdmmGtOs0wHA/w6qIJKGwjiW6s0YlurPOJbqzRiWGmSq7pnzycwD2j9HxPLV9Lv7XShJg2EcS/VmDEv1ZxxL9WYMS83SS0szImKViDgpIv4C3AncGRH3RMSJEbHqYIooqZ+MY6nejGGp/oxjqd6MYak5um5pFhGrAz+nPBTgl8Bvq1nrAbsAL42IjTPz5r6XUlJfGMdSvRnDUv0Zx1K9GcNSs3SdNAMOAp4CvCozz2mfERGvAM6oltmtb6WT1G/GsVRvxrBUf8axVG/GsNQgvXTPfBlwbOeBASAzvw98AXh5L388Ij4SEadHxPURkRExt5f127azS0T8IiIeiIg7I+JLEbHCwmxLmuGMY6ne+h7DkobOuliqt4HUxcaxNJ56SZo9Bfj9FPN/Dyzb49//BLAV8Afgnh7XBSAi9gFOAv4KvA/4IrADcGFELL0w25RmMONYqrdBxLCk4bIuluptUHWxcSyNoV6SZrcAW0wxf/NqmV6slZnLZeZLgdt6XLf1pJKDgcuBrTPz+MzcH9iR0qf8fb1uU5rhjGOp3gYRw5KGy7pYqrdB1cXGsTSGekmanQ68ISI+GRFPbk2MiCdFxCeANwKn9fLHM/P6XpafwPbAUsDRmflI23bPBq4Hdp7m9qWZxjiW6q3vMSxp6KyLpXobSF1sHEvjqZek2UHAz4APA3dHxI0RcSPwJ2Bf4BJKZnuYNqzefzbBvJ8D60TEMkMsjzTujGOp3sYxhiX1Zhzj2LpY6t44xjAYx9JAdP30zMy8PyK2AN5KyWKvWc36AXAmcGJmPtz3Ek5tler91gnm3QpEtczvOmdGxB7AHgCrr776Qv3x2ft+b8Lpcz+17bS20cv6g9SP76f59eP/ezrbmElxPM4xPBXjpz4GdXyezu9uTGNYUg/GNI5HVhdD73Vpp5lUt3r+PRwztC4eeBwP8vfpb1+9GlYupeukGUAV/CdUr3GwVPX+4ATz5nUsM5/MPB44HmCDDTbI/hdNGk8zJY6NYTXVGMawpB6NYRxbF0s9GMMYBuNYGoheumeOo/ur9yUnmDerYxlJ48k4liRptKyLpfozjqUBqHvSrPVUkVUnmLcqkCzEk0ckDZVxLEnSaFkXS/VnHEsDUPek2eXV+yYTzNsYuDYz7x1ieST1zjiWJGm0rIul+jOOpQGoTdIsIlaPiHUiYvG2yWcBDwB7RsSibcu+Gng68NUhF1PSFIxjSZJGy7pYqj/jWBqenh4E0G8R8RZgjerjCsASEbFf9fnGzDylbfGTgZdQnk4yFyAz74qIjwGfBc6PiK9Rmp7+P+Aa4MiBfwmp4YxjSZJGy7pYqj/jWBpPXSXNImJJYCPg9sz8fR///tspwd7uoOr9IuAUFiAzD4uIPwH7AEcBfwO+Aexr81NpPhERm2McS3U1qBiWNDzWxVK9DbIuNo6lMdRtS7NHgAsoWeq+HRwyc4t+LJuZJwInTrtA0syWGMdSnQ0khiUNlXWxVG8Dq4uNY2k8dTWmWWY+DNwBxGCLI2nAjGOp3oxhqf6MY6nejGGpQXp5EMDpwBsjojYPD5D0D4xjqd6MYan+jGOp3oxhqUF6eRDAl4AtgR9GxJGU5qj3dy6UmTf1qWyS+s84lurNGJbqzziW6s0Ylhqkl6TZbyh9uAPYYorlFp1inqTRMo6lejOGpfozjqV6M4alBuklaXYg5eAgqb6MY6nejGGp/oxjqd6MYalBuk6aZeacAZZD0hAYx1K9GcNS/RnHUr0Zw1KzOHihJEmSJEmS1KGnpFlEPDEi9o+IiyPi9xGxSTV9+Wr6OoMppqR+MY6lejOGpfozjqV6M4al5ui6e2ZErABcDDwduK56fwJAZt4dEbsCywLvH0A5JfWBcSzVmzEs1Z9xLNWbMSw1Sy8PAjgYWAnYCLgJ+GPH/LOArftULkmDYRxL9WYMS/VnHEv1ZgxLDdJL98xXAcdm5v8w8dNCrgf+qS+lkjQoxrFUb8awVH/GsVRvxrDUIL0kzZanND+dzKPArOkVR9KAGcdSvQ0khiNikYjYJyKuiYh5EXFzRBwWEUsvxLaWiojrIyIj4phe15cawLpYqjdjWGqQXpJmdwBrTTH/+ZTmqZLGl3Es1dugYvgI4HDgKuC9wOnAXsDZEdHrk7YPBFZYiDJITWFdLNWbMSw1SC8nwucAb4+IlTtnRMRGwC6U/tuSxpdxLNVb32M4ItanJMrOyMzXZuYJmfl+ygDGWwI79LCtfwH2Bj7eSxmkhrEulurNGJYapJek2QHAw8AvgE9S+m/vGhFfA34C3AZ8uu8llNRPxrFUb4OI4R2BAI7smH4CcD+wczcbiYhFq3XOBc7osQxSk1gXS/VmDEsN0nXSLDPvADYGLgXeRjnBfgvwRuA8YLPM/PMgCimpP4xjqd4GFMMbUsZfuazjb80DflnN78Y+wDrAnj3+falRrIulejOGpWZZrJeFM/NmYLuIeBKwNuUAcZ0HBak+jGOp3gYQw6sAd2fmgxPMuxXYNCKWyMyHJttARKxJufN+YGbOjYjZ3fzhiNgD2ANg9dVX77XcUm1ZF0v1ZgxLzdFT0qwlM/8GXN7nskgaIuNYqrc+xvBSwEQJM4B5bctMmjQDjgOupzxMoGuZeTxwPMAGG2yQvawrzQTWxVK9GcPSzNdz0iwiXgi8Bnh6Nel64MzMvLSfBZM0OMaxVG99juH7gRUnmTerbZnJyrIz8FJg88z8+0L8famRrIulejOGpWboOmlWDfB7PLAbpflpuw9FxMnA7pn5SP+KJ6mfjGOp3gYUw7cB60XEkhN00VyV0nVzwlZmEbEkpXXZOcAdEfGMtvUAnlxNuzsz/9JDmaQZy7pYqjdjWGqWXp6euR/wVsrjczcFlq1eLwK+Q3m07n79LqCkvjKOpXobRAxfTjkfeGH7xIiYBTwPuGKKdZ8ArABsC/y+7XVhNX/n6vPuPZZJmsmsi6V6M4alBuklafY24IeZ+drM/Hlm/q16/SwzXwP8qFpG0vgyjqV6G0QMnwYksHfH9HdQxjL7amtCRKwVEeu0LXMf8IYJXu+u5p9bff5Oj2WSZjLrYqnejGGpQXpJmq3I1Ce9ZzL5mCiSxoNxLNVb32M4M38NfB54bUScERG7R8RhlG6XFwGnti1+AXB127p/z8xvdr6A71eL/KGa9rteyiTNcNbFUr0Zw1KD9PIggN8BK00xf+VqGUnjyziW6m1QMbw3MBfYg9LV8m7gaGD/zHx0IbYnaXLWxVK9GcNSg/TS0uyTwHsi4rmdMyLi+ZSuGJ/oV8EkDYRxLNXbQGI4Mx/JzMMyc+3MXDIzV83M92fmvR3Lzc7MzkGPJ9re3MyMzNyz17JIDWBdLNWbMSw1yKQtzSJi/wkm3wBcERHnAddU09alPGr+V8Cz+l5CSQvtwAMPbP+4MiVGjWOpJoxhqf6MY6nejGGp2abqnjlninmvqF7t/gV4PnDQNMskqU/mzJnT/nEV5o9r41gac8awVH/GsVRvxrDUbFMlzdYcWikkDcQNN9zw2L9nz579a+DVoyuNpF4Zw1L9GcdSvRnDUrNNmjTLzBuHWRBJ/bfGGmu0f3zIuJbqxRiW6s84lurNGJaarZcHAUiSJEmSJEmNMFX3zH8QEWtQHkf/TGA5oPMJWpmZW/epbJIGwDiW6s0YlurPOJbqzRiWmqPrpFlE/BtwOrA48DfgnkEVStJgGMdSvRnDUv0Zx1K9GcNSs/TS0uzTwM3AazLz1wMqj6TBMo6lejOGpfozjqV6M4alBullTLPZwFEeGKRam41xLNXZbIxhqe5mYxxLdTYbY1hqjF6SZjcASw6qIJKGwjiW6s0YlurPOJbqzRiWGqSXpNmRwO4RsfSgCiNp4Ixjqd6MYan+jGOp3oxhqUG6HtMsM4+PiCcBv42Ik4C5wCMTLHdy/4onqZ+MY6nejGGp/oxjqd6MYalZenl65tOA1wKrAx+bZLEEPDhIY8o4lurNGJbqzziW6s0Ylpqll6dnHgdsCBwB/BQfrSvVkXEs1ZsxLNWfcSzVmzEsNUgvSbOtgc9l5gcGVRhJA2ccS/VmDEv1ZxxL9WYMSw3Sy4MAHgSuG1RBJA2FcSzVmzEs1Z9xLNWbMSw1SC9Js+8BLx1UQSQNhXEs1ZsxLNWfcSzVmzEsNUgvSbP3A/8UEUdFxFoREYMqlKSBMY6lejOGpfozjqV6M4alBullTLO7KU8BeQHwHoAJjg+Zmb1sU9JwGcdSvRnDUv0Zx1K9GcNSg/QSyCdTDg6S6ss4lurNGJbqzziW6s0Ylhqk66RZZu42wHJIGgLjWKo3Y1iqP+NYqjdjWGqWXsY0kyRJkiRJkhqh65ZmEbF6N8tl5k0LXxxJg2QcS/VmDEv1ZxxL9WYMS83Sy5hmc+mu7/aiC1cUSUMwF+NYqrO5GMNS3c3FOJbqbC7GsNQYvSTNDuQfDw6LAWsB2wG/Br7fp3JJGgzjWKo3Y1iqP+NYqjdjWGqQXh4EMGeyeRHxdOBnwBW9/PGIWAR4H/BOYDZwF/ANYP/MvK+L9SfL8N+Xmcv0UhapCYxjqd4GEcOShsu6WKq3QdXFxrE0nnppaTapzLw+Ir4IHAB8r4dVjwD2Ar4NHAasW31+fkRsk5mPdrGNnwLHd0z7ew9lkIRxLNXdNGJY0piwLpbqbZp1sXEsjaG+JM0qtwLrdbtwRKwPvBc4IzNf1zb9BuAoYAfg1C42dX1m/lePZZU0MeNYqreeYljSWLIuluqt57rYOJbG1yJ93Nb2wD09LL8jEMCRHdNPAO4Hdu52QxGxRETY5FSaPuNYqrdeY1jS+LEuluptYepi41gaU123NIuI/SeZ9VRgK+DZwKE9/O0NgUeBy9onZua8iPhlNb8br6ccRBaNiLuA04D9MvOvPZRFagTjWKq3AcSwpCGzLpbqbUB1sXEsjaleumfOmWLeHcB+wKd72N4qwN2Z+eAE824FNo2IJTLzoSm2cRlwOnAd8CTglcCewEsiYtPMvHeyFSNiD2APgNVXX72HYku1NmeKebWKY2NYDTVninkLE8OShm/OFPOsi6XxN2eKeQtbFxvH0pjqJWm25gTTEvjzVMmpKSwFTHRQAJjXtsykB4bM3Khj0skR8b/AIZQnjxwyxbrHUw2SuMEGG0z2pBFpppkxcWwMq6H6HcOShs+6WKq3QdTFxrE0proe0ywzb5zgddM0Dgz3A0tOMm9W2zK9+gzlYLLtwhRKmsmMY6neBhDDkobMuliqtwHVxcaxNKb6+SCAXt0GLB8REx0cVqU0T52q+emEMvPvrW1Ps3ySFsw4liRptKyLpfozjqUx1Uv3TCJiE0q/6GcCy1Ge8NEuM3OtLjd3OfAy4IXAT9v+xizgecBPeilbx/qrAT9fmPWlmc44luqtzzEsaQSsi6V6G0BdbBxLY6rrlmYRsQtwMfA6ShPRm4AbO1439fC3T6P0/d67Y/o7KP21v9r2t9eKiHU6yrPcJNs9iJIMPLuHskiNYBxL9TaAGJY0ZNbFUr0NqC42jqUx1UtLs/8ArgW2yczbpvuHM/PXEfF5YM+IOAM4B1gX2Au4CDi1bfELgDWYP4O/X0RsDPyYclBahvKEkC2BS4Gjp1tGaQYyjqV662sMSxoJ62Kp3vpeFxvH0vjqJWm2BvDBPp+k7w3MpTzidlvgbkpA75+Zjy5g3QuB9YBdKU1iHwF+TzmIHZ6Z8yZfVWos41iqt0HEsKThsi6W6m1QdbFxLI2hXpJmtzD5Ez0WSmY+AhxWvaZabvYE084CzupneaQGMI6leut7DANExCKUx9G/E5gN3AV8g3Kift8C1n0WsDNlLJa1KF1V/gCcDhy5oPWlBrIuluptIHWxcSyNp16ennkc8OaIWHRQhZE0cMaxVG+DiuEjgMOBq4D3UhJeewFnVwm1qbwN2IeSKDsQ+CCl28rBwCUR8YQ+l1WqO+tiqd6MYalBemlpdiVlsMPLqv7WN1Cafc4nMxfqyR6ShsI4luqt7zEcEetTEmVnZObr2qbfABwF7MD8Y6l0+ibwycz8a9u04yKi1S3k7cAx3ZZHagDrYqnejGGpQXpJml3Q9u8vUZ7u0S6qaWbcpfFlHEv1NogY3rFa78iO6ScAn6J0vZw0aZaZV0wy6zRK0uzZPZRFagLrYqnejGGpQXpJmr11YKWQNCzGsVRvg4jhDYFHgcvaJ2bmvIj4ZTV/YaxWvd85jbJJM5F1sVRvxrDUIF0nzTLzpEEWRNLgGcdSvQ0ohlcB7s7MByeYdyuwaUQskZkPdbvBapyXjwEPM0UrtYjYg/KUMFZfffWeCi3VlXWxVG/GsNQsvTwIQJIkzTxLARMlzADmtS3TiyOBTShP37x2soUy8/jM3CAzN1hhhRV6/BOSJEnSYJk0kySp2e4Hlpxk3qy2ZboSEQcBewLHZ+Ynp1k2SZIkaWRMmkmS1Gy3ActHxESJs1UpXTe76poZEXOA/YCvAO/qWwklSZKkETBpJklSs11OOR94YfvEiJgFPA+Y7OmY86kSZh8HTgJ2z8zOp4lJkiRJtWLSTJKkZjsNSGDvjunvoIxl9tXWhIhYKyLW6dxAROxPSZidArwtMx8dXHElSZKk4ej66ZmSJGnmycxfR8TngT0j4gzgHGBdYC/gIuZ/+uUFwBpAtCZExHuAA4CbgPOBnSKibRXuzMwfDvRLSJIkSQNg0kySJO0NzAX2ALYF7gaOpjz9ckGtxjas3lendM3sdBFg0kySJEm1Y9JMkqSGy8xHgMOq11TLzZ5g2m7AboMolyRJkjRKjmkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdTBpJkmSJEmSJHUwaSZJkiRJkiR1MGkmSZIkSZIkdRh50iwiFomIfSLimoiYFxE3R8RhEbH0MNaXND3GsFR/xrFUb8awVH/GsTSeRp40A44ADgeuAt4LnA7sBZwdEd2Ub7rrS5oeY1iqP+NYqjdjWKo/41gaQ4uN8o9HxPqUgD4jM1/XNv0G4ChgB+DUQa0vaXqMYan+jGOp3oxhqf6MY2l8jTrjvCMQwJEd008A7gd2HvD6kqbHGJbqzziW6s0YlurPOJbG1KiTZhsCjwKXtU/MzHnAL6v5g1xf0vQYw1L9GcdSvRnDUv0Zx9KYiswc3R+P+DWwYmY+bYJ53wDeACyZmQ/1e/2I2APYo/r4bOA3C/1FZq7lgbtHXYgxVcd9s0ZmrtDPDY5RDK8NXDtJMev4f1UX7tvBmWjf9j2GoTZxPE783c/P/fG4bvZFU+ti8LcyUzT9/9G6uP6a9hv2+/6jnuJ4pGOaAUsBD04yb17bMhMeHKazfmYeDxwPEBFXZOYG3RS4Sdwvk3PfPGYsYngq/l8Njvt2cIa8b8c+jseJv/v5uT8eN8J9UYsY9rcyM/j/ODC1iOOZoGm/Yb/v9I26e+b9wJKTzJvVtsyg1pc0PcawVH/GsVRvxrBUf8axNKZGnTS7DVg+IiYK8FWBuydrgtqn9SVNjzEs1Z9xLNWbMSzVn3EsjalRJ80ur8rwwvaJETELeB5wxYDXb2lMc9QeuV8m574pxiWGp+L/1eC4bwdnmPu2DnE8Tvzdz8/98bhR7Yu6xLC/lZnB/8fBqEsczwRN+w37fadp1Emz04AE9u6Y/g5Kn+uvtiZExFoRsc7Crj+Vqh+3OrhfJue+ecxYxPBU/L8aHPft4Ax53459HI8Tf/fzc388boT7ohYx7G9lZvD/cWBqEcczQdN+w37f6Rvp0zMBIuJoYE/g28A5wLrAXsB/A1tl5qPVcnMpTzmIhVlf0mAYw1L9GcdSvRnDUv0Zx9J4Goek2aKUjPgewGzK40FPA/bPzHvblpvLxAeHrtaXNBjGsFR/xrFUb8awVH/GsTSeRp40kyRJkiRJksbNqMc0kyRJUk1FxFLVeyxo2SZwP0jS+PNYrV40NmkWEctGxOxRl6MuIuJpEbFFRCwx6rJI3TDGJfVTRDwxIlYadTnGQRTviYjLgAMBssFdFyJihYjYMyIOBzYZdXnGiXVxs5mY0LiIiBUj4sCIOA+aXWc1TUSsFBHPi4iFzn01LmkWEa+KiJ8A1wLfj4jTI2K9UZdrHEXEohHxtoj4OXA7sDvw1BEXayxExCIRsUtEnBIRH4mITVsnBtMJSE2fMT5cxsLwRcRiEfGmKmmxgTczBqf6fe8QET8CLge+ExHnRsQLR122EVsUOBjYAFgvItYYcXlGIiLWjohTgVuA91P2x/MjYunRlmz0rIubp6qbdoqIj0bENhHx5MxME2calbZr2UuBO4BdgZsj4kkjLtrQVftil4g4PiLeGRHPbps342K0I49xG7Ab5SmyC7e9JiVZI+JVwLGUCvw7wPOBVwF3Au/LzB+NsHhjIyI2AD4G/CvwIHAe8F3gEuAPTX/ySrV/vgKsBFwHrAMsAxyRmR8aZdmazhgfLmNhuKok5N7ARyk3vR4CVgBOBt6fmfeMsHgzTpUY+zjwHOBS4PeUJ5G9DLgJ2Dszzx1dCUcnIv4VOBT4P8r+eWv30rzkAAAaUElEQVRmfisiogl371vfMyJOodQzxwCXAX/NzD+MtnSjZ13cPBHxTuAAYAngL8AawI+B3TNz7giLpoaKiM9SbmbcR3mS6DmUm1+3ZObfRlm2YYuILYATgGWBm4H1Kdf4+2bmsSMsWt9FxEbAvsArgXmUPMb3gIspeYyFOkdZrG8lHHMRsRzwEcoP5B2tA3hEbAr8FPhERGyWmX8fXSlHr+p6cjDlouDDwIXAXOBPTU6WRcQimfloNXbLHOApwFuAXwL3AycBH4iIa4CTM/PhkRW2oYzx4TAWRmpjym/8HOBo4F7gbcD/AxaJiA9m5h9HWL4ZIyKeSElOvgD4EPCDzLyzmrcj8FVgu4g4r0l1Y1tSbGVgOeA9wE+AzSPizMx8ZKQFHJIqYbYr8GbgjcBZ1i2FdXHzVC1W/oNyc/1QSnL0NZTriS9GxN6ZeXVTkuoaG63zz0OAI4FHmnjciYinUIZReBR4E/A7IIDTgWMi4rrMPG+EReybiFiLcjN/HcoTZP8XuIE+5DGa1HVmWcoFx9ltFfjimXkJ5eLjhcDOoyve8MUE47Nk5h2UC7JHgOsy8/LMvKu6SF52JAUdgQn6vbcCbTVK5vrwzDw3M++o7lZ8lHLh8GHKRdaMbOo65ozxATAWRq9t/72HUm8fUh2br6acCB1AuXh/04iKOBPdD/wM2CozT25LmC1KqSP/QGlhOWt0RRy+tgveV1JaVl0G/BrYClgbmhHvVavPNwNXZuY3M/PvEbF5RBwSEXtFxHoRsVi17IzfHx2sixui7be9O6XV82cz8+eZeQMlSbEn8FLKzR3HkNKwfb56XzUz51XH6edWw1us1jpGN8A/Ay8GDsjMH2XmLZl5M/BBSgv6j8cMGXeyaul9TvXxF5l5WVseY5npbLtJSbMlKHe9bofHTnxbd0RPoYxHsedoijY8beOz/Jj5x2fZqG2xyyn9vreNiFUj4siI+C1wbkQcExEvHkXZB62t7/NlTN7vfePq/YFqnSUAqovXo4BnUvabd9OGzxjvE2Nh+KYaa6Jq1bIc8HTgxsy8tvp9k5n/R9nfdwFviYaOLdVvVYup4zLzqqi0TX8qsCLwaGbe36SkSHUOEZS7uNdk5kPAtyhdPTaecuUZpLp58E/AbyLiX6KMl3Mh8A5KsuBiSgvQJrIunkFiinFLy+x4ArAKcHdmXlLVZZGZj2bmlykX5TtGxLqtFUb0VdQwVWLoSuDfIuK4iLgF+AXwZUrX8VMiYrVRlnG62q7rv1rFYvu8Vqy1rvFb5+uLV58vA46r5m89jPJO1wK+byuvdSGlleFrI2JWRBwVEb8AzoyIgyPiGQvzt5uUNPsbZQe+qDWhrcXEL4AfUgZvXagdWQdRxmc5G/gM8Cfg25SB8TYHToqIV1aLXkvZH28DrqaMbfY/lJOedwMXRsTrhlv6wYrS7/3vwOcozTjfCrwC2Ccz/9YWiK2xSp4CUF0wtHyfsu9eCaw1jHJrPo2P8X4wFoYvylgT1wCHUQYSPwq4JCLe3VomM/9ESdYsExFPzcxHqlzOItVYZidX624x7PLPVJn51+o9OwazXgt4InB+a/6Iijh01TF1bcpF8s+qyadRun1sERFLN2F/ROme/ldKsnAXSovDrSh38zejdJ3+ZERs2oT90cG6eIaIMm7pryh10zMoXdV/Anwayv9rZj4APBl4akSs3Oqi3daK54uU48VrWpsd3jeQOI5yg+MFwH9RutO/hzLW4puAL0QNe1JFxJMiYifKeKunAjtSxo1s3ahod2P1vhRAq4tqZj5IaZV1O+Um99OGUPSF0uX3bdW1l1NuXH2EckP5ZZRxl1ek9Ia5OCJe0msZmpQ0u50ycO9GETGr7aC+SFWZX1wt99pRFXCQYv7xWf4DeE9mfiQztwfeDjwLeHVELJqZf6Zkny+mPBBgG+Bdmfki4OWURNsBMbOegtTe731X4NTMvKo1UGTbCd8fKQOcPr3V6qatBcIDwBnAelTdVDRUjY7xPjIWhijmH2vijcC/US5OrqKMNfGytsV/Q+n6tG7btNZJwpeq9xehQWmdM+1GORGbEWOALIRVgaUp3TLJzGuBiyg34J4TEf8UEcuPsHzD8ABwK+Wcai9gv8y8MDN/l5n/Teme/lfg3RHRqC68WBfXWuvGWPzjuKWvoQzufzZl3NK3tf22bwCeQOl6CyUx1mpdeDplIPYtYL5zCGkYTqUkWvYFPl51pz8xM1tjk25LPY9Fa1GSgE+ktOCdx+NDdDwK893Q+3M1f61WK7O2m4A3UW5kbESp28dV19+3Gk7jEh5v8b0N5WFFz6Ecy54MHBI9PkG1MUmz6iB9IvA0SuuHVmay9YO6gnIS9C+jKN8QdDs+S+tRrBcA7wOOzsxbM/O+avpFlDtM61JOiGbKHaPJ+r2/MUq/9yWq+fdR7pRuQrlz0enHlDvO43zgmZGM8b4xFoarfayJH08y1sSa1bI/BJYHngvzt4DKzN9TBnddNyLc531W7eNHImJ9yl3LMzLzD23dHGa8tvr+1ZRW6O0PnTgPWJ3Sgv0ayjhGM1Z1cv5dyon7vZSBz9u7vVxIOefahpJMaAzr4nqJPoxbSmm1A7BpaxttddPNlJtAz4oIb6JpqKqbuJtl5gVVyyrazmOPqd5fMZLCTc/VwNeBzTNzV+C3wJYRsVIr9trq7NuB6yldMDsTRfMoCaaVKL0ZxtUCvy/M10XzdErC7EvVefW91fQzKNc5m9BjHdSYpFnla9X77tV7+0H915QxGB6ciXcFexif5f+q6b/PzF903hGqDji/ojxmfv1q/9X+dzRFv/evULqZnVw1O7+N0iVnbaqkYUfXi3sod5dXhQmbyGqwGhvj/WIs9E90N9ZE59hw7WNNfJFy92/LatrFlK5PW0XECq3ttO33/6Y81dAnlvZZ2z7emXLS+aVqemOexFUdSxenXExfR3li6y4R8UPgIEpS5GHKxfS5M+im2mS+C9xNuehodWt5uIrJ26t5K1avprEuHmPR27il91XrTDRu6b9WcX4RJYm+VVTjalbTW9cH51GOm0sO9ItJE8jMh9uvVTPzoarl66WUc6on9trqaNSqm9o75eNPTD+X0iq01WpukbbzlhspTy7eiLabrm3vd1Fahz4DxnPcwW6+b7Vcq9XZr7I8MOuxPEZV/zxAuXETVEmzbvMYtU929CIzb6U0K355RGzY/oOpDvJ/B+7KzHnj+IOZrpx8fJZn0DY+y2TaLnrnUSq/J1XbmylNrdv7vZ9C6Sr1bsodtDcCJ0R58sa3KScHO1AG5m6/azGP0uxzFjyWlNSQND3G+8hYmIbobayJudX7RGNNfI9yh/DVEbFCZv6G0jL4pZSucADtLZ2WpFy8/63PX0lAlKdL7QqclZlXVtMWj/LAnIlaW8441e9zS0pru5uA44FFgb2BH1B+j9dmGWdvRsvMu4AzKa0/N4uIJ7fOr6pFlqMkJO6dbBszlXXx+Iruxy29vnpfDiYdt/QVwDOz9Eb5OuWc4dXVMou31ftBOR9ob50qDU2WpydGx+cXUB5cckP126/dsSgeHzvwW5S65o0w/zl31crq+5SbsztHNXZZ2/l6q75erFp+bMfh7Ob7ti3b+f/ZOv/+S/W+bLVuV3mMRiXNKgdSLkK+GBEbA1Q/nn0oB/QfwXj/YPqo9f+/KyXL/IPOBToy849UrSVafYjPHHgJh6u93/ucLP3eT8rS7/1USjP112bmNZSuB9sA74TH7losyuMtQs7p3LiGxhifPmNhegYx1kTrCU9HVdt9f0Qs1rqQqdbZmNLarHGt+gaprR7ciXKS9Z8RsWREbEYZaPY7wNGjKt8IfJ1yQX0EJYG7Q2YeCxwLrEBJqDXlGHs05a71+6lO3qN0Y9+Tsh9OqRJITWRdPJ66Hbf0ThY8bun6lCfpQknCPQB8KCKe2JFk24pqDERpVFrHmohYIsq43IdQzsm+3z6/TjLz4er9l5QeCi+MMoxE+9OuofRU+CaltfybqnUeqs47W4Pi/3iYZV8YC/q+HctmRx7j4eqG/xuqSd+hF5nZqBflbsebKGN83Uu5E3YBJcv62VGXb5j7oXpfn3Ln5wvV58UnWHYxSquTjYFPUrpmHgksNurvMYD9sljH5yWq940oB9ZvVJ+XqYL1UcqFw06UR6jfQkkiPGHU36WpL2O8b/vRWFj4fTeLklxcsfp8OeWJxStVn6PjGPwbSveW5Vrz25bbnTKg8jZt2/9itb//k3Jh3nri5t3A60f9/Wfii9Ka6ErKeF1vr44p8yit+k4CnjvqMg5xXzyV0kJ9Vsf0pYEDgGeMuoxD3h+bULq/PEoZd+USSpe27wErj7p8I9wv1sVj+KrO5x+ljFncmvZcStJ3tba6fpXq/+u3lOFYHqubqn9vU21nD2DRatq+lK6351JaWG8CfIpyY36Pzm348jWsF+WGzpbA9sAHquP0XcCHR122Pny3VvztWcXkAe3T25ZbtTo3f5hyw287yvjld1LO3xcZ9Xfp5/dtX7767ptU3/Ne4MBe/27rxLxxImIbSmuJ51Mq8C9lZuNaRETEJyl3/V6UVXeTjvkfB15HuVv4AsrF4H8Ch+YMvXsajz/hab7PEfEXSuubHTPzz1UXgwMpv6PFKF2jvk15Ost1oyi7HmeMT5+x0B8RcRDlqcV7ZuaxUZ5S3Hqi3DLAZyhdZF6ZmT/qWHc7yr58d2YeV01bkdJddn9K0ubvlMHGPwt8Jh9/cIv6JCJeDZxVfXyUckf2mMw8a/K1mqFjXL1GiohnUo5/G1N+H1/PzLNHW6rxYF08fiLicspYe9+nDB2wCtW4mpTk5j6ZeXtEfJRSt+8BfKU9ziNiA0pL6M9l5pxq2lKU1muHUuKgVTcdA3wqG9BtW+MpIvYB3ku50TuLcqPy8Mwc+9ZVC9KqgyNidcpN7D9meVJk+zKt8/cNKE/FbR/i4zRg/8y8aZjlXljdfN9quaUpY6xuTRljeSPK9z2OcuOmp+7ijU2atbRfvDRNNT7LJcBPM/NN1bTFKRXpYpl5Y0S8ivIUt9sp3Te/lpnzRlPi4em8CKj6vf8UOCkz/73qFvVw1Q1tJcqAqD/L6sksGh9NjvF+MBYWXtu+eR7laWP/k5lbTLDcqyndOM8A9s3MP0bEElmazm9OeRLfezPz8x3rzaacDNwLnOk+H5yIeDbwMUp349OaUA+qd503GvQ46+LxERFvB06gtJ49v3pfGng5pXXgOZSxSlejdKP9DfDvWZ4Y3Kqb1qd0uTw0M/ft2P7ylC6ZDwPfs27SqFW/yVdQkifnzbQ6vC2R9A3g9cCmmfnziFiWku+5py1xNgtYk9Lq9KI6xucCvu8i1Q39AHahDB9zO6X196kL+3/f+KRZE7UFzUeB/ShNVS8CXkhpurodcHNmbl8tv1Rm3j+yAo9QNUjiM4DDgRcDO2Vmb32gpRnAWJieiDgf2BTYMDN/W42zkFWl/1Tg05Q79B/IzKOqdRandHc5APjnzPxt2/Ya37pHktS7anziH1GuAS5uv2iOiFOANwO7ZebJEfEJSj302cz8ULXMosC7KGP6bZmZF7Wtb+JYGrK2JNJrKWOXnUoZf3R74L7MfN9IC9hn3X7f6tpl8X70wFhswYtopqkSZstTul3eRMk0nwO8CHiI0hXocHjsR9mohFlErAA8mzJQ7TMoj7N9JnCQSQI1ibEwfW2tK86k3Hl/I/Bxyk2r1kMB/hwRcyh3QQ+vmpRfBcymjNnwOcpYSY8xYSZJWhiZ+UBEbJbVoNpQLi6zDN5/DCVp9irgZOATlPHLPlDdyLmcMq7hvtX8yzq2bcJMGr6ohu5YlDL2+E7V6z7gqIhYso4tyqbQ1fetjmkPTbGd7v+g593N5Pgsk5vJ/d6lXhgL09e0sSYkSfXguKXSzBARL6eM37UJJUbPAE6cqeNHjuL72tKsuW4ATsfxWSZyCuUpdDOy37vUA2NhmqqEWWTmTRHxE+D1EbHxJGNNXBERr6fmY01IksZflSB7rKt/9fkFwBLA9VXCrDXG8dtw3FJpXP2F0upqH8pDO2b6+frQv68tzSRJGqCmjTUhSaoXxy2VpMnZ0kySpMFq2lgTkqQx57ilktQdk2aSJA3Wy5h/7IVvMoPHmpAk1cLO/OO4pf/huKWSND+TZpIkDVbTxpqQJI0/xy2VpC44ppkkSZIkSZLUYZFRF0CSJKnpIuKsiDiv7fM5EXHGKMvUi4jYPiLmjLockiRJ/WTSTJIkafQ2BS4GiIhFqs+XjLREvdke+PioCyFJktRPJs0kSZJGKCKeBSwP/Hc16Z8pT7SrU9JMkiRpxjFpJkmSNGQRsUxELB8RywPbAI8Cf6g+vxR4GLixWubJXWxvTkRkRKwfEUdFxB0R8UBEXBoRW0+yzu4R8T/Vcn+NiPMi4sUTLLdtRFwUEXdXy94UEWdUyT4i4kJg1+rf2fbarZr2TxHx5Yi4MSIejIg/RsQlEbHrQu08SZKkIfHpmSIizgKekJkvqz6fA8zLzNeOtmTdiYjtgedl5pxRl0WSpC4dQ5VoanNDx+dbqveLgC263O7JwCPAp4EnAu8Ezo2IV2Tm+a2FIuLTwIeAy4CPVsvuAfw4IrbLzHOq5V4CfAf4DfBJytNgV6Ek+p4B/A44hHIjdjPgLW1luSQiFgN+CKwKHFst/2TgOdXyJ3X5vSRJGiivizURn54pIuIu4OjMPLAaR+XPwMGZ+dkRF60rEXEisGtmxqjLIklSNyJiPUryCeB04Ls8nkA6E/gacFr1+Z7MvHIB25tDGVPsMmCzzHyomr4acA1wc2auW01bG7ia0v1zq7ZlVwGuoiTG1srMRyLicGAf4GmZ+ccp/v6JTFAXR8RzgF8BH87MQ6f6DpIkjZLXxZqI3TMbznFUJEkavsy8qmr5dTOwLHBS9fmPwNLAVzLz/Oo1ZcKswxGtJFj1d24BvgqsExHrVpO3AwI4tGPZ24CvAGsAz68m/7V6f13VaqxXrfW3jIgVF2J9SZIGzutiTcakWQM5jorjqEiSRqejHt4eeBC4uvr8auA+qno5IpbpcfNXTzDtqur96dX7mtX7bydY9rcdyx4D/ILStfLPEXFOROwVESt0U5jMvJHSffNlwO0RcWVEHBoRG3azviRJg+J1sdfF3XBMs2ZyHBXHUdEM4xgMUq1MVA/f0vH5jur9JGC3QRdoMpn5pyrBtRnlAmJz4AjggIh4ZWb+rItt7BcRXwa2rbazO/DBiDg0Mz88wOJLQ2VdLNWO18VeFy+QSbNmOhT4r+rfCxxHpYftPsz846h8mTKOytFA+zgqH6Q0e20fR+VLlDvhx0bEWpn5CKX7yCLASzvGUTmo9Y/M/GFEvLn6u//VtkxrHJW1cRwVNcOmlFgjyhgMmwIHj7REvdmectIyZ8TlkIahvR4+i1IHnwEsSqmTjwXOrubf1uO216WMIdZuver9+o739YE/LGBZqjr5wurVql+vBPajJMIAphwkNzOvpxyjjo6IWcAPgA9FxGFTjZUm1Yx1sVQvXhdrgeye2UCOoyLNLOEYDFKttNXDtwFLAV+tPv+ZckPz5LZ6+KqptjWBfSJiidaHKA8C2Am4NjNbXTe/Q0lyfTAiFm9bdmXgrcCNlC6ZVF1UOl0DPAA8tW3avdXy7dOIiCe3/43q+8/j8W6kT+nx+0ljybpYqh+vi9UNk2YN4zgqjqOimcExGByDQTPCSyjJp8urz5sDfwN+OY1tLgb8NCL2joiPAZcCTwD2ai2QmdcCnwFeDPykbdnLgGWAd1d3tgFOiIjLI+KQiNgjIt5HaXH2REr3k5afV+/HRsRbImKHiFgT2BK4NSK+UP2d3SPiC5QumpdWZZFqybrYulj15XWx18Xdsntm8ziOiuOoaGZwDAbHYFD9vYSSOGrdYd4cuKQtYbUwdgHeBexLuWv+v8BumfnD9oUy88MRcR3wbuBTwEOUBNtOmfnTtkVPoZwL7AqsQEnqXQW8PjO/1bbc1yh3xHcA3kCJ6bdSjj9nUI5Bb6Z0Qb0J+ARw2DS+pzQOrIuti1VfXhd7XdydzPTVoBdlrJJtqtd9lIpvG+Bfgb8Dn2ubv16X25xD6eaxwwTzvljNW7f6/MHq879NsOzh1bwNpvhbz6nK+b22aV8pP+WuyjqLctKSwIqj/v/w5WthXx2xfA/lwrb1+V7ghLbPL+hie604vhRYom36atX2rm6btjblbvrFHcuuQjkRnwssWk1rxfWU8QacOFEcVzGfwIdGvc99+RrnV1sMzx51WXz5asrLutiXr/q+8LrY6+IuX3bPbJh0HBXHUdGMkI7BIEnSSFkXS/XldbHXxd2ye2ZzDXIcla9Rmoe/iwnGUYmIz1Cakv8kIk7j8abkywBvzvnHUVkNOI9y0HgC8CYmHkdlT8o4Kt+jZNwvBZ4LHB8R3wKupRxEXoDjqKjmqnEVZlUfpxyDgfKo+3t72PyCxmC4mu7HYLiC0vR9O8rdu09HxMXAucDXMvOuBRUmM2+MiEOAj1DGYPglcAFwemZePvXakiQNhnWxdbFmDK+LvS6ekkmz5nIcFam+HIPBMRgkSaNlXWxdrJnB62JNKbL0Z5UWWkTMAT4OrJmZc0dbGmnmi4j1KGOWAJxFORk/g1IBfpdyJ/nsav5t3TQpb4vjHTPz6x3zvki567VeZl4dER8EDgW2y8zvdCx7OLAPsGFmXjHJ33oOcCVwXmZuW037CuVkIroo6yzgB5STmqdl5h8XtI4kSf1kXWxdLHXyunhmckwzSaoZx2BwDAZJ0mhZF1sXS2oGu2dKUn05BoNjMEiSRsu62LpY0gxm0kyS6ssxGCRJGi3rYkmawRzTTJLkGAySJI2YdbEkjR/HNJMkSZIkSZI6mDSTJEmSJEmSOpg0kyRJkiRJkjo4ppkkSZIkSZLUwZZmkiRJkiRJUgeTZpIkSZIkSVIHk2aSJEmSJElSB5NmkiRJkiRJUgeTZpIkSZIkSVKH/w/ImfbcxrOULwAAAABJRU5ErkJggg==
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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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<img 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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>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
      <th>Conservative-Fake</th>
      <th>Liberal-Fake</th>
      <th>Unclear-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Mainstream</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>num_record</th>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>7.00</td>
      <td>7.00</td>
    </tr>
    <tr>
      <th>num_discovered</th>
      <td>7.0</td>
      <td>3.00</td>
      <td>7.00</td>
      <td>7.0</td>
      <td>7.00</td>
      <td>6.00</td>
      <td>4.00</td>
      <td>7.00</td>
      <td>6.00</td>
      <td>6.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>4.00</td>
      <td>5.00</td>
    </tr>
    <tr>
      <th>total_discovered</th>
      <td>168.0</td>
      <td>9.00</td>
      <td>37.00</td>
      <td>224.0</td>
      <td>1327.00</td>
      <td>673.00</td>
      <td>97.00</td>
      <td>424.00</td>
      <td>1420.00</td>
      <td>20795.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>0.0</td>
      <td>2.00</td>
      <td>20.00</td>
      <td>47.00</td>
    </tr>
    <tr>
      <th>discoverability</th>
      <td>1.0</td>
      <td>0.43</td>
      <td>1.00</td>
      <td>1.0</td>
      <td>1.00</td>
      <td>0.86</td>
      <td>0.57</td>
      <td>1.00</td>
      <td>0.86</td>
      <td>0.86</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.29</td>
      <td>0.0</td>
      <td>0.29</td>
      <td>0.57</td>
      <td>0.71</td>
    </tr>
    <tr>
      <th>avg. post per URL</th>
      <td>24.0</td>
      <td>3.00</td>
      <td>5.29</td>
      <td>32.0</td>
      <td>189.57</td>
      <td>112.17</td>
      <td>24.25</td>
      <td>60.57</td>
      <td>236.67</td>
      <td>3465.83</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>1.00</td>
      <td>5.00</td>
      <td>9.40</td>
    </tr>
    <tr>
      <th>median post per URL</th>
      <td>12.0</td>
      <td>2.00</td>
      <td>4.00</td>
      <td>14.0</td>
      <td>71.00</td>
      <td>59.00</td>
      <td>3.00</td>
      <td>80.00</td>
      <td>181.50</td>
      <td>349.00</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>1.00</td>
      <td>NaN</td>
      <td>1.00</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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80NZGZmZmZmZmZmNtDcQGZmZmZmZmZmZgPNDWRmZmZmZmZmZjbQ3EBmZmZmZmZmZmYDzQ1kZmZmZmZmZmY20NxAZmZmZmZmZmZmA80NZGZmZmZmZmZmNtAGsoFMye6SzpI0W9K8/Lojp71P0pK9rqeBpOmSQtKkXtelTKF+zV67jnAZG+f53NyperexbMdKRVQsVn44RNlzC2XP7dDyQ1J0Yl7WP/JxraW4abQP9cO+JWla/h5T2pyur8+BtpBjJelQrPgcaANL0oRW9kdJk3K52aNUteKyp+ZlTx3tZXeKpHEtnJ9D0oojXM5BeT7f6VTde21crysw2iStA/wS2BQI4C/ATGAB8ApgD+D9OW3THlVzIOQfWb8HroiISb2tzYj9Efhng7w5o1mRTnGsjB19FisAe0j6ZEQ8XZ8haVVgpx7UqWtqPwIjQr2ui1mX9N050KyLfA40s9F0DjCvQd5zo1mRKhioBjJJq5F+xI0HLgcOiIhb68qsBXwJ+NDo19BKTAaWZ+z/wP5RREzrdSU6xbFSSVWJlWuBNwO7AmeW5H8IWJrU8Dqxg8t9VQfnZYPJ+1BjfXUOtBFzrDTmc6CZjbbPRMTdva5EVQxaF8vvkS74ZwDvrr/gB4iIf0XEQaQTl/VYRMyJiJsjolGrt3WHY6ViKhQrp5LuSNy7Qf7ewLPAGZ1caF437qJlw+Z9yKw1jpWmfA40MxvDBqaBTNKGwPvyxwMjounthBFxZd30a0j6pqRbJT0t6RFJMyRNlrTYLcPFMQry+Bm/kPRAnvY6SR9oUM81JR0v6SZJj0l6QtKdki6QtHuDaXaQ9GtJ90l6VtJdkn4s6RUlZWv9uadLWlHS1yX9U9Izks6X9Mmc/7Mm6/IDucxFdevnYEkX53Eqnpb0cG0dla0fUpcxgC3r+kJPL5RbZFyl3J/63zlt/SZ1/Hsus1ld+oqSvpS3weNK42ndIOlzkpZuNL9OkfRiSQdIulBpHK+nJD0q6WpJB6rN8bwkrZXrH5JOqN8XJW0p6ZeS7s37xr2SzpC0SZN5OlZwrHQxVmYBVwLvkrRm3TJfTequeyHwUIP6LiXpI0pj4N2at/sTkm6UdLikFRpMN+SYOHm+M/N3fUhpHJjSdZdj64K8DZ+R9GDeF79Xmybv01G/rPq6qDDWhaT1JZ2WY/V5SQfXLfftks6R9K+8D/9b0tmS3tCgnu/LMfZ3pWPNU5JulvQNpTtFy6apjTU0QdJ7JV2V1/F9kn4q6aW53HKSjspx8bTSMe0L0uJx3g8a7UOFfCkd32/M+9D9SsfbZvG3rqTvFtbhI5J+L2m3BuWL2+b9kv6Qt2tIWjmXeavSMfjavM2eUTrWnaYmx/7RoAqcA23kHCtN+Rzoc6ANkxb9bb6MpCO18Lf53ZK+1SgG8vRvz7Fzd55mbt6+h0haro16jPZ+WHoM6zRJG0g6TNKVku7J3+0+pWundw1jflsqXeM8rbprM0lLStpH0hWFMrfldfKSzn2rYYiIgXgBnyb9x+aGYUy7EXBPnv4u4Czgt8DTOe3ngOqmmZbzvg08AfyddCv1n3N6AHvWTbMm8O+cdwdwHnA2cBXwJHBRSd1OzuWfAf5A6mN8U057BHhLXflJOe/PpNu8HwX+N0/3fWA10n+ungBWbLA+fp3n8aFC2l457U7gUtJ/vmYA83P6d+vmsR9wUc77d15ftdchhXLTc5lJhbQTctqRDepXGzPrlrr0lwM357x78/e4EHggp/0eWLrNfaNWvyktlt82l/9XXt4ZpC6MtX3p3JJpNs55N9elvyqv7wXAZ0umOyJPNx+4Ou9L1+W0p4DtHSuOFUY/VnYEPpr//lxdma/n9J2BKZTEBLBOTn8wb8czgYvzNgxSt5TlSpYfQDRKB76Wt+elwLnA3SyM1ZfUTbNPznue1BX5jLyOavvTB3O5d7Bw/466bTetML+pOf904GFSN9mz8jrfv1Dui6R4f560X56dv29tv96p5PvNBx5j4THgN8DcPM0sYPWSaWbn/G/k6S/P66QW2zcBLyLF2wPAL4BL8voL4PB2jx29ehW+66QWyg61D32rsL7OAG7P6Q8Bm5RMt23eNkGKt1+Q4uSp2j7ZpL6149lVeb+ZCbw4l7mUNKbIDcAFpLEkb8nl5wFblMy3tp9OGWZctzQdFTgH+uVY6XKs+Bzoc+BAv4AJjfbHunKTcrnZJWlX5Zh6GDg/73+1Y8TvGszvsMK+eH3eby8inUcCmFCyT04tmc9o74cNj2FDrL9xhe+7Tovb5lgWHmd/m+PwmsJ8PlEyzUE57zt16XuQzu0PU3csBZYDfpenexS4jHT8rX3nO1qtc1f20V4Hyah9UfhZXuE/Gsa0tR1jGoWLQuCVhYPlAXXTTCvsTF+oy/tcbePXpdd+zJ1cUocVgc3r0j5RCPIN6vI+nvNuB8YV0icV6jUTWK1kWefl/L1L8l5K+jHxKIUTMOmH6qYl5ddn4YFns7q8Wl2mN1n301n8ov/1he+mkmlOyvmHFtJEOijVTnjLFPJWZmEDxFfa3Ddq9ZvSYvl1gS3q6w2sRRoEP4Bd6/IWuzgA3k76cfQMhcaXQv5uhXX0urq895EO1A8AKzlWHCuMbqzsSPph+STw10L+knkfmUs6qU+h/OLgRXke4+rSX8zCBslDSpYfNL84uI/ChVnej2rr4fC6aWaVbaectwGwXivLLuRPLdTjh8BSJWV2yPl3Am+qy9sp72uPAKvW5e1B3cUSsCzwozy/75csa3bOe5JCLOV1XLsA+lvepi8q5G+f8x4HVmhn/+jVi85e9D8BvK1un/5+zruubpq1SD8anyVfTBbyNi7Ua+sG9X0W2K5BPd8NrFGSvl+e9h80/kfFlDbX3/R2pqMC50C/HCtdjhWfAxefZmqhHj4H9vmLzjSQBanBaJVC3vosbCiub5B5X05/GNimLk/AVhQanWjQQNaj/bDhMWyI9TecBrLNgQ1L0t9BOm4/RV1jHiUNZMCnSA2IdwGvKZlfrdHvVxSur3KdT8x5v+nZPtqrBY/6F02toAEc0+Z0W+TpHiweBAv5U3L+P+vSp+X0P5VMsxTpv2QBrFtI/y4lPw4b1GtJ0p0dz1N3wV8o8795fjsX0ooHlsVObLnMe3P+ZSV5B9Nm4wnwsTzN8XXptbpMbzLtdEp+kAE35vR3lqzb+0kt++ML6f9RWxblDQVrkn5oP1CW30L9Gr2mtTGvnfI0P6tLX+TiIG+fp0gNL1s3mFftQmPzBvmn5Pz9S/IcK46VbsbKjvnzT/PnN+XP786fT6zbXxa7o6TJMjbM01xTkhc0vzj4eEne7jnv93XpTwIPt1Gv0mUX8qfmMg/Q+G7E/8tltmqQ/+2c/58t1mk50g+5+0vyZud5HV2S96mc9zzwypL863P+lq2un16+6OxF/3EleSuw8M7LdxbSj8tpje7urDXw/LJBfRf7Md3i9/1jnv41denTGNlFf9+cA/1quH0cK9GRWPE5cPH8qfgcODAvOtNA9jzw6pJpvpPzj6hLr/0WntxiHWv75NQxsB8O9xhWbCBr9Nqrjfn9d55m77r0FxrISI2NtWP23yhpmAPWzt/5XsqvF8cBt+Z5vKIX++hAPcVymLbI7+dFxOMl+aeRfmitL2ntiLinLv+i+gki4jlJs4BVSP8ZuzNnzczvx0haAFwajQfcfgPwMuDaiGj0aPUZpB+cm5EaAIrmRsTVDab7NamRY5Kkl0fEXYW82hhJp9ZPJGkp0m3wm5HunlmGFCi1MRY2arC84TgV+GauT3EMrPeQur5dHhFz6tIh/dCI+plFxL2SbgNeQ/qBsdig9ENo9Ij7P9QnSFqCdIB/O2n7L0taT7X+5A3Xk6RPkO76mQu8JyJuLCmzNvBa4J6I+FODWc0gNcZsRtp/O8Gx4lhpt14fIQ1IfB3pYqCWPiRJm5L+47cu6emdyi8Y3vr7bUnaLfl9rbr0mcAWSuPDnQj8pWxdDcOlEfFEfWIen2JT0sXD9AbTzgA+Sdqnvl03/atI/9len3QRWht/9FlgNUmrRMTDJfO8uCTt9vx+Z0Tc0iD/DSy+zgbBz+sTIuJJSeeR7kjZgoUxWIuzcxrMa0Z+36xB/vnNKiJpDdIx7dWkux5qv/delt83It0J0Sk+B1o7BjlWanwOXJzPgdaqORHx95L0xfZZpbH+XkfqNj3sh1/0cD9segxr0Tmk71/v9vqEPIbbDsAbgZeQnqoLC5+E2+j4shTpWm9P0nrYJSIeKSm3Lek4+7uy68WImC/pKtI1xmak7pajapAayB7I76u3Od3a+X1WWWbeiHNIO/vapNuji+5afCog3X4L6cK45lTSj8bJpLEQ5ku6kRSEp0XEDYWytUHF36wmA6FmZd/5zpI0ACLiWUlnkFqE9wKOAZD0GlKwzKLuR6+kjXOdm52UVxqinu34OWmshj0kfTIins7ptUaJn9aVr62vkySdNMS8VwdulbQf6ZbSep+LiAfq0lp6xL2kdUjr6U1NijVaT+uT7px6jvQf3EYNE7XvuvYw9w3HyqIcK40NJ1ZqLieNM/IhSUcBu5B+ZN/QoDyQHh5AGnNlhybFhrP+yva/sn0P4ADSWAl759fDkq4mjafw0wY/cFrRaF9bL7+vBiwYYvzfF/ZhSeOAH5DGi2lmJVK3g3pljwR/okleMb9+nQ2C2UOkr1NIq8XZX1vdnnUaHpdyI9I3SQ1PjQwZIwN8DrTumz1Eej/HSo3PgYvzOXAwtNqYWtvQZeXbuWYYn99nxRAPHhtCr/bD0riQdAKwal3y3Ij4Yknxz0REo322OM9tSOOcrTFEPcvsQ2pb+jupS+gzDcrVjul7S9p7iCr15Bw9SA1k15EuYCeO8nIXtFowIhaQdpavk8YX2Ap4G/Bm4LOSjoqIw3Px2pOe5rDwCXeN/Lkk7akhpvkp6aL/I+SLfgoX1CX/KTqXdMF/Puli/BbgsYh4XtJ2pJNmx57qEhFzJV1M6g62C3BWfqLHjqRbv39RN0ltfV1O44NqzYP5/R2UP4Z7Kgsbkdo1jXRhcDnwFdLtp4/k9fQ60i3AjdbTPaRW9K2Ab0vatdDYUVT7rveTBoFs5q8laY6VRTlWGht2rERE7Qmgh5LiYlla+8/5saQLg5tIA6XOBB7KdxsuTer+2ba8T7Va9u+SXgtsQ+oW807SfwXfAxwuabuIuHYY1Wi0r9W2yUOk8Rqaubnw98GkHyz3kB6+8Sfgvoh4FkDSv0h3LTba35qtk5bXl5WqbdPTSQ0+7SrdV/JdJd8hjbH1GdIg13dHxFM5/3TgQ7R2jBnUc6CNLX0ZKz4HlvI5cDC8cCeTpBUi4skG5WpPo1zsrkLaW/+duLsRercfNoqL97Pw5oSa20nHhbZJWoV0jbIy6e63H5POuU9GxAJJnyH9Q6FRPS8HNiHdjfsF4KgG5Wrr8S+kLsnNlN2l2XWD1ED2a9JGfb2k10REq7dL1+5yeUVZZm4VHl9XdkTyLaN/B47L89+ddPL8sqTTI+JmFl64zomIKZ1Ybl0drpH0D+BV+UfEtcCHSQeZRe44yXfEvIbU5WH3iHi+bnYbdLp+2amki/7JpKdsfID0H4OzSm7Rrq2v0yPif1qZeV6vUzpSU1448GxNupV2p5IugUOtp6dJP4ouIP0QuVDSziXzqX3XR4e5bzhW2quDY2X4sXIq6eJgB9JFymktTFN7TPQHI+JvdXndWn+Lyf+FvCi/at10jiNdJH2HNNBpp9S2ybw29+Hauvp4RFxYzMi30L9s8UlsBNYl/eCrNyG/F497d5H218MjYrEuDiPwPtKP129HxIkl+S3HyACfA637HCuJz4Gt8TmwvzxEaiRbnnRncNmxABbuz0Pe+TSE2v6znqSlRnAX2ZjaDyNinaFLtWUbUuPYFRHxqZL8oY4vtwEHkv8Bltf14SXlauvxqog4YNi17aIlhi7SH/Kt+Oflj9/NYwA1JKl2q3RtbINdJb2opOiHSX1ub4/Fx1QasYiYHxFn5nqINK4GpEECHwLeIunlnV5uVvtP1mRS0KwN/DEi6vsC127vvLfkgh/ggw3m/2x+H25D7f+SnhSynaSX0rjLGCwc32r3krzRsgppGz5U8oMe0n8qm8r/2dyJ1Ii1DfCbfLt9sbmRrSAAACAASURBVMztpLFgNpD0+nYr6VgZFsfKMETEbaQ75h4kDbB8XwuT1dZh2d1tQ8ZQt+S6fyl/fF1d9nPwQiPxcOZ9D3mwU0lvbWPSZuvqg3TwTkUD0rgbi5C0POnOTVh4jITuxVnDbZ4b6N/Y4eW1oxLnQBsVjhV8Dmxj3j4H9pH8+7c2xuCuTYq+N79PH+Hy7iXdLbw86R/Ew51Pv++HzY6JywM7DzWDSGM9b0nqLn+YpGNLil1MugNwR0ljsivywDSQZQeQWqG3BH4racP6ApJeKulbpP9QEhEzSHeErEq6pX+pQtkNga/mj98caeUkTZa02Ak5j9lR+5E3J9frOeBo0sB5F0h6Q8l0y0vaM18QD8dppB34gyzsN112+/dtudwmkt5ZWL4kfYl063WZWiPJBsM5aeauFWeTGg0OI3Wxu4vybnTnkW7jfLekEyUt1n9a0gRJe7VbjzbcTerS9jJJu9Ute1/SfzOHlPt070bqorcl8LuS71NrsT9H0tvr5yFpGUm7Smr03wDHSnscK8MUEe+OiNUiotUfLbXb1j9RV6dtgc92ok7N5H3l00qDtdbbMb/PqUuvbb9XMXy1mD5D0pYl9Vpa0k75wq6mtq4OkBYOlpFj4Bis0w6U9MJA4ZKWBI4njaFxI4s+JOMbpLFSpkraN5elMK0kbSrpXW3WobbNJxcbjvL++hN623OgSudA6y7HSuZzYMt8DuwvJ+T3zyuNe/UCSUtIOoT0sI5HgJZ6Mwyh1t3v25K2qs+UNEnSi1uYTz/vh7V6vkdSbbw1ciPWySzenbNURMwibbt/Al+UdGJJ/jTSWJO/kDS+fh6SXiKpd3eXRQ8endnLF6mL10xS96cFpAvBc0jdjv6P9NjYAK4uTLMR6eAepIP+maRxLZ7OaacDqlvONJo8BpqFj3ueVEg7v7CMX5Euui8m9T0OUneo+vmcVPgu15H6Dp8FXF2o38aF8pNy2vQW19fFLHwU7DxgpQblvpvLzAcuJT0l5Nb8+fhGy8x1DlI3uZ8BPwI+32w91U3/tkL9AvjqENv+plzuEeAK0gDmF7DwcbJXt7JeSupXup1Lyh9WqOuMvO/8JW+/Y3P6zXXTbNwgfVze1kEaO2vlkmUtyPl/JTV8nEH64flEs/XqWHGs0L1Y2bHF8lNy+XPr0t9f+A7X5X3qqvz5mFpeyfzaSs95E3L+7ELayoXtd23eh85k4aPdnwN2rpvPCTnvvlz2R6RBzWv5U3P+1CHWyRdYGHc3sTCmZ5AuIAN4d902fzan35yXfXmu++ksfIT4hLrllKa3EhcMEc9j7VX4rn8nHQvKXpe0sg+RHoE+H7gsb5d/5vSHgdeVTLdtzgtSg/VFpDi7CPh3Tj+21W2T81fJ8wpSV+5fkO4gfSzvA+eVbZ/hbjf6+Bzol2OlS7Hic6DPgX7FYueD6/K2PLew/h8Htm9z/dfiZlpJ3ldKYue3pEHwF9nezfbJsbAftrh+xxW+7zotlBcLj1NPksZlPBv4F/AoqZEsgO/UTXdQg/S18vcNUrdrFfKWI10fBuka7Oq8Xs4lHUvmA/N7tm/2Ojh68qXTnXPvJ13szyFdVD9FGojuTNLtnkvUTbMG6QB/G2kAzMdIP7L2pu6CP5efRvsX/VuQfjRcQzpZP0M6eV9KujNlyQbz2irvwHfnaR7KATuNdHvqUoWyk2jvor82llIAZwyxTj9B+s/fk6RBSS8kjUHQcJmkk+9ZpB848+vLla2nknncWqjjK4f4PssBnyI9WfBh0gHrHtKAiUdR8sNsiPnV6le6nZus05mkg+jDeftuR+OLgNL0nLckqXEoyHdv1eW/hdSYMpt0AHoE+AfpQP5BYDnHimNllGNlRBcHOW8b0g+Rh0lxdDXwkZzX7YuDcaQ7LM8iP2CBdLF9M+m/nJs0WJffJMXNs/XLpMWLg1z2TXl/nUWK6Ufzss/O++AKJeV/S7oweTLvdwfn/XA2A35xUPiuzV6PtLIPkX5cHkRqjHmKFNtnAhs0Wf5apId1/CXvR/PyfnIxKf7WanXbFMq8LO+Ls/M+Mgs4kXRhW7p9hrvd6PNzoF+OlS7Eis+BPgf6tXB9vTPH/hzS7/InScfobwPrDWP91+JmWoP8SaQnsP4774tzgT8CnweWbXWf7PV+2OK6bauBLE+zPOk3/s35e91LOseuT+OGsNL0nPdSUrfUAE5h0UYykbq8/iavl2fz+/Wkmxq27tV+qVxBMzMzMzMzMzOzgTRoY5CZmZmZmZmZmZktwg1kZmZmZmZmZmY20NxAZmZmZmZmZmZmA80NZGZmZmZmZmZmNtDcQGZmZmZmZmZmZgNtXK8rMBasttpqMWHChF5Xw6yrrr322gciYvVe16MbHMM2CPo5hsFxbIOhn+PYMWyDoJ9jGBzHNhiaxbEbyIAJEyYwc+bMXlfDrKsk3dnrOnSLY9gGQT/HMDiObTD0cxw7hm0Q9HMMg+PYBkOzOHYXSzMzMzMzMzMzG2huIDMzMzMzMzMzs4HmBjIzMzMzMzMzMxtobiAzMzMzMzMzM7OB5gYyMzMzMzMzMzMbaD1tIJO0kaSvSLpa0v2SHpd0g6RDJa3Qxnz+Q9JVkp6U9JCkcySt1826m5lj2KwfSHqlpJ9L+oekRyXNk3SzpBMkrdnGfBzHZj3gc7FZ9TmOzcaGXt9Btg/waeB24CvA54FbgKOBqyQtN9QMJO0GXAgsl6c/HtgC+KOktbpUbzNLHMNm1bcOsCZwHvBfwMHAJcD+wLWS1hhqBo5js57yudis+hzHZmPAuB4v/1zgmIh4tJD2fUm3AYcC+wLfaTSxpKWAk4C7gHdGxBM5/bfAtcBU0g98M+sOx7BZxUXEZcBl9emSZgBnA1OA4xpN7zg26zmfi82qz3FsNgb09A6yiJhZdxCoOSu/bzLELLYE1gJ+VDsI5PneAEwHPpAPFmbWBY5hs752Z35fZYhyjmOzHvK52Kz6HMdmY0Ovu1g2sk5+nztEuU3z+59K8q4GVgI26lSlzKxljmGzipG0rKTVJK0jaTvgBznrN0NM6jg2G5t8LjarPsex2Sgacw1kkpYEDgPmA6cPUbzWl/qekrxa2todqpqZtcAxbFZZ+wH3k7pn/A5YGdgrIq4cYjrHsdkY43OxWfU5js1GX6/HICvzLWBz4EsRccsQZZfP78+U5D1dV2YRkvYn98MeP35804VMOOTXpemzj92h5fKNypr1oTEXw+C4tM5o93xQMecDNwMrAm8EdgZWa2G6MXkuNhtwY/Jc3Ak+n9sA6cs49vncxrIxdQeZpKOAg4BTIuKYFiaZl9+XKclbtq7MIiLilIiYGBETV1999fYra2aLcQybVVdE3B0Rl0bE+RFxBLA3cJyk/xpiUsex2Rjic7FZ9TmOzXpjzDSQSZoKfBn4CfDxFif7V34vu120llZ2m6mZdZhj2Ky/RMRfgOuBTwxR1HFsNkb4XGxWfY5js94ZEw1k+SBwBHAqsF9ERIuTXpPfNy/J2wx4DLh1xBU0s6Ycw2Z9azlg1SHKOI7NxgCfi82qz3Fs1ls9byCTdDjpIPAzYJ+IWNCg3JqSNpZU7Dt9BXAvsJ+kFQtlXw9MAs6JiOe6VnkzcwybVZyklzVI34r0WPmrC2mOY7MxyOdis+pzHJv1Xk8H6Zd0IHAkMAe4FNhTUrHI3Ii4JP99DGk8lK2A6QAR8ZykTwFnAVdK+iHpEbafJj2J64hR+BpmA8sxbNYXvidpTeBy4E7SWCVvBj4IPA58tlDWcWw2xvhcbFZ9jmOzsaHXT7HcNL+PJ91GWu8K4JKS9BdExDmSniL10/4G6ckdlwFfjAj3szbrLsewWfWdAUwGPgKsDgSpoewHwPERMWeoGTiOzXrK52Kz6nMcm40BPW0gi4gpwJSRlo2IC4ELO1QtM2uRY9is+iLibODsFstOwXFsNqb4XGxWfY5js7Gh52OQmZmZmZmZmZmZ9ZIbyMzMzMzMzMzMbKC5gczMzMzMzMzMzAaaG8jMzMzMzMzMzGyguYHMzMzMzMzMzMwGmhvIzMzMzMzMzMxsoLmBzMzMzMzMzMzMBpobyMzMzMzMzMzMbKC5gczMzMzMzMzMzAaaG8jMzMzMzMzMzGyguYHMzMzMzMzMzMwGmhvIzMzMzMzMzMxsoLmBzMzMzMzMzMzMBpobyMzMzMzMzMzMbKC5gczMzMzMzMzMzAaaG8jMzMzMzMzMzGyguYHMzMzMzMzMzMwGmhvIzMzMzMzMzMxsoLmBzMzMzMzMzMzMBpobyMzMzMzMzMzMbKC5gczMzMzMzMzMzAaaG8jMzMzMzMzMzGyguYHMzMzMzMzMzMwGmhvIzMzMzMzMzMxsoLmBzMzMzMzMzMzMBpobyMzMzMzMzMzMbKC5gczMzMzMzMzMzAaaG8jMzMzMzMzMzGyguYHMzMzMzMzMzMwGmhvIzMzMBpikjSR9RdLVku6X9LikGyQdKmmFFucxXVI0eE3s9ncwMzMzMxupcb2ugJmZmfXUPsCBwP8CPweeA7YCjgbeL2mziHiqhfk8AHy6JP2OTlXUzMzMzKxb3EBmZmY22M4FjomIRwtp35d0G3AosC/wnRbm82REnNaNCpqZmZmZdZu7WJqZmQ2wiJhZ1zhWc1Z+36TVeUlaQtJKktSZ2pmZmZmZjY4RNZBJGifpfZI+JullnaqUmY0ex7FZtXUxhtfJ73NbLL828ATwKPCEpF9K2riD9THrWz4Xm1WbY9isP7TcQCbpOEnXFD4LuBQ4G/gB8FdJ63e+imbWKY5js2obrRiWtCRwGDAfOL2FSWYBxwEfBfYATgbeA/xZ0mubLGd/STMlzbz//vtHWm2zSvC52KzaHMNm/audO8jeDVxZ+LwTsAVwPLBnTjukQ/Uys+5wHJtV22jF8LeAzYHDI+KWoQpHxEcj4tCIOCsizo2IzwPbASsCJzSZ7pSImBgRE1dfffUOVNusEnwuNqs2x7BZn2pnkP6XA7cVPu8EzIqIQwAkvQb4cAfrZmad5zg2q7aux7Cko4CDgFMi4pjhzicirpQ0A9hK0nItPgnTbBD4XGxWbY5hsz7Vzh1kS5O6WtRsRbqVtOYOYM1OVMrMusZxbFZtXY1hSVOBLwM/AT4+3PkUzAaWBFbpwLzM+oXPxWbV5hg261PtNJDdRepuUWsVfwVwRSF/DdLgvGY2djmOzaqtazGcG8eOAE4F9ouIGFFNkw1JFxEPdWBeZv3C52KzanMMm/WpdrpYngkcJmkN4DXAY8BvCvlvBG7vYN3MrPMcx2bV1pUYlnQ4qXHsZ8A+EbGgQbk1gRcDcyJiXk57MfBERDxfV3YH4O3AbyPi6XbrZNbHfC42qzbHsFmfaqeB7BhSf+tdSY9wnxwRj8ALP453Bk7seA3NrJMcx2bV1vEYlnQgcCQwh9RFZM/0QK4XzI2ISwrL35vUnWR6TtsKOEHSr0jdSuYDbwH2Ah4ADm7rG5r1P5+LzarNMWzWp1puIIuIZ4B986ve46R+1vM6VC8z6wLHsVm1dSmGN83v40ndK+tdAVxSkl5zCzAT2BF4KbAUcDfwfeBrEXFPm/Ux62s+F5tVm2PYrH+1cwdZQ7krxqOdmJeZ9Ybj2KzahhvDETEFmDLcshHxD+D97S7XzBbnc7FZtTmGzaqtnUH6kfRyST+WdLekZyVtndNXz+mbDjUPM+stx7FZtTmGzarPcWxWbY5hs/7UcgOZpPVIXSjeB9xEemw7ABFxPzAR2K/TFTSzznEcm1WbY9is+hzHZtXmGDbrX+10sfwqsADYBHgKuK8u/zfATh2ql5l1h+PYrNocw2bV5zg2qzbHsFmfaqeL5bbAyRFxFxAl+XcC63SkVmbWLY5js2pzDJtVn+PYrNocw2Z9qp0GspWAe5vkL02HBv03s65xHJtVm2PYrPocx2bV5hg261PtNJDdBbymSf5mwD9HVh0z6zLHsVm1OYbNqs9xbFZtjmGzPtVOA9kvgX0kbVJICwBJ7wP2AM7uYN3MrPMcx2bV5hg2qz7HsVm1OYbN+lQ7DWRfBe4G/gycRjoIHCLpT6QDwI3AN9tZuKT/knSOpDskhaTZ7Uyf5zE7T1v2Wq3d+Zn1OcexWbV1PIbNbNT5XGxWbY5hsz7Vct/oiHhM0ubAUcCegIB3AY8AJwOHRsTTbS7/a8BDwHXAym1OW3Qz6UBV7/ERzNOs7ziOzaqtSzFsZqPI52KzanMMm/WvtgYPjIjHgE8Bn5K0OulgcH9ElD29oxXrR8QdAJL+Bqw4zPnMjYjThjmt2UBxHJtVWxdi2MxGmc/FZtXmGDbrT8N+ukZE3D/ShdcOAp0gaRywfD5YmVkLHMdm1daJGDaz3vK52KzaHMNm/aNhA5mk8cOZYUTMGX51hu2twDxgKUmPAhcA/xUR/+pBXczGjDlzFgnHpVuNa8ex2dhQsRg2sxIVi2Ofi83qOIbNBkezO8hmk5/G0aYlh1eVYbsJ+BHwD2ApYBKwH7CNpLf4YGCDbMKECUiqfXwtMKvFSR3HZmNAhWLYzBqoUBz7XGxWwjFsNjiaNZB9heE1kI2qiNihLulMSTOAnwNHAh8rm07S/sD+AOPHD+tmObMx7/DDD3/hhD516tR/Aaf0tkblhhPHjmEbBFWJYTNrrCpx7HOxWbl+jmFwHJsVaayM6VsbjDAiJnRofrOAZSJiraHKTpw4MWbOnNkwf8Ihvy5Nn31s/TGocflGZc1Gi6RrI2Jil