csmap_150_url.html

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

<title>cross_platform_analysis_step</title>

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

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

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

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

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

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

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

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

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Cross-platform-analysis">Cross-platform analysis<a class="anchor-link" href="#Cross-platform-analysis">&#182;</a></h1><p><!-- - Data source: MIT news collection, 202 news articles URLs -->
<!-- - Label type: categorical, 0  is true, 1 is misleading, and 2 is false (already converted) -->
<!-- - Data source: CSMaP collection, 150 news articles URLs --></p>
<ul>
<li>Platforms collected: Facebook, Twitter, Instagram, Reddit, and Facebook total interaction</li>
<li>Volume analysis (post volume, user volume)</li>
<li>Timeline posting/tweeting pattern on Facebook and Twitter</li>
<li>Heavy user analysis</li>
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<h3 id="An-overview-of-the-dataset">An overview of the dataset<a class="anchor-link" href="#An-overview-of-the-dataset">&#182;</a></h3>
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<pre>Number of records: 150
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<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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
"
>
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<div class="output_subarea output_stream output_stderr output_text">
<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="4" halign="left">facebook</th>
      <th colspan="4" halign="left">twitter</th>
      <th colspan="4" halign="left">instagram</th>
      <th colspan="4" halign="left">reddit</th>
    </tr>
    <tr>
      <th></th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>CND</th>
      <th>Tie</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>CND</th>
      <th>Tie</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>CND</th>
      <th>Tie</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>CND</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>num_record</th>
      <td>32.00</td>
      <td>102.00</td>
      <td>4.00</td>
      <td>12.00</td>
      <td>32.00</td>
      <td>102.00</td>
      <td>4.0</td>
      <td>12.00</td>
      <td>32.00</td>
      <td>102.00</td>
      <td>4.0</td>
      <td>12.0</td>