5fRkzgeKobBcWmd0e75oJNGI4Z7qdPnYrOxaNDPxZ3g87n1Uj/HMIxOHPt8br3WLI6XGO3KjKLZwGq9roSZjchsHMdmZma9NBufi82qbDaOYbOWtNxAJukDkn7aJP9USbt3plodsQEwt9eVMBtLHMdm1VbBGDazOhWMY5+LzQocw2b9q507yA4CFjTJfx745Miq05ik8ZI2lrRUIW3VBmUPBNYBftWt+phVlOPYrNp6GsNm1hE+F5tVm2PYrE81G6S/3quAc5vkXw/s1M7CJX0EWDd/XJ302Nwv5893RsTPCsV/CmwJrEe6TRRgsqR9gYty2jjS0zp2BW4HjminPmYDwHFsVm0dj2EzG3U+F5tVm2PYrE+100C2Aqk1vJEAXtTm8vclBXfRUfn9CuBnNHcNsDXwAdKBRKTH7n4dODYiHmmzPmb9znFsVm3diGEzG10+F5tVm2PYrE+100A2C3gH8J0G+e8A5rSz8IiYNJKyEfFHYOd2lmk24BzHZtXW8Rg2s1Hnc7FZtTmGzfpUO2OQnQfskW/dXISkfYA9gF92qmJm1hWOY7NqcwybVZ/j2KzaHMNmfaqdO8iOBXYBTpH0aeCGnP564NXALcDXOls9M+swx7FZtTmGzarPcWxWbY5hsz7V8h1kEfE48HbgB8CawJ75tRbwPeBtEfFYNyppZp3hODarNsewWfU5js2qzTFs1r/auYOMiHgU+ER+XOxqOfmBiIiO18zMusJxbFZtjmGz6nMcm1WbY9isP7XVQFaTA//+DtfFzEaR49is2hzDZtXnODarNsewWX9p2EAmaTxARMwpfh5KrbyZ9d6cOSkcx49P4es4NqsWx7BZ9TmOzarNMWw2OJrdQTYbWCBp+Yh4Nn9u5ZbRJTtQLzPrgAkTJrDEEkswb968WtJsHMdmleEYNqs+x7FZtTmGzQZHswayr5ACf37dZzOriMMPPxxJjBv3Qqg7js0qxDFsVn2OY7NqcwybDY6GDWQRMbXZZzMb+6ZOnbrIZ8exWbWMRgxL2gjYC9gOWB9YFrgdOAf4VkQ82eJ8/gP4Mukx988AlwFfiIhZna6zWZX4XGxWbY5hs8GxRKsFJU2WNKFJ/gRJkztRKTPrDsexWbV1KYb3AT5NahT7CvB54BbgaOAqScu1UK/dgAuB5fL0xwNbAH+UtFab9THraz4Xm1WbY9isf7XcQAb8BHhbk/y35jJmNnY5js2qrRsxfC6wTkR8OCJOiojvR8QHgK8CrwP2bTaxpKWAk4C7gHdGxMkRcQywPfBSYGqb9THrdz4Xm1WbY9isT7XTQKYh8pcCFoygLmbWfY5js2rreAxHxMyIeLQk66z8vskQs9gSWAv4UUQ8UZjvDcB04AO5Ec3MEp+LzarNMWzWp9ppIIMGgxFKWhnYAbh3xDUys25zHJtV22jF8Dr5fe4Q5TbN738qybsaWAnYqEN1MusXPhebVZtj2KwPNW0gk3SEpOclPU86CJxW+1x8AQ8C7wfOHIU6m1kbjjzySJZcckmAN+M4NqucXsSwpCWBw0hPsj59iOK1McbuKcmrpa3dYDn7S5opaeb9998/rLqaVYHPxWbV5hg2GwwNn2KZ3QD8lHQb6WTgSuCOujIBPEH6L/EZna6gmY3MG97wBiZPnsy0adMeBFbFcWxWKT2K4W8BmwNfiohbhii7fH5/piTv6boyi4iIU4BTACZOnFj633izfuBzsVm1OYbNBkPTBrKIuAC4AEDSusDREXHZaFTMzDpjl112YZdddmHatGmzgb/iODarlNGOYUlHAQcBp+TB9ocyL78vU5K3bF0Zs4Hkc7FZtTmGzQZDS2OQSVoRmE1qLTezaloCx7FZlXU9hiVNBb5MevrWx1uc7F/5vawbZS2trPul2SDyudis2hzDZn2spQay/FSqD5AG2jWzalqA49isyroaw7lx7AjgVGC/iGi1y+M1+X3zkrzNgMeAW0dcQbP+4HOxWbU5hs36WDtPsfw7MKFL9TCz0eE4Nqu2rsSwpMNJjWM/A/aJiNLH00taU9LGkopjil1BelrXfvmO81rZ1wOTgHMi4rlO19mswnwuNqs2x7BZn2qngew44ABJflS7WXU5js2qreMxLOlA4EhgDnApsKekvQqvdxWKHwP8A3hLLSE3fn0KeDlwpaRPSDoEuBi4n9TwZmYL+VxsVm2OYbM+NdRTLIs2Bu4C/irpQuA2Fh90NyLiqE5Vzsw6znFsVm3diOFN8/t4UvfKelcAlzSbQUScI+kp0vhl3yA90fIy4IsR4fHHzBblc7FZtTmGzfpUOw1kUwt/v7dBmQB8IDAbu6YW/nYcm1XP1MLfHYnhiJgCTBlp2Yi4ELiw1eWaDbCphb99LjarnqmFvx3DZn2knQay9bpWCzMbLY5js2pzDJtVn+PYrNocw2Z9quUGsoi4s5sVMbPucxybVZtj2Kz6HMdm1eYYNutf7QzSb2ZmZmZmZmZm1nfa6WKJpHHArsBbgVVYvIEtImLfDtXNzLrAcWxWbY5hs+pzHJtVm2PYrD+13EAmaVXg98AmgEgDDypnRyHNBwKzMcpxbFZtjmGz6nMcm1WbY9isf7XTxfJo0iNt9wPWJwX+9sCrgDOAa4CXdLqCZtZRjmOzanMMm1Wf49is2hzDZn2qnQayHYCfRsRPgMdy2vMRcUtE7AU8BRzT6QqaWUc5js2qzTFsVn2OY7Nqcwyb9al2GsheRmoNB5if35ct5J8P7NyJSplZ1ziOzarNMWxWfY5js2pzDJv1qXYayB4CVsh/Pw48B7y8kP8caYBCMxu7HMdm1eYYNqs+x7FZtTmGzfpUOw1ktwKvBoiIBcD1wBRJy0haHpgM3NH5KppZBzmOzarNMWxWfY5js2pzDJv1qXYayC4Gdpe0TP58Aumxtg8B9wETgRM7Wz0z6zDHsVm1OYbNqs9xbFZtjmGzPjWujbJfA74REc8ARMTZkuYDewHPA+dGxFldqKOZdY7j2KzaHMNm1ec4Nqs2x7BZn2q5gSwiAnimLu2XwC87XSkz6w7HsVm1OYbNqs9xbFZtjmGz/tVOF0szMzMzMzMzM7O+4wYyMzMzMzMzMzMbaG4gMzMzMzMzMzOzgeYGMjMzMzMzMzMzG2huIDMzMzMzMzMzs4HWsIFM0uWStil8nixpwmhUysw6Y+utt+ayyy574bPj2KxaHMNm1ec4Nqs2x7DZ4Gh2B9kk4KWFzz8B3tbV2phZR02fPp25c+cWkxzHZhXiGDarPsexWbU5hs0GR7MGsnuB9Qqf1eW6mFmHrbnmmsyaNauY5Dg2qxDHsFn1OY7Nqs0xbDY4xjXJuwz4sqSJwMM5bX9J2zaZJiJi347VzsxGZJtttuHoo49m5syZABNysuPYrCIcw2bV5zg2qzbHsNngaNZA9mkggG2Bl+W/t8ivRgLwgcBsjDjxxBORxKWXXgrwEmABjmOzynAMm1Wf49is2hzDZoOjYRfLiHgwIvaOiLUjYknSraR7RcQSTV5Ljl7VzWwoL3nJSzj11FO55557AK7FcWxWKY5hs+pzHJtVm2PYbHA0G4Os3pHAX7pVETMbFY5js2pzDJtVn+PYrNocw2Z9qlkXy0VExJHFz5JWy+kPdLpSZtYdjmOzanMMm1Wf49is2hzDZv2rnTvIkLSWpFMlPQLMBeZKeljSNElrd6eKZtZJjmOzanMMm1Wf49is2hzDZv2p5TvIJI0HriYN2H8DcFPOejUwGXiXpM0i4q6O19LMOsJxbFZtjmGz6nMcm1WbY9isf7XcQAYcBawC7BgRvylmSHoP8MtcZkrHamdmneY4Nqs2x7BZ9TmOzarNMWzWp9rpYrkdcHL9QQAgIn4LfA94dzsLl/Rfks6RdIekkDS7nekL85ks6XpJT0maK+lHklYfzrzM+pzj2KzaxmQMS5qdpy17rdbu/Mz63JiM4zwfn4vNhtbxGAbHsdlY0M4dZKsAtzXJvw1Yuc3lfw14CLhuGNMCIOnTwAnAFcCngHWAzwCbS3pLRDw5nPma9SnHsVm1jckYzm4GvlqS/vgI5mnWj8ZkHPtcbNaybsQwOI7Neq6dBrK7gUnA9xvkb5HLtGP9iLgDQNLfgBXbmTj/V/po4Bpgm4h4PqdfA/wv6aDwtTbrZNbPHMdm1TbmYrhgbkScNsxpzQbJmItjn4vN2tKNGAbHsVnPtdPF8hxgD0nHSHpxLVHSiwP58QAAIABJREFUSpK+BrwfOKudhdcOACOwK7A8cFLtAJDn+yvgDmCvEc7frN84js2qbSzG8AskjZO0UqfmZ9anxmIc+1xs1rqOxzA4js3GgnYayI4C/gR8EXhA0p2S7gQeBA4BriK1WI+mTfP7n0ryrgY2ljTc/4Sb9SPHsVm1jcUYrnkrMA94VNIjkk6VtFaP6mI2lo3FOPa52Kx1YzGGwXFsNmItd7GMiHmSJgEfJbVOr5ezfgecD0yLiPkdr2FztR/e95Tk3QMol7m1PlPS/sD+AOPHj+9W/YZlwiG/Lk2ffewOo1yT0TWo37tdZeup1XXUT3HciRjuxD7n/dbaNZJ9ZozGMKRH3P8I+AewFKnryX7ANnnMk3+VTTSWz8Vm3TJG43hUzsU+Zy7U7rpoVL6dedhCfXou7noc9yKGve/baO4D7YxBRg70H+bXWLB8fn+mJO/pujKLiIhTgFMAJk6cGJ2vmtnY1C9x7Bi2QTUGY5iIqP81cqakGcDPgSOBjzWYznFsA2kMxrHPxWZtGIMxDI5jsxFrp4vlWDQvvy9TkrdsXRkzG5scx2Z9KCJOB2YD/neu2djnc7FZ9TmOzUao6g1ktS4ba5fkrQ1EoYyZjU2OY7P+NRtYrdeVMLMh+VxsVn2OY7MRqnoD2TX5ffOSvM2AWyLiiVGsj5m1z3Fs1r82AOb2uhJmNiSfi82qz3FsNkKVaSCTNF7SxpKWKiRfADwFHCRpyULZnYBXkMY+MbMxwnFsVm1lMSxp1QZlDwTWAX41WvUzs6H5XGxWfY5js+5oa5D+TpP0EWDd/HF1YGlJX86f74yInxWK/xTYkvSUkNkAEXG/pMOAbwCXSjqDdPvoZ4GbgW91/UuYDTjHsVm1jTSGgcmS9gUuymnjSE+x3BW4HTiii9U3M3wuNusHjmOz3mupgUzSMv+/vXuPm7WeF///eq/VSZLOKh2WEiV7kwrVdqjoR+WQHIooIXsTyu5L0k46IBRCO7HpQBQi7RwKlUNHtvbOKaW1OodESVaHtd6/Pz6fac2a7nt1z7pn7plr5vV8POYxa6655ro/c615X4f39fm8L+AZwK2ZeU0P//4bKIHd7sj6fBFwGg8jM4+NiD8DBwLHA3cBZwIH24VUWkxExLMxjqWmGtYYvgLYAXgV5YA+gLnAMcCHMvOvvWuq1HjDGsfui6Wp6VcMg3EsDdxUe5AtAH5AyT73bEOQmc/txbyZeTJw8rQbJI22xDiWmmwoYzgzfwq8uFftkUbcUMZx23sn475YWpK+xDAYx9IwmFINssx8ALiNclVYUnMZx1KzGcNS8xnHUrMZw9KI6qZI/1eBV0ZEYwr7S3oI41hqNmNYaj7jWGo2Y1gaUd0U6f8csD1wfkR8nNKl9J7OmTLzhh61TVLvGcdSsxnDUvMZx1KzGcPSiOomQfZLypjroNydajKzl/CepMEyjqVmM4al5jOOpWYzhqUR1U2C7AjKhkBScxnHUrMZw1LzGcdSsxnD0oiacoIsMw/vYzskzQDjWGo2Y1hqPuNYajZjWBpdFhaUJEmSJEnSWOsqQRYRj4qIwyLiJxFxTURsU6evUadv2p9mSuoV41hqNmNYaj7jWGo2Y1gaTVMeYhkRawI/ATYCrq3PjwDIzNsjYm9gFeCdfWinpB4wjqVmM4al5jOOpWYzhqXR1U2R/qOAtYFnADcAf+x4/2xgxx61S1J/GMdSsxnDUvMZx1KzGcPSiOpmiOWuwAmZ+T9MfNeO64D1e9IqSf1iHEvNZgxLzWccS81mDEsjqpsE2RqULqSTWQisML3mSOoz41hqNmNYaj7jWGo2Y1gaUd0kyG4DNl7C+1tQuphKGl7GsdRsxrDUfMax1GzGsDSiukmQfRt4Q0Ss0/lGRDwDeB1lvLWk4WUcS81mDEvNZxxLzWYMSyOqmwTZ+4EHgF8AH6SMt947Ir4M/Ai4BTim5y2U1EvGsdRsxrDUfMax1GzGsDSippwgy8zbgGcClwH7AgG8FnglcB7wrMy8ox+NlNQbxrHUbMaw1HzGsdRsxrA0upbpZubMvBF4SUSsDDyRsjG41g2A1BzGsdRsxrDUfMax1GzGsDSaukqQtWTmXcAVPW6LpBlkHEvNZgxLzWccS81mDEujpesEWUQ8HdgN2KhOug74ZmZe1suGSeof41hqNmNYaj7jWGo2Y1gaPVNOkEXEbOAkYB9KF9J274qIU4E3ZuaC3jVPUi8Zx1KzGcNS8xnHUrMZw9Lo6uYulocCr6fcsnZbYJX62A74FuV2tof2uoGSeso4lprNGJaazziWms0YlkZUNwmyfYHzM/NlmXlpZt5VH5dk5m7AD+s8koaXcSw1mzEsNZ9xLDWbMSyNqG4SZGtRMuKT+WadR9LwMo6lZjOGpeYzjqVmM4alEdVNgux3wNpLeH+dOo+k4WUcS81mDEvNZxxLzWYMSyOqmwTZB4G3RsRTOt+IiC2AtwAf6FXDJPWFcSw1mzEsNZ9xLDWbMSyNqEnvYhkRh00weS7ws4g4D/htnbYZ8Hzgf4En9LyFkpbaEUcc0f5yHUqMGsdSQxjDUvMZx1KzGcPS+Jg0QQYcvoT3Xlgf7Z4GbAEcOc02SeqRww8/vP3luiwe18axNOSMYan5jGOp2YxhaXwsKUH2uBlrhaS+mDt37oP/njNnzlXAiwbXGkndMoal5jOOpWYzhqXxMWmCLDOvn8mGSOq9DTfcsP3lfca11CwzFcMR8R7KFe8tKRfIrs/MOUuxnNcBBwKbAncB5wDvycw/9a61UrO4L5aazRiWxkc3RfolSdJo+gCwA/B74C9Ls4CIOBA4BbgTeAfwGWAP4MKIeGSP2ilJkiT1xZKGWD5ERGwI7AdsAqwORMcsmZk79qhtkvrAOJaarU8xvHFmXleX/0tgpS7btAZwFHAFsGNmLqjTrwC+RUmYeUcvqXJfLDWbMSyNpiknyCLixcBXgWUpwyaW6gqzpMExjqVm61cMt5Jj0/BSYEXgk63kWF3uORFxHbAXJsgkwH2x1HTGsDS6uulBdgxwI7BbZl7Vp/ZI6i/jWGq2YY3hrevzJRO8dymwZ0SslJl3z2CbpGE1rHEsaWqMYWlEdVODbA5wvBsBqdHmYBxLTTaH4YzhdevzzRO8dzNl6Mm6E7wnjaM5DGccS5qaORjD0kjqpgfZXGD5fjVE0owwjqVmG9YYXrE+3zvBe/M75nlQROxHqeHCBhts0J+WTcOcg899yLR5H9plZP7eVNswiHYMu2n+Xw1rHEuaGmNYGlHd9CD7OPBG70QlNZpxLDXbsMbwPfV5ohOGFTrmeVBmnpSZW2XmVmuuuWbfGicNmWGNY0lTYwxLI2rKPcgy86SIWBn4VUScAswDFkww36m9a56kXjKOpWYb4hi+pT4/Fri2473HAtk2jzTWhjiOJU2BMSyNrm7uYvkY4GXABsB/TDJbAm4IpCFlHEvNNsQxfAVlqOQ2PDRB9kzgagv0S8UQx7GkKTCGpdHVTQ2yEyl3qfoY8GO8na3URMax1GwDj+GI2IBST+z3mXl/nXw2cDywf0ScnpkL6rwvAjZi8hMIaRwNPI4lTYsxLI2obhJkOwKfyMyD+tUYSX1nHEvN1pcYjojXAhvWl2sCy0XEofX19Zl5WtvspwLPAR5HGVZCZv4pIv4D+Cjw/Yj4MmVo5b8Dv6XUa5FUuC+Wms0YlkZUNwmye3nosAlJzWIcS83Wrxh+AyXp1e7I+nwRcBoPIzOPjYg/AwdSepPdBZwJHOzwSmkx7oulZjOGpRHVzV0szwWe36+GSJoRxrHUbH2J4cx8bmbGJI/nTjLvvAmWc3JmPiUzV8jMtTJz38z8Y6/bKzWc+2Kp2YxhaUR1kyB7J7B+RBwfERtHRPSrUZL6xjiWms0YlprPOJaazRiWRlQ3Qyxvp9yNY0vgrQATbAsyM7tZpqSZZRxLzWYMS81nHEvNZgxLI6qboD2VsiGQ1FzGsdRsxrDUfMax1GzGsDSippwgy8x9+tgOSTPAOJaazRiWms84lprNGJZGVzc1yCRJkiRJkqSRM+UeZBGxwVTmy8wblr45kvrJOJaazRiWms84lprNGJZGVzc1yOYxtbHWs5euKZJmwDyMY6nJ5mEMS003D+NYarJ5GMPSSOomQXYED90QLANsDLwEuAr4To/aJak/jGOp2YxhqfmMY6nZjGFpRHVTpP/wyd6LiI2AS4CfdfPHI2IW8A7gzcAc4E/AmcBhmfn3KXx+ssz93zNzpW7aIo0D41hqtn7EsKSZ5b5YarZ+7YuNY2nwuulBNqnMvC4iPgO8Hzi3i49+DHg78A3gWGCz+nqLiHheZi6cwjJ+DJzUMe3+LtogCeNYarppxLCkIeG+WGq2ae6LjWNpwHqSIKtuBp401ZkjYnPgbcBZmbl72/S5wPHAHsDpU1jUdZn5xS7bKmlixrHUbF3FsKSh5L5Yarau98XGsTQcZvVwWS8F/tLF/HsCAXy8Y/pngXuAvaa6oIhYLiLsNipNn3EsNVu3MSxp+LgvlpptafbFxrE0BKbcgywiDpvkrdWAHYAnAx/u4m9vDSwELm+fmJnzI+LK+v5UvJyywZgdEX8CzgAOzcw7u2iLNBaMY6nZ+hDDkmaY+2Kp2fq0LzaOpSHQzRDLw5fw3m3AocAxXSxvXeD2zLx3gvduBraNiOUy874lLONy4KvAtcDKwM7A/sBzImLbzLx7sg9GxH7AfgAbbLBBF82WGu3wJbzXqDg2hjWmDl/Ce0sTw5Jm3uFLeM99sTT8Dl/Ce0u7LzaOpSHQTYLscRNMS+COJSWilmBFYKINAMD8tnkm3Qhk5jM6Jp0aEf8HHE25A8jRS/jsSdQChltttdVkd/yQRs3IxLExrDHV6xiWNPPcF0vN1o99sXEsDYEp1yDLzOsneNwwjY3APcDyk7y3Qts83foIZcOxy9I0ShplxrHUbH2IYUkzzH2x1Gx92hcbx9IQ6GWR/m7dAqwRERNtCB5L6WK6pC6kE8rM+1vLnmb7JD0841iSpMFyXyw1n3EsDYFuhlgSEdtQxjFvAqxOudNGu8zMjae4uCuAnYCnAz9u+xsrAE8FftRN2zo+vx5w6dJ8Xhp1xrHUbD2OYUkD4L5YarY+7IuNY2kITLkHWUS8DvgJsDulm+cNwPUdjxu6+NtnUMZqH9Ax/U2U8dVfavvbG0fEph3tWX2S5R5JSfyd00VbpLFgHEvN1ocYljTD3BdLzdanfbFxLA2BbnqQvRe4GnheZt4y3T+cmVdFxKeB/SPiLODbwGbA24GLgNPbZv8BsCGLZ+YPjYhnAhdQNkArUe7UsT1wGfDJ6bZRGkHGsdRsPY1hSQPhvlhqtp7vi41jaTh0kyDbEPh/PT4gPwCYR7mt7C7A7ZTgPSwzFz7MZy8EngTsTenWugC4hrLBOi4z50/+UWlsGcdSs/UjhiXNLPfFUrP1a19sHEsD1k2C7CYmv7PGUsnMBcCx9bGk+eZMMO1s4OxetkcaA8ax1Gw9j2FJM859sdRsfdkXG8fS4HVzF8sTgddExOx+NUZS3xnHUrMZw1LzGcdSsxnD0ojqpgfZzymFCC+v46PnUrpuLiYzl+oOG5JmhHEsNZsxLDWfcSw1mzEsjahuEmQ/aPv35yh32WgXdZqZdGl4GcdSsxnDUvMZx1KzGcPSiOomQfb6vrVC0kwxjqVmM4al5jOOpWYzhqURNeUEWWae0s+GSOo/41hqNmNYaj7jWGo2Y1gaXd0U6ZckSZIkSZJGjgkySZIkSZIkjTUTZJIkjbmImBURB0bEbyNifkTcGBHHRsQjp/j5nORxd7/bLkmSJPVCN0X6JUnSaPoY8HbgG8CxwGb19RYR8bzMXDiFZfwYOKlj2v09baUkSZLUJybIJEkaYxGxOfA24KzM3L1t+lzgeGAP4PQpLOq6zPxif1opSZIk9ZdDLCVJGm97AgF8vGP6Z4F7gL2muqCIWC4iVuph2yRJkqQZYYJMkqTxtjWwELi8fWJmzgeurO9PxcspCbW/RcQfI+KTEfHonrZUkiRJ6hOHWEqSNN7WBW7PzHsneO9mYNuIWC4z71vCMi4HvgpcC6wM7AzsDzwnIrbNTIv1S5IkaaiZIJMkabytCEyUHAOY3zbPpAmyzHxGx6RTI+L/gKOBd9Tnh4iI/YD9ADbYYIMumixJkiT1lkMsJUkab/cAy0/y3gpt83TrI5Sk2i6TzZCZJ2XmVpm51ZprrrkUf0KSJEnqDRNkkiSNt1uANSJioiTZYynDL5c0vHJCmXl/a9nTbJ8kSZLUdybIJEkab1dQjgee3j4xIlYAngr8bGkWWj+/HvCH6TZQkiRJ6jcTZJIkjbczgAQO6Jj+JkrtsS+1JkTExhGxaftMEbH6JMs9klLr9JzeNVWSJEnqD4v0S5I0xjLzqoj4NLB/RJwFfBvYDHg7cBFwetvsPwA2BKJt2qER8UzgAuAGYCXKXSy3By4DPtn3LyFJkiRNkwkySZJ0ADCPckfJXYDbKYmtwzJz4cN89kLgScDewOrAAuAa4L3AcZk5f/KPSpIkScPBBJkkSWMuMxcAx9bHkuabM8G0s4Gz+9MySZIkaWZYg0ySJEmSJEljzQSZJEmSJEmSxpoJMkmSJEmSJI01E2SSJEmSJEkaaybIJEmSJEmSNNZMkEmSJEmSJGmsmSCTJEmSJEnSWDNBJkmSJEmSpLFmgkySJEmSJEljzQSZJEmSJEmSxpoJMkmSJEmSJI01E2SSJEmSJEkaaybIJEmSJEmSNNZMkEmSJEmSJGmsmSCTJEmSJEnSWDNBJkmSJEmSpLFmgkySJEmSJEljzQSZJEmSJEmSxpoJMkmSJEmSJI01E2SSJEmSJEkaaybIJEmSJEmSNNZMkEmSJEmSJGmsmSCTJEmSJEnSWDNBJkmSJEmSpLFmgkySJEmSJEljzQSZJEmSJEmSxpoJMkmSJEmSJI01E2SSJEmSJEkaaybIJEmSJEmSNNYGniCLiFkRcWBE/DYi5kfEjRFxbEQ8ciY+L2l6jGGp+YxjqdmMYan5jGNp8AaeIAM+BhwH/Bp4G/BV4O3AORExlfZN9/OSpscYlprPOJaazRiWms84lgZsmUH+8YjYnBK8Z2Xm7m3T5wLHA3sAp/fr85KmxxiWms84lprNGJaazziWhsOgM8l7AgF8vGP6Z4F7gL36/HlJ02MMS81nHEvNZgxLzWccS0Ng0AmyrYGFwOXtEzNzPnBlfb+fn5c0Pcaw1HzGsdRsxrDUfMaxNAQGnSBbF7g9M++d4L2bgTUiYrk+fl7S9BjDUvMZx1KzGcNS8xnH0hAYaA0yYEVgoiAGmN82z329/nxE7AfsV1/eHRFXT7KcNYDbJ3ojjpnkE9Oct5/LGIBJ199UNfR799LDrsMprqMNe9GYDk2I4ZYp/xbHOF5nyrS3C8Nmhn4z/YhhaE4cT/i7melYG/W/N4E1gNuHoB1Dz30xd0fEn1mK7ft0f1+j9Pvs4f5k5Pa1M8F98aT74iX+nobl2HmUtgUDMBLbjOnuiwedILsHWGuS91Zom6fnn8/Mk4CTHq6BEfGzzNzq4ebTxFx/0zfk63DoY7hlyNfjWPH/Yug0Io793QyG670RhiaG/b0MD/8vGmdo4ngi/p5Gn//HxaCHWN5C6e65/ATvPZbSTXSyLHkvPi9peoxhqfmMY6nZjGGp+YxjaQgMOkF2RW3D09snRsQKwFOBn/X585KmxxiWms84lprNGJaazziWhsCgE2RnAAkc0DH9TZQx0l9qTYiIjSNi06X9/DRMeQiXJuT6m75hXodNiOGWYV6P48b/i+HSlDj2dzMYrvfhN0wx7O9lePh/0SzDFMcT8fc0+vw/BiIzB9uAiE8C+wPfAL4NbAa8HfgpsENmLqzzzQM2zMxYms9L6g9jWGo+41hqNmNYaj7jWBq8YUiQzaZkuvcD5lDunHAGcFhm3t023zwm3hBM6fOS+sMYlprPOJaazRiWms84lgZv4AkySZIkSZIkaZAGXYNMkiRJkiRJGigTZBOIiFUiYs6g2yFpeoxlqfmM42aJiHj4uTRqjFNpNBnbmqqIGInc0kh8iV6JiF0j4kfA1cB3IuKrEfGkQbdLEBHLRsR2EbFG6+Dbg/Cpq+vvdRHxoYh4QUSsNeg29ZOxPPrcJow+43j4RcQyEfHqiDgkIp4XEY/OzDQWx4dxOp7qPnh9Y310Gdt6OPUY4MX18ahRuQmECbIqInYFTgDuBY4CLgGeA5wRETsMsm3jrN7G+FTgDuBbwC+AT0bE6h6ET01EvBq4AfgIsDvlrjbfi4hn1/dHajtgLI82twnjwTgefhHxZuAm4FPAG4HvAV+PiDlpgduxYJyOj7YLUc+IiG8AtwDnAWdGxNMG2jj1nLGtJYmI1SLiGOAvwH8BpwBXR8Rr6o0iGn3R2iL9QESsTjnRWgt4fmbOq9O3BX4MXAE8KzPvH1gjx1BEPBL4DLA9cAzwV+DpwFuA84EXZeZ9g2vh8IuIJwDnAjcCB1M2ZBsCZwJ3A1tn5h8G18LeMpZHm9uE8WAcD7+IeDLlYsvPgA8DfwB2o5xI/Rg4IDN/ExFhsmw0GafjJyI2Af6bsu/9OrAu8HoggJdn5nkDbJ56xNjWZFr79Ih4C/B+4AvA2cDjgL2BbYCDMvPEJu//R6rnyDSsAjwTOKdtI7BsZl4MfJJyArbX4Jo3HiboyfQvwKuBDwEnZOapmbk/cBzwfMptjMWidTfBOnwhsDHwzsy8PDOvyczvA++lHNi8d8R6kBnLI8RtwtgyjodU2xXhNwJrAh/NzEszcy7wcWB/SizuC9DUg2NNiXE6fj4IrAO8C/hYZh4A7ErpTfbhiNh0kI1TzxjbWkxr31+TY+sBBwLXAO/OzJ9m5heBV1A6YrwvIh7b5P3/KJ0YT8dylC6ktwLUroEL6nunUYYQ7D+Ypo2uycYttx2Av6g+/zAzH4iI5errE4ELgH+LiMfPcLOHRl1/r4+IrwDHRcSubeuwFdvbUXqK3Vunt9bhN4GvAXsCT53ZlveVsdxgbhNUGccDFBGzotSsPC0i3hMR27bFYETEIygXWG7PzIsjYna9UrwwMz9POWjeMyI2a31gQF9F/WWcjphYQm3PiHgMsAVwfmZe1NZ76DLgSOCfKXG/7CDarp4ytsdYTF5btHVuuSyl88UPW0mwiFguM/8KfBR4DGVkR2P3/ybIiruAByjJBADaisz9gjJ0ZwtPvHrj4cYtt2Wc/17neQRA29Cp3wOnAxsAO7XGOo+TiNgSuBg4FliNUlvsWxFxXESsnZkL60bpFuAfwGxYtA4z81ZK9/hHA88foQMaY7mB3Caog3E8IBGxFfC/lH3L4yk9RX5EGdJMTYL9g7LvWC0i1snMBfWzy9TFfIaSQNuttdiZ+waaQcbpiIhS2/M0FtX2vJK22p51tlnAenScO9b98NmU//OXAZvWZRr3zWVsj6lYcm3R1m9gHcrxeGvfPxtoJcxb24J9oLm9yE2QFbdSipg/IyJWaDvYm1V/DD+p871sUA0cBW07yz0owy/+E3gp8Dbg15SD6jfVeZcB/kTp5rty+zJqsF0K/I4yhPCRM/QVZlznAUYUs4F3AOtTaj/sAWxLGXZ2APDu1uyU3/aalJOVzmVeCfwS2AlYoX/fYkYZyw3iNkGTMI5nUCwaor8icDiwKvBaSoJrQ+Ac4KCI2DciWvuKuZRE9dNbi2FRD4OvUg6enwuLnVhptBinIyBKbc/3AztQym8cSBll8Bbg9Lae2rdRTpwfFRHr1s+2hl3dTelZtDmwZZ3WyBNjAcb2WIpSW/S9lA4YOwM7Av+Pco75mYjYvM76D2A+pZwCwMJWvNchud8H1omIf6nLbVyy3AQZDx68nUzpErgzPJgNbW3cf0b5MXiXlqXQtgNd0rjll1OKfr4vItbPzAcovZ8WUg+yO9xEuaPKM4EV+/8tZl7dKWXb61YiYDNKj7H/zsyzM/OOzLwxMw+hJAneGhFPqb/ruZSs/gsn+BO3UX7bW1G6yzaesdwMbhO0JMZxf0XEWhFxREScB4slsNajrO/jMvO7mXlbZt4FHELpRfZu6skvpZcJlAPnVs+yrPupGykJ7idExBNn6GtphhmnzRTd1/Y8sM63PGU45RMp24rOJNh3gfuAf4qI5fv3DdRvxvZ4aUtgPVxt0dfX+a4ErqPE+mNb+/62bcullN/KS1p/Yia+Ry+ZIFvky/X5jfW5/WDvKspY7Hvbrp5qAtMct/xh2sYtU3o3XQO8LErNkwd3xpl5J2VY1erUHfUoiFL75bUR8QPg3Ij4cEQ8s2O22ZQr979o+0xraMsn6/vvqK9/AVxFWYerwWLr8G+UJNmjKENpRoWxPETcJmgpGcc9FKVO2L4RcTllu783cGNErNw2W2tf8/f6meUAMvM3wPHAJsD/Vw+mLwL+COwQERvW+YNFx5XnUXp6eqI82ozTIRfTq+15IfCvEbFRZs6n3MFwXeBpEyTa/gz8lrKdsPdY8xnbIyR6U1t0j4j4p3rcfQFltMbL6zLaE6iXA/dQ7mzZyF7kJsiqzLyZMozgBRGxddtJV9aDv/uBP2Xm/CZ2FZwJMf1xy9+iJHT2rq9/STnIfhJlGGDr77R23n+pz3P68HVmXE1yfQH4GKWw/l+Bt1ISZTu2zboupTZAKwkwi0VDW35AOYDZPcodZ66h3JJ7feAVUWuNdazDBYzQSYyxPDzcJmhpGce9ExEfpayvT1B6Fb+e0qv4wMy8q+1E97r6vDosVuMP4DvA1fVzm2Tm34GvUHqUtU6wl20NxaFcMX40JYmmEWWcDq/oTW3PL1Fqe+5cp11M2ae/hDL8ur32YAJ3Ao/v2HaogYzt0RET1xa9iOnVFj2TUqvuzXUZD9T5Z9ffzt+Au6KhNa5NkC3uCMq468+0eu1EuWvLgZQfzQ/BcfUTid6OW147Ip6WpZw9AAAXVklEQVRdT6C/TRkH/7aot49u2/G2kjqX9fGrzaR9KXVfPgHsm5m7U9bTrcAJlHUKcCPlIGQnKBultnX4R8pG71EsWsfnAv8DvJ3SlZ7MvC9KvZltKBuxn/X7y80wY3nA3CaoB4zj3nigPh9NSTafnpm/rsMn26/u/oFyYWajVs+y1olPPXg+i1JjaNM6/yco8fuu2jOl/aR4B0rvZY0+43SItCUrJqrt+SvKie5+dd4p1/asx4y/Bc6g7K9fDItOjDPzdkqPkavbLlqp2YzthouJa4tuQOk8sTS1RZ8FkJn/U6dtGhF7R6lPl5m5ICK2oWxT/pCZ9zcygZqZPuqD8kN4FaVb4N2UzPkPKFdWPjro9g3jA4j6/HHKSe62be/NolypXggc27aOL6UkZdZrmzar/ns3SjB+rL5+FKXw/ELga8BKlCFXO1ESRWcDKwx6PXSxvlYGHt0xbXZ9/jJwLbBax/vPrt//i23TfkTp3rxp27purcNdqL0F6utl6rSFlCuCr6ScvPwH5WRo/0Gvl378Lo3lwa37+uw2wce0f0vGcU/W4/o1Xj7ZNu0pdV+wHrBcnbZuXb+/AjZv/R+0feZ5dTn7te23Dq77ou8Ce1IuunyIctK9X+cyfIzewzgdjkdHrK5HGRJ1ccf0VSg9wG4F1q/TXlOPGd/fuSxKEuQLNZ4fU6etBdxO6R26Rd2vrwa8s24f9hn0uvDRu9+Usd2MRz02XnuC6U+ocfnOjumbUYZQXw1sV6ftXOc9pvN3UJ8vBeYBT66vt6bcsOFuynH5nDrta8D11HPUJj7sQdYmizMoV0VOopx43Qm8JjMPGmjjBqiLcct/yoeOW/4CZSf9qrZxyxdSxi3vXpfROW75H5QDejLzb5n5ceDzlLulXA98A/giZQP9vix1EYZaROweET+hFC4+p67HtQCyZNtXBdamDFG5IxbdVSwy80fAT4Fdot4RhDLcZVlKYVUoO7HWOryk/nulmtF/IDPPpSQmHqCsy29STmy+AJze1y8/AMZyf7lN0EwwjnsjS9H8nwMvjogTI+ImytDlL1AOjk+tQypuoZz8PJFy97JWL5KWv1LW/7q5aCjl8ZQD4+0oNYvOofRU+Tzl6jIdy9CIMU5nXkyvtudHWLy251WUffLurZ4krc9kqe15LWXYdWsf/EdKzN9HGX3wHUqvtMMoQzK/1t9vr5libA+3eiy+R0RcAFwBfCsivhsRz2ibbdv63IvaoudTOnosU5dxBfCvlOOI4yh1yb5L6dhxVGb+ti9ffCYMOkM3zA/qFdJxflDucHgV5erRJZQT0AeAD3fM9z1K8K1TXwewTP1366rSYfX10ygH2r9u+3yw6Ir0LZSD62Xbpj2CcvX6aErdk31byx/2B/A64A7g65RbaX+7ro+fUK/c1/l+UufbaIJ1sg9tWX3Kgc/1lA3Zcix+hbBV9+WD9fUybe+tWdfjiyjJuIGvnxn6Pxj7WO7hunSb4GNQvz3jeOnX3RtqzF0BfJBSWHdvSs/lhZThFitRhk/eQqn1t3H9bKuH2eZ13g9NsPw1KD3SXgYsP+jv62NwD+O07+v3zZQbbdxBqRu4gHLiOqdtnm0pvbLf3/o/YVEvkDmUhPkt9fUsSo/vhcBL2pbRivu31Pde3tGOJ1F6i/6Iklh/vf/3o/3w/3d4HpRhkOdSRk58re7Xv0np7fdbYJc633Nq/B4ywTIeAfymHhc8oU5rbQveWl+3n6ceVbc3rd6krZEej6HUJTyCcs67XD++84yu30E3wMfwPoAV60HzTcALKD2cVqb01lhYT0hXqPOe2L5zrTvc1s54/bqjPq9t2Z+t8+/dCrA6fVvKSfUH6uvoaNNQD9UAVmx9//q8bj2IOZ9S0LQ1/X11I3M0dUglpTj/QuBVE6zDVSlXbX5IPfmoG6KFlCKLK7a14e11+n6DXh8+RuPR9rt1m+DDRwMflAPhSyi1AJfveO+0Gnuvq68/UF9/uG2e2ZSbxiwEntPx+Vn9arcPHz4WPYAnU2pwnkW56+zjgH+nnBR/j0VDo7egXMT6aX3dud88psbys+vrnSgXXc+nY1gUpd7UQuqQzAnaZEkDHz5m8EEZTvlNSqL8ddSEVX1vzxqv/1n32xtTzkM/B6xc52nvVHF03X68uL5+HGXI5A2t+dvmvQS4krahnKN6DO4QSxERj4qItSd4az3KeOTjMvO7mXlblqK+h1CuGL2bcgcrKHebg9qVM8tQqtbtgG+k1DR5Qi3cDaWr7sXAp4G3R8SciNia0rPkduDUupzFhmZ0vh4GUbw1Iq6gJK3IRUWP/5lS8+FTmXk9pVcMlOTBmZQ7+z2zTju7PrcKILbW4azM/Atlo/Q4SndYKOvwZErh8zNrocUDgX+j/H98rh/fV6MvItaKiCMi4jxY7PfsNkFqoCxF9p+VmT/IzHthsbu/fqo+71qfP0AZOnVQRHwsIl5N2a+8hxKHl3csu3G3cJeapK2EwRspIwE+mpmXZuZcysXVt1IK57++znclpebsP0fEeq19b9sQzEspZQxeWl9fUpezI3B0RKwUEWtHxE6UBNw5lITbQ6QlDaSZdg8lZnfIzFMz8w/w4F3gv02J/XUpCbK7KTdq24Y6TLrDBcAKlJthza7blKMovcLOjIg9I2KbiPgQ5Q6YJ2TmbW038BnJY3ATZGPKccs9NZuSgd8SeFLr+1ePq8+rt3+gbsxOoBzovKCu2x9Russ/P+od/urBTOvA6BJKnaa/1GXcRLmy92nKsJgPAUdSDowOzsyFjbxziAai1gnbNyIup1yV2hu4Merd7KpWMtdtgtQwmflA2wkyWe5mPCszL6Pcrv3REbFaZt4NvILSs2wvyj7mw5SYPqom2yT1UBe1PW/PyWt77tFlbc8N4CG1PXej9CY7i1Lb8w6s7SkNjSw1QE/MzF/XxHe0TV+NciONBVnuLH0n5W7w1hbtggmyMRQRT6f82D8C/JkyPOoWyonoKRGxS511bn1eHcrBdNtivkM5kX0hsElm/p1SB2hLFl2FXrYt2IJSG+vW2oZZmflLSm+U3SgH4gdS7mL32Z5+4f7bkXIwcTHwL5QaTS2t29yvCQ9uvFp+SrlKvwNl7PdCysZnExYV35/d9pl1KAc4/4AH1+Gdmfk2YHtKEc1VM3PPVjJh1Ddg6o2I+Cj1zqeUuH89JbYPzMy72k6qr6vPbhOkBuq8cFJfb0mpZXldlpvELFN7PO8LPJUSj6tm5msy89rBtFwaXRGxFfC/wLGUXhrvolw0PQYe7IH9D8o+c7UoN9VYUD+7TF3MZygJtN3q6zMpie8312U8UOefnZk31/fuiohla88TKCfBO1FOim+g3MzpaZl5Zb++u6TuZbmBBlm17dcfTxmCeX59fz7lYvOtwB7ARrBYD/LWdmWFtmXfk5n/Senk8SbKnatXy8x31xFNI88E2ZiJiEdRhkNtCbyXUoTvPZn5UkoR3ycAu9ad5U2UzPJGrV4kbVnqf1CuLm1O6b0E5eT6HuDdEbFyx8nzjpRkUevzC2sW+w+ZeXZmHla7ibZ/Zqi1bYzWoSQMDqYUOX5228HGHZReNE+OiNXaP1cTYt+gbMw2rvOfQLlj0EERsVVm3l+vEj6Fkjg4j7KOFxvWkpk31u729/ftC2uUPVCfj6b0HDs9M39dh0+2/9b+QOnB6DZBaqjWhZOIWC4inkSJ+4WUJPeDJ9KZuSAzb87MC1vDMiX1VkSsCBxOqTX7WkqCa0PKheyDas/u1snrXEo9wae3Pk6pZwulZ8ffKRdqycz/qdM2jYi960WozHLn9G0pJ8W31ePGhfUz/8jM7wOHZuYemfn51vZA0lBr5XT2pgyHPq/tvf+ldMB4HosS5vfVc9Xn1nm+076wur24PTPPzMyzxu0YwATZ+HHcco+0tX9nSnf1yykn/NuzKEFwB2UI679Qh1t2fO8rKHfmW7UmB/5KqfNyM/DdiPgCcBClPtOfgE/YzV198On6/NjMnF8Ts0+JiFdGxHptV5r+ThnC6zZBaqCIWDMito+Il1Ju6PI5ygWzIzPzW0v+tKSlFdb7ldQHNf4X1PI8OwFnZebv28qgJKVMgrVFp2iZh59Fo6QG0ImZeWf7SWmd3hq3fFXNLLfGLR9FGbf8646d5mTjlu+kBOI2lGFbj6AUAR6pcct12FlSkmH/XdfZ14D3U2o1/YoyhPVcYBfguRHxfzX5MKtufO6j9N5Zt7VeMvPrEXET5eDomZQha5cBB2TmpROMH5emJTNvjIifAy+OiGUpQyLXpQ7nBc6JiAMz85aI+AHlZhRuE6Tm2YsyjGolSjL7IuC9mXnBQFsljaB6nPhKSq+NdShDGls1vS6rsz2k3m9m3peZv4mI44GvUWp7XkxHbc/MvL4ey8+i9CQ7n1Kw/8HanhHxr8AplNqe76DU/lxAiXtre0oN13YMvRclvj9Xp98HD/YG+3tEvIJy/L4XsA+wPGUkk7VFO5ggG0PZNm4ZHsw8JxOMW46I71J2tntQdsy/b+28mWTcMvCfEfFVSm2tB4BzR7FrZh0StiklkXBJnXwm8D7gORFxRmbeHRHfB35N2RhdRMngt9xH6UH2x45lXwa8JCLmADe3D500maA+ORH4LOVK9WnAzykFfl8AvApYKSL2oAyj3B+3CVITnUbpOXIncJ49kqX+iFLv932Uu5lfRrlz5GaUHh6nRMS/Z+a5TL3e7xcz83cR8RVK789dKT3Dlm37zIS1PSNiZ8oF1y0pZTy+YvkCaXTU88W9gbMz8+d12rKUji+zgRtqQn1fYG1KvetLPBafmAkywaIrT0sat/wflCtg75rquGVKsmjUPZaSRPg/gMy8OiIupNzw4CkRcQNlWOvRwJeAQym31V4mItahDJ+8kzI0bTE1cTlvBr6DBHA65RbyhwI/adtpnhIRDwCvAV6WmadGxMmUmntuE6QGqXF42qDbIY2yWLze77uA77WVNNmTcjy4a70IvVi93yw3xok6uuMfEXEW5YY1mwK/o9T2fCOltudpdThmy6S1PYGz60PSiGgbkfRqYBXgvyJieUqdwu2BlwA3Us49WzeLu7k+NAkTZGNugnHLX2+NW65dvDMiPky5enVQzUZfQbmN7MGM6bjltl53LwZ+Q0kstpxP6SnzdUqPvP0y80sR8WzgzRFxDaWuxHqUK3oHZ+bvO/+GPcU0k+qB+LOyrSBvW8+wT1ESZLtSYv4DlGKfbhMkSVpcq97vIZn569bEKdb7/VXHsi6g1Al6sLZnRBxFKedxZkScAsyjnAg/njJ08ra2JJvHktKIqknwNYDdKXeeXZ+yjdmOMkrpG5Th1eqCCbIx57jlpVMTh8tSepBdC8yKiNdR7kD0HEptsgcoxVW/Wz/zb7WGxM6UzP5c4BWZed4Ef0KacZn5QNvVqNZdbmZl5mURcRfw6IhYLTPvcJsgSdJDpfV+Jc2cbYAt6r8/Q0mqvyoz7TG6lEyQyXHLSylLsf3tqesIWJFyt6ADKD1ttgSuzsw/t5IOmXlaRJwORHrrbA2htiEZ2fZ6S2A54LqaHFvGbYIkSROz3q+kGTKXkhj/NnCGtUWnzwTZGHPcck98hZK5/wYlY/+7zPxjrT32Lcqw1fPbh5i1XQGUhlLbAf1ylIP5o4GF1NpireSu2wRJkqbEer+Sei4zf0m5mZZ6xATZGHPcck/8B6X20k0dGfsLgCOxGLIaJiLWBJ5MuWL9eOBllB5iR2bmtwbZNkmSmsZ6v5LUHOEQ9fEWES9i0V1tFlISO59y3PLSaR+aJjVRRBwIvA1YiTKk4yLguMx8yJ1WJUnS1ETEByl3pNyuVdKkTp9VL1pvSKntuTOlE0Ortuf7MvPaQbRZksaNCbIxFxFPpvSCctyyJGqv0hdSCgCf5zZBkqTpqfV+LwZ+nJmvqtMerPebmTfUabOxtqckDYwJMkmSJEnqsbbeYYcAh1Lq+l5ER73fzHzpAJspSaqsQSZJkqRpi4h9gFUy8+ODbos0DKz3K0nNYg8ySZIkTVtEXAjMycw5A26KNDSs9ytJzWEPMkmSJEnqj7nAV7HeryQNvVmDboAkSZImFhHLRcS7IuLKiLgnIu6MiJ9FxP4d882JiNMi4g8RcW9E/D4iPhARK3bMd3JETDh8ICIyIk7uWGZGxOERsWtEXBER8yPi1oj4SEQs0zbvPOA5wIb1M63Hc3u4OqTGycxfZuarMvMUk2OSNNzsQSZJkjSEImI54HvAc4HzgC8C84F/Al4GfKrOtyFwOfBo4ATgmvqZ9wDbRcSOmfnANJqyM/AW4ETg85TC4gcBfwE+UOc5APggsAZwYNtnfzONvytJkrpgPdDpsQaZJEnSEIqIdwHHAB/MzEM63puVmQvrv78EvBrYJTO/3TbPRyiJrDdm5n/VaScDe2dmTPD3EjglM/epr+dQhofdA2yemfPq9ACuAlbPzHXaPn8h1iCTJGlg3BdPj0MsJUmShtNrKL20juh8oy05Ngt4MfCL9uRY9UFKUfDdptmOb7aSY/VvJ6XQ+NoRsdI0ly1JkjQUTJCp8SJin4g4YNDtkLT0jGNpQpsAv32YukVrAisBv+p8IzPvAG4FNppmO66bYNqf6/Pq01y2JElDzXqg48MaZBoF+wBzAMdZS821D8axNBMmOyBf0jHhgiW895ChmpIkjQrrgY4XE2SSJEnD6XfAphGxfGbeO8k8fwL+Bmze+UZErAqsA1zZNvmO+t5qtYdZy3R7mcEkyTdJkhrsAEqia8J6oG0vP0Dp1d1eD/SEtnqgewP/NY12bM7i9UBPpNQDfVv922TmN+uIjEdk5hen8bfGlkMsNSG7kUrNZxxLjfclYFXg0M43aqH8Vi2yc4AtIuIFHbMdTDnW+0bbtN/V5+d1zPvvPWjv3cCqrbZJkjQCrAc6RuxBpoewG6nUfMaxNBI+AbwIODQitqbE8nzKVeQnsijJdQjwfOCbEXECcC3wbOBVwI+AU9qW+WVK7J0UEZtSepS9gBJ/03UpsCvwqYi4mDI084eZ+cceLFtSn0XEPsAqmWm5A2mRTYArp1MPNCJmoh7o3dNcvjBBponZjVRqPuNYarjMvC8idqL07no1JWbmUxLZX2ib7/qIeAbl6vZewCrATZTE81HtSe7MvCsidgaOoyTW7gbOqp/7yzSb/DHKCcDLgX+l9F7bHjBBJjXDPlgPVJoJ1gMdUibINJFedCN9J6Ub6XROrB/SjTQiLgD2j4iVMtMsuTQ541gaAfWK9dH1saT55gKvneIyLwO2m+Ct6JhvXue0tvcOBw7vmHYP8IaptEGSpIawHugYsQaZJuJt5aXmM44lSRow64FKjWc90DFiDzLNFLuRSs1nHEuSNEXWA5VGgvVAx4gJMk3EbqRS8xnHkiQNlvVApYazHuh4cYilJmI3Uqn5jGNJkgarF/VAF1LqgU7HQ+qBAhcAa0fEStNctjTyMnN+Zh6dmZtn5gqZuUpmbp2ZJ3TMNzczX5uZa2Xmcpm5UWYeUmt0di7zsszcri5vjczcLzP/mpmRmfu0zTevTjt8gmUcXt+b1zbtnsx8Q2Y+JjNn1/cv7OX6GGX2INNE7EYqNZ9xLEnSYG0CXDmdeqARMRP1QL1hjiRhgkwTsBup1HzGsSRJI8l6oJLUJ1F62EqSJEmSeiUirgQ2ANaZrB5oHWL5V+DazHxax3urArcD38nMXeu0Y4F3Aqu31wONiCcAVwOntIZnRcQcYC7w/s7hWRFxOPA+4HFttckuqK/nLP23lqTmsgaZJEmSJPWe9UAlqUEcYilJkiRJvWc9UElqEBNkkiRJktRj1gOVpGaxBpkkSZIkSZLGmjXIJEmSJEmSNNZMkEmSJEmSJGmsmSCTJEmSJEnSWDNBJkmSJEmSpLFmgkySJEmSJEljzQSZJEmSJEmSxpoJMkmSJEmSJI01E2SSJEmSJEkaaybIJEmSJEmSNNZMkEmSJEmSJGms/f+UkqrJksGptAAAAABJRU5ErkJggg==
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>
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<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">reactionCount</th>
      <th colspan="3" halign="left">commentCount</th>
      <th colspan="3" halign="left">shareCount</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>source</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>12080.7</td>
      <td>3771</td>
      <td>15582.4</td>
      <td>2219.9</td>
      <td>1261</td>
      <td>2374.9</td>
      <td>2376.3</td>
      <td>440</td>
      <td>3335.1</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>36170.4</td>
      <td>13118</td>
      <td>39764.3</td>
      <td>9962.3</td>
      <td>10128</td>
      <td>10795.8</td>
      <td>5938.1</td>
      <td>1185</td>
      <td>8957.3</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>267.0</td>
      <td>153</td>
      <td>336.8</td>
      <td>71.1</td>
      <td>67</td>
      <td>80.1</td>
      <td>147.9</td>
      <td>132</td>
      <td>166.1</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>145800.3</td>
      <td>157523</td>
      <td>116316.2</td>
      <td>65265.3</td>
      <td>32341</td>
      <td>60353.6</td>
      <td>38933.9</td>
      <td>17070</td>
      <td>37194.9</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>1058.0</td>
      <td>590</td>
      <td>1177.1</td>
      <td>369.9</td>
      <td>233</td>
      <td>451.3</td>
      <td>486.4</td>
      <td>256</td>
      <td>578.1</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:  1421
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>61.2</td>
      <td>45.9</td>
      <td>53.0</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>64.3</td>
      <td>45.1</td>
      <td>53.0</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>6.3</td>
      <td>0.9</td>
      <td>10.1</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>52.7</td>
      <td>38.7</td>
      <td>42.9</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>16.1</td>
      <td>13.1</td>
      <td>14.0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

 NOTE: The following table only contains public user info 


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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>source</th>
      <th>number of unique users</th>
      <th>number of verified users</th>
      <th>total_discovered</th>
      <th>avg post per user</th>
      <th>avg user per URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Conservative-Fake</td>
      <td>127</td>
      <td>12</td>
      <td>168.0</td>
      <td>1.322835</td>
      <td>18.142857</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Conservative-Mainstream</td>
      <td>212</td>
      <td>12</td>
      <td>224.0</td>
      <td>1.056604</td>
      <td>30.285714</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Liberal-Fake</td>
      <td>8</td>
      <td>1</td>
      <td>9.0</td>
      <td>1.125000</td>
      <td>2.666667</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Liberal-Mainstream</td>
      <td>1073</td>
      <td>127</td>
      <td>1327.0</td>
      <td>1.236719</td>
      <td>153.285714</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Unclear-Fake</td>
      <td>30</td>
      <td>1</td>
      <td>37.0</td>
      <td>1.233333</td>
      <td>4.285714</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Conservative Voices</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>The Washington Times</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>ForAmerica</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Youth for Trump</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Asian Alliance Against ChiNazi</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Wake Up America, the Original</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Team Trump 2020</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Women's Republican Club of Miami, Federated</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Chloroquine Hydroxychloroquine Zinc and Coronavirus</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>IJR Presents</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>IJR</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>IJR Politics</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Dallas Pakistani &amp; Indian Community</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Josephine County Neighborhood Chat</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>DUEÑASANON KAMI</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>The Critical Mind</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Kagay-anon Kontra Kawat</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Dallas Indians</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>KHAI DÂN TRÍ - CHẤN DÂN KHÍ - HẬU DÂN SINH</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Pendleton County, KY Community Watchers</td>
      <td>0</td>
      <td>1</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;Liberal-Mainstream&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>9</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Malcolm Nance Fans</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NBC News</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Fans of MSNBC and Ari Melber: Politics and Current Events with Joe Parsons</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Buffoon in Chief Donald Trump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Veterans Against Republican Ignorance</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Donald TRUMP MOST HATED ON EARTH</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>TRUMP Destroyer of America</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>The Democratic Political Active Resistance</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Activist ★ Democrats</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>original DONALD TRUMP CLOWN UNIVERSITY @ fakeDonaldTrump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>DUMP TRUMP</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Really American Activists</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Kick Ass News</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Actions and News for Liberals 2020</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Dump Trump Daily</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>The Last Word With Lawrence O’Donnell</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Blue Tsunami</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>NBC Nightly News with Lester Holt</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>16</th>
      <td>Activist Post</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>18</th>
      <td>O INFORMANTE</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>17</th>
      <td>End Corporate Welfare</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Anonymous</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>5</th>
      <td>The Investigative</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Manila Central University Graduates</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Concerned Citizens Canada</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>The SNLS Network</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>14</th>
      <td>The Liberty Beat</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Mind Unleashed</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>BLOWRADIO.COM</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>10</th>
      <td>BREAKING NEWS</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>SDA Truths (Current Events In Light of Bible Prophecy)</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9</th>
      <td>WORLD NEWS NOW</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8</th>
      <td>YOBE TRUST</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>7</th>
      <td>קונספיל - אל תאמין בכלום עד שלא הוכחת בעצמך</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Anonymous Group</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Educate-A-Liberal</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Katerina Janouch - journalistik och debatt</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Zero Hedge</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Michael Knowles</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Matt Walsh</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Daily Wire</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Ben Shapiro</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Donald Trump is My President</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Dr. Subramanian Swamy</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Brexit Newsgroup</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Conservative Register</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>The Right News</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Andrew Klavan</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Angry Patriot</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Conservative News</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>The Real Patriots</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Lady Patriots</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Restless Patriot</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Don't Mess With America</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>The Conservative</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Fed-Up Americans</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Boycott</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>MAGA Militia</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_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;Liberal-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>Bipartisan Report</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Resistance Against Trump</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Crooks and Liars</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Republicans Against Trump Group</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Conservative Clown Car</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>What ignorant new thing has Trump done or said today?</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Friends Who are  Liberal And Proud Of It</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Blue America</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Republican Hall Of Shame</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Republican Security Council</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Remain EU Citizens</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Remain In The European Union</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Really American Activists</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Republican Party of Lafayette County</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Republicans Against Donald Trump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Republican Bigotry, Hate, Fear, Lies and Distortion</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Reliable Sources in the USA</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Recovery Advocacy Project</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Representative David Crowley</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Reject Donald Trump</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</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:  18988
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Conservative-Fake</th>
      <td>73.7</td>
      <td>44.6</td>
      <td>62.4</td>
    </tr>
    <tr>
      <th>Conservative-Mainstream</th>
      <td>70.1</td>
      <td>56.0</td>
      <td>43.3</td>
    </tr>
    <tr>
      <th>Liberal-Fake</th>
      <td>28.1</td>
      <td>11.5</td>
      <td>41.4</td>
    </tr>
    <tr>
      <th>Liberal-Mainstream</th>
      <td>88.7</td>
      <td>65.5</td>
      <td>50.5</td>
    </tr>
    <tr>
      <th>Unclear-Fake</th>
      <td>56.9</td>
      <td>56.2</td>
      <td>40.6</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</th>
      <th>number of unique users</th>
      <th>number of verified users</th>
      <th>total_discovered</th>
      <th>avg post per user</th>
      <th>avg user per URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Conservative-Fake</td>
      <td>607</td>
      <td>6.0</td>
      <td>673.0</td>
      <td>1.108731</td>
      <td>101.166667</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Conservative-Mainstream</td>
      <td>1336</td>
      <td>10.0</td>
      <td>1420.0</td>
      <td>1.062874</td>
      <td>222.666667</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Liberal-Fake</td>
      <td>93</td>
      <td>1.0</td>
      <td>97.0</td>
      <td>1.043011</td>
      <td>23.250000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Liberal-Mainstream</td>
      <td>16805</td>
      <td>647.0</td>
      <td>20795.0</td>
      <td>1.237429</td>
      <td>2800.833333</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Unclear-Fake</td>
      <td>242</td>
      <td>0.0</td>
      <td>424.0</td>
      <td>1.752066</td>
      <td>34.571429</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>16</th>
      <td>HatamotoRokudan</td>
      <td>Texan Patriot Loves USA \nRokyudan Aikido</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>BearsDieHard68</td>
      <td></td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>libertyspot</td>
      <td>just a guy that loves personal LIBERTY !  An Ordinary man pursuing Extraordinary Knowledge</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</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>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>crust53</td>
      <td>Patriotic Conservative &amp; Avid President Donald J. Trump Supporter. Political Correctness HARMS USA. Legal Immigrants ONLY. America  First over Globalism. #MAGA</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>WayneIv</td>
      <td></td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>DanielSHSU</td>
      <td>SHSU23 Major in Software Engineering proud liberal #Biden2020 #BlueWave🌊\n#traitortrump</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Greg_DeFusco</td>
      <td>Trouble's like a cancer, you gotta get it early. If you don't get it early, it gets to big, then it kills you. You gotta cut it out. Capeesh?</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>MarijaneGreen</td>
      <td>Christian, Conservative, American Legion Auxiliary member. Wichita St. Univ. journalism grad. Trump 2020, best President in my lifetime. Royals &amp; Chiefs fan!</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>EddieDonovan</td>
      <td>Rock/Blues/Folk/Country Musician/Songwriter/Singer w/400+ recordings fb @thebeatles https://t.co/n8TICk2kr2</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Hoya97</td>
      <td>Christian, conservative #TheGreatAwakening #WWG1WGA #MAGA #KAG #DrainTheSwamp NO LISTS</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>sevans1375</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>donaldrusso994</td>
      <td>Just to be clear, I worship the ground that Donald Trump walks on. MAGA, KAG, four more years 2020. Proud to be followed by General Mike Flynn.</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>jfistacuffs</td>
      <td>Rebel with a lot of causes.\nI am only human, and the human race is the only race in which I am an active participant \n(no DM,s)\n\n#TheResistance\n#VeganForLife</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>BelkissObadia</td>
      <td>Contemporary Artist &amp; Medical Interpreter DC, VA &amp; MD #StillWithHer #ImpeachTrump 🌊🌊🌊 WILL BLOCK trumpFools #JoeBidenForPresident🇺🇸</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>pltwister</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>CynsTreat</td>
      <td>Take Personal responsibility for your decisions cuz while it is easy to blame others for your plight People got their own problems to solve without yours</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Vols32488</td>
      <td>RETIRED SMALL BUS. OWNER, #MAGA, #DRAINTHESWAMP, #AmericaFirst, #TrumpTrain, Conservative, Pro Police, Military, 2nd Amend., NRA.#TNVOLS, NASCAR, FI, INDY CAR</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>RoScarborough</td>
      <td>News/opinion writer, WashTimes. Owner, rescued fox red lab. Author, Dog Park, a story about insanely good-hearted dog owners. https://t.co/KUTaVZh3ip</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>XGAMMA999</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>2</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>149</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>ClaraGu05568105</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>53</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>bridgeportbay</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>GingerResists</td>
      <td>🌊I am #TheResistance 🌊 🤪 https://t.co/YRxeEfC1N7 🤪\nNew album 🎶 Something's Going On 🎶 by @TraceAdkins is freaking AWESOME!! 🔥🔥</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>32</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>PolacaZ</td>
      <td>I am a human woman who is lucky to enjoy my family, pets, home and health. I love the natural world, wisdom, knowledge, evolution, and higher consciousness</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>31</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>TWITTWIT310</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>WLC940</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>26</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>JimWill74380031</td>
      <td>Not much.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>BorrelliGerlach</td>
      <td>Shirley Chisholm - If they don't give you a seat at the table, bring a folding chair.\n#AllRoadsLeadToPutin\nBlocked by D Loesch and Tammy Bruce\n🚫DM's/Lists</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>meowsJ</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>24</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>BeachBreeze2</td>
      <td>Former Libertarian, proud Liberal. Rebel. Intelligent enough to realize that Trump is an asshole. Defender of equality for all, especially the underdog. #Resist</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>gschmidt1959</td>
      <td>Wecke keine schlafenden Hunde!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>20</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>maggieNYT</td>
      <td>White House correspondent for NYTimes, analyst for CNN. RTs don't imply agreement. maggie.haberman@nytimes.com</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>19</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>tzmaltesemama</td>
      <td>trump must go.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>18</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>del23175551</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>18</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>springkid73</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>P2Jeff</td>
      <td>Politically moderate, not happy with Trumpism, angry about Russia attacking US elections and on Twitter because of the Trump disaster.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>rhonda_harbison</td>
      <td>Fighting for Democracy,  WOCN RN, BSN, J.D.  NO LIST  Do not DM me. Twitter is not a dating site.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>rbc2222</td>
      <td>Dogs, cigars, wine, coffee</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>NotoriousRBF</td>
      <td>Early Childhood Educator. Proud Mama. Finance background. #1 Objective: high quality early education for all.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>10</th>
      <td>Expendable45</td>
      <td>criminal justice major and muscian.\ndeporable -proud boy -Unapolegic American</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>8</th>
      <td>foodoregon</td>
      <td>The only person in Oregon who doesn’t have their head up their ass- We are the #News Mthr FKrs!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>18</th>
      <td>1FRAC1</td>
      <td>💥Trump 2020💥#MAGA In a time of universal deceit,telling the truth is a revolutionary act! #StillNotYourTurn#AnotherNothingBurger@TaxpayersExpense</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>1</th>
      <td>ActivistPost</td>
      <td>Alternative News and Independent Views for Peace and Freedom!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>0</th>
      <td>ShinichiroMika1</td>
      <td>チェンマイ在住\n己の生物学的、金融的サバイバルが第一目的\n情報の共有は第二目的</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
    </tr>
    <tr>
      <th>5</th>
      <td>annika1021</td>
      <td>It's expensive to be poor these days,but if you are a Corporation everything becomes cheaper. ResMedicinal Chemist questioning political leadership/inequalities</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>6</th>
      <td>NIsakoff</td>
      <td>Against the fascist, globalist New World Order! Localist. Anti-imperialist, and very anti-censorship. Agitator, former semi-pro philosopher, current librarian.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>7</th>
      <td>illumin8ongodes</td>
      <td>I add light to the world &amp; laugh a lot!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Phil85074090</td>
      <td>Learn from history. Learn not to repeat it.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>9</th>
      <td>shartstorm8d8</td>
      <td>Geopolitical News With Humanitarian Focus. Exchange of Ideas &amp; Humor in Response to MSM Social Engineering &amp; Provocateurs.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>3</th>
      <td>DeejayMcSkin</td>
      <td>Hobby DJ</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>11</th>
      <td>AwakeNowReady</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>12</th>
      <td>BluehandRising</td>
      <td>Welcome to the Official #Bluehand account - Follow and DM to join our movement or visit our websites https://t.co/iN3jswSGfV or https://t.co/JAmLcxButd and use the contact forms.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>13</th>
      <td>AwakenOntwaken</td>
      <td>Friends of By Agent US INC, LTD, B.V., S.A. concerned about all the major national and world issues, committed to speak out and write about them.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>14</th>
      <td>alejoGaviria</td>
      <td>#Libertarian #BitcoinSV defender. True believer in a global P2P electronic cash system, lower fees. Self sustainable comunities and best education for all ✌️</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>15</th>
      <td>HeadlineJuice</td>
      <td>News. Reconstituted. A friend calls me the ‘anti-terrorist.’ So why am I on the FBI’s terrorist watch list?#TargetedIndividual #Noninvestigativesubject</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>16</th>
      <td>mairn_pap</td>
      <td>🐾</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>17</th>
      <td>boungyucks</td>
      <td>I am not special even though my mother thinks I am and some others might feel the same. I am a huge fan of life especially the things I disagree with.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>2</th>
      <td>PRANGELMARMOL</td>
      <td>¡CARPE DIEM! Especialidad y Maestría en la UANL México. Doctor en Ciencias Gerenciales. Profesor de la Universidad del Zulia</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>19</th>
      <td>EmpireExp</td>
      <td>Worldwide Geopolitical Games of Psychopaths Reports! #Exposing #Lies #TruthSeeker #JusticeWarrior #AntiWars #WeatherWarfare #BacteriologicWarfare</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
  </tbody>
</table>
</div>

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<pre>Top 20 active users and descriptions for group &#34;Conservative-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>15</th>
      <td>KaySmoggy</td>
      <td></td>
      <td>13</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Polly_Politics</td>
      <td>#Brexitfollowback</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>SteveKayser</td>
      <td>#Author of "Acceptance Bridge,"; "The Greatest Words You've Never Heard: True Stories of Triumph,"and Founder of Kayser Media https://t.co/fAHabLtmNN #writer</td>
      <td>5</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>EPLC45</td>
      <td></td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>DeplorableNew</td>
      <td>Proud of My President &amp; First Lady! Will follow all Trump Supporters!Love My Country, Love My Flag, NOT tired of WINNING!If “resist” is in your profile: BLOCKED</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Hector32z</td>
      <td>Seeker of truths behind the haze of both individual &amp; media bias and agenda's. Open to listening to different opinions on politics, philosophy and faith.</td>
      <td>3</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>MadWorldNews</td>
      <td>Mad World News is devoted to bringing you news and opinions on politics, economics, and constitutional rights. http://t.co/lerIF9G1px</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>ravenboldie</td>
      <td>Advanced Computer Technician. PC programmer. Ex White Hat Hacker. Ex Black Hat Hacker. Video Editor, Pro Virus Removal Expert etc. Don't like left leaning polit</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Rod4Brexit</td>
      <td>Writer, columnist and Cllr on District Council for five years from 2013 to 2018. I support any politician or group working for an independent Britain.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>MMNewzz</td>
      <td>News, politics, science, technology. 17\nUse your own brain, it's not illegal (yet). \nRetweet is not an endorsement. \nNO LISTS! #IFB patriots! #MAGA #nocommunism</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>JeffDeluca44</td>
      <td></td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>AuthorCClerk</td>
      <td></td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>musicmakessense</td>
      <td>Musician, therapist, teacher,...dad.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>TheNewResist</td>
      <td>We believe in our Constitution &amp; those who swore an Oath to uphold it. We are about God, Family, Country &amp; Support and Love our Military! AMEN! #tcot #MAGA</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>coop22089074</td>
      <td>I'm a retired low income conservative senior citizen on SSI</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>electsub</td>
      <td>🔴 Laugh Or Go Insane 🔴  🇺🇸 IFB 🇺🇸 / Military / Back The Blue / 🇮🇱 Israel 🖍️ We Vote. We Win. VOTE RED 🖍️ MAGA / KAG Trump-2020</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Chartsie1</td>
      <td></td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>PatriotCELL</td>
      <td>We are devoted to bringing you news and opinions on politics, economics, and constitutional rights.</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>The4GNet</td>
      <td>God, Guns, Guts, &amp; Glory is devoted to bringing you news and opinions on faith, patriotism, and constitutional rights. https://t.co/lerIF9FtzZ</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>PoliticsL</td>
      <td>All things politics &amp; law (South Africa &amp; World). satire - debate - news - quotes - opinion - cartoons - pro freedom of speech - anti hate speech &amp; fake news</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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<pre>Top 20 active users and descriptions for group &#34;Liberal-Fake&#34;
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>user</th>
      <th>description</th>
      <th>Conservative-Fake</th>
      <th>Conservative-Mainstream</th>
      <th>Liberal-Fake</th>
      <th>Liberal-Mainstream</th>
      <th>Unclear-Fake</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</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>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>graybeard1959</td>
      <td>#Resist Proud libertarian. Interested in all points of view. Love animal &amp; nature pics &amp; vids. Love humor, especially when it's dark. #TNOIIECBAFTATPPAAFPDATW</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>jilevin</td>
      <td>Marketing Programs Manager, social media, human rights, politics and news junkie, equality. #RESIST #FBR</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>70Formula</td>
      <td>VOTE TO REMOVE THE GOP REPUBLICAN'S\n#FakeNews &amp; #HOAX President \nOn \nNovember 3rd 2020 !\n\nVOTE ONLY \n@DNC @JoeBiden @AmyMcGrathKY @harrisonjaime @SaraGideon</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>StayHopeful16</td>
      <td>#LoyalDemocrat #AlwaysWithHer #Revote #NotMyPresident #TheResistance  #MoscowMitch  #HillaryWarnedUs #ImpeachBarr #TrumpVirus #RidinWithBiden</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>booyah_woman</td>
      <td>Laloma (greetings) I am Hopi/Dine Native American woman. Cares about Mother Earth &amp; her inhabitants. Liberal Democrat. #stillwithher #noDAPL #Biden2020</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>tribble09</td>
      <td>U of M Dearborn graduate, cat lover, crafty lady</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>ann_neels</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>PaulCogan</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>SharonAlmalee</td>
      <td>I have lived through 12 Presidents and not once was I ever afraid to face what the morning would bring..until now. \n#resist</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Jeanabella</td>
      <td>volunteer, mom, wife, friend, liberal progressive, Kindle lover, cook, loving daughter to Mom who taught me to love not hate! North End Boston girl! Vote 2020</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>LiberalFenix</td>
      <td>#ImpeachTrump #NeverBernie No #MAGA’ts NO blind DM’s @LiberalFenixToo Band name: @CraftyClitoris</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Gilda91138208</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>cecijet99</td>
      <td>I'm me. #UniteBlue #TNTweeters #USLatino #GunSense #FlipItDem #StrongerTogether #TheResistance #resist #WeThePeople #VoteBlue #Bluewave #FBR</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>davelikesfish</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Nightshade_Nine</td>
      <td>Anthropologist, Pagan Witch, Opinionated Independent, Latvian-American, Naturist, Hiker, Lover of Outdoors, Mythology n Legends, Occult, Classic Horror, BDSM</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>randerdd</td>
      <td>I'm from the Boot, a independent minded thinker, a jazz and photography lover, a military brat and AF vet.</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>HermioneIsHere</td>
      <td>“With you, all roads lead to Putin” GOP=Gov't Of Putin RT≠Endorsement          Pls no DM’s</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Conniepae</td>
      <td>One Lonely Voice, trying to make a difference!  \n#TruthMattersAlways</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>pannlewis44</td>
      <td>Female, Senior Cit. If ur for Trump or against BLM DON'T TALK 2 ME.</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">


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<img 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