      <td>32.00</td>
      <td>102.00</td>
      <td>4.0</td>
      <td>12.00</td>
    </tr>
    <tr>
      <th>num_discovered</th>
      <td>30.00</td>
      <td>95.00</td>
      <td>3.00</td>
      <td>11.00</td>
      <td>31.00</td>
      <td>97.00</td>
      <td>4.0</td>
      <td>12.00</td>
      <td>1.00</td>
      <td>2.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>6.00</td>
      <td>54.00</td>
      <td>0.0</td>
      <td>1.00</td>
    </tr>
    <tr>
      <th>total_discovered</th>
      <td>1155.00</td>
      <td>6799.00</td>
      <td>13.00</td>
      <td>345.00</td>
      <td>17094.00</td>
      <td>27577.00</td>
      <td>88.0</td>
      <td>3298.00</td>
      <td>1.00</td>
      <td>2.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>60.00</td>
      <td>290.00</td>
      <td>0.0</td>
      <td>19.00</td>
    </tr>
    <tr>
      <th>discoverability</th>
      <td>0.94</td>
      <td>0.93</td>
      <td>0.75</td>
      <td>0.92</td>
      <td>0.97</td>
      <td>0.95</td>
      <td>1.0</td>
      <td>1.00</td>
      <td>0.03</td>
      <td>0.02</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.19</td>
      <td>0.53</td>
      <td>0.0</td>
      <td>0.08</td>
    </tr>
    <tr>
      <th>avg. post per URL</th>
      <td>38.50</td>
      <td>71.57</td>
      <td>4.33</td>
      <td>31.36</td>
      <td>551.42</td>
      <td>284.30</td>
      <td>22.0</td>
      <td>274.83</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>10.00</td>
      <td>5.37</td>
      <td>0.0</td>
      <td>19.00</td>
    </tr>
    <tr>
      <th>median post per URL</th>
      <td>5.00</td>
      <td>28.00</td>
      <td>5.00</td>
      <td>4.00</td>
      <td>24.00</td>
      <td>98.00</td>
      <td>21.5</td>
      <td>56.50</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>3.00</td>
      <td>4.00</td>
      <td>NaN</td>
      <td>19.00</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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8uT/DXJsUn2S7L5ML9mSZKk+dDjmWcur53ac/fqcez6JH9LcmSSF81w32M6rzVDu6nntaXTnD/b6xED+DZJWoWsZN47cC65S6uW1UYdgASQ5N7A14HNgQJ+CywDbgTuB+wAvLDd16totWeSQ6rquhW4/W+Ak9p/rwncFXgk8ATg35IcDbyyqs5egWtLmkdJlgMbtm/fVlXvmaHtMmCz9u1+VfXmdv9OwAHAQVW10wrGsRj4M3BmVS2eJYYHA+tV1VVJjgG2nuXyz6uqw1ckrvaeGwN/AE6pqo1X9DqSJs5BPfbdH9gKOB/4fo/jp3W9Px34SfvvtYFNgO2A7ZIsrarXDCjWXn7aI55OFw3x3pIm0yDynhYQC2QauSTr0Tz0LAJ+BLymqv7U1WYD4D+Bl/S4xJXAfYFdgU+uQAiHV9VePeJ6MvARYFvg+CSPqaq/rcD1JY3GjkDPAlmSh3JzcWwkktynjeHwqrqq6/BMfwieNdTAJK2SehX82w8EtgL+OMcPBH7S3S7JvwMfBP4lyUFVdcJKB9vb56vqwCFdW9IqaCXz3h7A+4BzhxGbxpMFMo2DT9MUx44DntqrF1hV/RV4fZKv9jj/E8B/AG9NckBVXTmIoKrqqCRbAP9L08Pjw8A/DeLakobuV8BmSbaY5o+1ndrtMmBJ17FvACcAlwwvPACe22579QbzD0FJE6Gq9kuyC7Ax8HSa/ClJE62qzsXi2ILjHGQaqSQPALZv375utiGSVXV8j93H03SPvSfwhkHGV1WXAf/avn1R25NN0vg7sN3ean7Cdi7Df6LpWn9k9/GquqSq/tg+GA3Tc4EbgG8N+T6SNGwnt9u7jzQKSRqQ2eYgS/KMJN9p52K8Nslfkvx3kvvNc6gaIAtkGrVnAgF+U1W/X4nrvJVm7rL/SHKngUR2s6OAC4HbAksHfG1Jw3EssJymsL1m17Gn0BTUvwRc331ikp3aB6IDexx7TpKjkpyd5Jr2oeikJB9Ksv5cg0tyF5p5Do+rqhWeNyfJnZK8Jsm30yxoclWSS5KckOR16VjYZI7XW5JmUZTTk1yd5OIkf2wf+Dbt0X7NJG9q73dJe/+Tk+yZ5PYr+nVJmjh3bLdORSFplZfkU8C3aabi+RNwBHAp8ErgxCSPHmF4WgkWyDRqj2q3y1bmIlV1IvA/wLrAm1c2qK5rFzdP4v+QQV5b0tAUcDBwF+BZXcemepX1mrh1Wkn2phkOuTXNw9D/ACcCtwd2Azbq43LPopnmYIUn229tDnyKJpee2V7vV8AjaIaf9xqW3lOSZ9EMjXohzWTXR9D00L2aZkjqNl3t70ozWfdHaCa8PQH4Ac33fC/gJ0P4wELSmGlzwdQfg98ZZSySNGxJXgu8hubvw4dW1eOqaoeqemi7/07Al5M4ndUEskCmUVuv3V4wgGu9nWa40r/205Njji5st3cd8HUlDc/BNIWym4ZZJrkz8Bzg11X127leKMlawFuAy4GHVNUTq+qlVfXUqnoATUHqjD5im2n+sX6cSlOwu1dVbVNVL6mqJ9Ks/vs7YPskz53xCjf7T5qess+tqs2r6kVV9eyqegTNyqDdKz0dQDN/24HA4qp6SlU9h6ZY9mWa78kHVvLrkzSmktwuyWNoiul3Aj40xAn6AQ5oe/f2ei0f4n0lCbhpmo63AzcCO1TVLRZUqqrP0EydcT+aORk1YSyQaZVRVX+k+YN4HZo/9AZp6v9KDfi6koakqk6n6eH01CR3a3e/GFiTPnuPAXcA1gJO734Yau/1m7muctsW27ajKdJNtyLldH8IHth13zOr6ri2p2vn/r/SDD2Hm+d5nM3daHLcD7oPVNVf2hw79TU8iqYX3MnArlV1eUfbK4F/pumF9ook68zx/pLG3yum8hHNKuIn0KwG97qq+vch3/unNLm71+trQ763JEHz4d89aJ7hpltt/Lh2u8X8hKRBstufRm2qZ9agenztRTP59muSfKiq/jKg6071dFvhuYIkjcRBwONp8sKHaYYKXgcc0s9FquqCJGcBmybZl2aVyT+tYEzb0QzL/MYMbX4K9Hrw+kn3jiS3oZkfcStgA5pCXoA7t00eOMe4ltF84nlIkn2AZVV14zRtn9ZuD59m5eHLkvwaeBLN8M/juttImkhTHzxAk2O2pCmufzDJb6vqVjmKuX+4mFnau7qvpFGbmoB/s/aDgpkMekST5oEFMo3aicDLaIbprLSqOivJZ2lWs9wT2GVlr5kkNJ8WAKzMQgKS5t+hwMeAHZN8F3gM8M2qWpFh3S8DvkIz1PItSc4HfgZ8Fzik7Tk1F89rtzMNr5zTH4JJ7k0zvOlRMzS74wzHOr2ZZnjkc9vXZUl+QdOj7OCqOq+j7dQD4luTvJWZ+YAorTp+UlU7Tb1pF0E5mGbuwkOSPLiqrug6Zyo3zrZwx9Txy2dsJUmjM7X40VnAj2dp+79DjkVDYIFMo/YdYD+aXhkPraqTZzthDt4DvIpmGMD7B3C97Wgm/78eOGYA15M0T9qeTN+g6UG2X7u73+GVU9c6PskDaFbBfApNz7Tnta93JHl8VZ050zXauSueSTNU83crEkeXA2mKYz8C9qYp4v+jqm5I8nDgN9zcK2NGVfWXJJvTzGn2NJqvb2uaXmDvSPLcqjq6bT71gPhzmgULZnL23L8cSZOkqq5J8iqaoUSLgH8D3tXVbKo3/7QLmbTzQ07N82rOkDSupvLZWZ0fFmjV4RxkGql2iNLUMKNPJll9pvZJHjeHa55P02NkNW79kNaXJHegGZYFTQ+R82ZqL2ksHdhunwH8nWZZ7hVSVVdW1Teq6l/a1YoW00xefx/gfXO4xONohmwfsaIxTElyF+CJwLXAs6rq2Kr6e1Xd0Da5f7/XrKobq+rHVfUfVbUlTe+vD9H07PhcR9OpB8TvVNVOs7z8BFVahbU9xt7evv23HqvXHtNun9V+SNDLVM/aP7bPcZI0jn5BM+XOo5PcZ9TBaPAskGkcvIbm08Ktge+1PTRuIcndk3yEuf9RuS/wD5ou/3dfkaCSbEsz+eyDaVanG/bks5KG40c0k8n/HTigqq4d1IXbHmNThfiHz+GUQa1eCXAXmt5hF00zvPMlK3uDqvoHsDvNak2L2w8N4OYVLZ/fDkOXtLB9Cfgjzbxkb+w69nVgOU3R/kNJ1ug8mOSR3PwBw35I0phq5119N7AGcESSR3S3SbJ2kpcmWaG/QTVaDrHUyFXV35JsRfMA9STglCS/oZmg+kbgvsBmNAXdOfVEqKp/JPkAzXDLtWZp/twki9t/r0HTxf+R3DxvzpHAzlV14a1PlTTu2onmN1mZayTZENgWOLSqLus6/Mx2O92KlJ2eC/yNZhL+lXU2cAVwjyTPr6qvd8S7M3NfvXLqnLcAX6yqc7sOPY0m/17U3o+q+mmSH9AMQT8wyZu753VLck/g6VX1X31+XZImTDusey+aeRp3S/LRqrq0PXZtku1pCutvBF6U5Oc0c5Pdl2ZuyNvQzL34+Rlus0uSpTMcP6SqbrUKryQNUlV9OMn9gNcDJyY5iaYzxQ3AhjRzV69J08nCHrETxgKZxkI7uf6jgRcAO9A8LG3cHj4XOIzmoeubfVz2ozQPYrNV7zdtX9A8rF1C8ynowcBXqmpZH/eUtGq6C/B5mqHgv6bpDbEaTa+xB9JMKr3nTBdoP2VcDPzXDKtDzln7R+f7aeYe+58kx9MUzTZpX/sC/6+PS74LeH+S3wOn0My7eD/g0TSryv1HV9wvpZlHckdg+/YB8SyaDyUeRPNgeBZggUxaGA4F9qB5pnojTS8LAKrqxCQPA94EPJ3mA4c1aVYz/zZNcexbs1x/q/Y1nZNoFhWRpKGqqjck+TrNSKjHAg+l+RDxXJq/WY+gWfVXEyZVc115WZKk8ZZkOc2ndw+rqllXnW17POwJ7FdVb2737QQcABw0NQFrO7RwF2ApTfHp7jSfFJ5N8wfZR6tqecd1FwN/Bs6sqsVd93pWVfWcBy3JMTTDzV85l1Us23P+CdiNpih1PfArmuLYWcAfgFOqauOO9htPs38nml68mwEb0PSoPYdmvo2PVtUvetx7deAVNMWyTYE70AxlPZtmdaf/cQ4ySZIkTQILZJIkzYO2h9VGwPpVdfWo45EkSZJ0M4dYSpI0ZO2k1N+g6VFmcUySJEkaM/YgkyRJkiRJ0oJ2m1EHIEmSJEmSJI2SBTJJkiRJkiQtaM5BBqy33nq1ePHiUYchaRa/+tWvLqyq9Ucdx7gxh0mTwzzWm3lMmgzmsOmZx6TJMFMes0AGLF68mGXLlo06DEmzSHLmqGMYR+YwaXKYx3ozj0mTwRw2PfOYNBlmymMOsZQkSZIkSdKCZoFMkiRJkiRJC5oFMkmSJEmSJC1oFsgkSZIkSZK0oFkgkyRJkiRJ0oI20gJZkgcm2TvJCUkuSHJZkpOSvDXJ7fu4ztOT/CzJFUkuSnJYkvsOM3ZJkiRJkiStGkbdg+xVwG7A6cDewFuAU4B3Az9LcrvZLpDk+cC3gdu1538AeALw0yQbDCluSZIkSZIkrSJWG/H9vwbsU1WXdOz7TJJTgbcCOwOfmO7kJKsDHwf+Ajy+qi5v938P+BWwF7DrcEKXJEmSJEnSqmCkPciqallXcWzKV9vtJrNcYmtgA+DzU8Wx9ronAccAL2qLaJIkSZIkSVJPox5iOZ17t9vzZ2m3ebv9eY9jJwB3BB44qKAkSZIkSZK06hm7AlmS2wJvB64HDpml+dQcY+f0ODa1714DCk2SJEmSJEmroFHPQdbLR4Atgf+sqlNmabt2u72mx7Gru9rcQpJdaecnW7Ro0ZyDW7z7d6Y9tvx9z5jzdSRpFMxhkiadeUzSJJsph4F5TBqlsepBluRdwOuB/atqnzmccmW7XbPHsbW62txCVe1fVUuqasn666/ff7CSJEmSJElaJYxNgSzJXsDbgAOAf5njaX9tt72GUU7t6zX8UpIkSZIkSQLGpEDWFsf2BA4CdqmqmuOpv2y3W/Y4tgVwKfCnlQ5QkiRJkiRJq6yRF8iSvIOmOPYF4FVVdeM07e6ZZOMknXOKHQucC+ySZJ2OtpsCS4HDquq6oQUvSZIkSZKkiTfSSfqTvA54J3AWcDTw0iSdTc6vqqPaf+8DvALYBjgGoKquS/Im4KvA8Uk+B9wR2A24gKbwJkmSJEmSJE1r1KtYbt5uF9EMr+x2LHBUj/03qarDklxFM3/ZB2lWtPwh8P+qyvnHJEmSJEmSNKORFsiqaidgp5VtW1XfBr49oLAkSZIkSZK0gIx8DjJJkiRJkiRplCyQSZIkSZIkaUGzQCZJkiRJkqQFzQKZJEmSJEmSFjQLZJIkSZIkSVrQLJBJkiRJkiRpQbNAJkmSJEmSpAXNApkkSZIkSZIWNAtkkiRJkiRJWtAskEnSgCV5YJK9k5yQ5IIklyU5Kclbk9y+R/sHJTk8ycVJrkhyfJInjiJ2SZKkVUGSPZIcluSMJJVk+SztH5Pk6Pa57dIk30/yiHkKV9IYWG3UAUjSKuhVwOuAbwJfAq4DtgHeDbwwyRZVdRVAko2AnwHXA/sClwCvBo5M8rSqOnoE8UuSJE269wIXAScCd56pYZItgGOAc4B3tLtfDxyf5LFV9bshxilpTFggk6TB+xqwT1Vd0rHvM0lOBd4K7Ax8ot2/D81D22ZVdRJAkoOBk4FPJtm4qmr+QpckSVolbFRVZwAk+T2wzgxtPwZcCzyhqs5pzzkU+AOwH7DdkGOVNAYcYilJA1ZVy7qKY1O+2m43AWiHWz4bOGaqONaefznweeCBwOZDDleSJGmVM1Ucm02S+9M8bx02VRxrzz8HOAzYNsk9hhOlpHFigUyS5s+92+357fbhwJrAz3u0PaHdWiCTJEkanqlnremexwJsNn/hSBoVC2SSNA+S3BZ4O81cY4e0uzdot+f0OGVq372GHJokSdJC5vOYJMACmSTNl48AWwLvqKpT2n1rt9trerS/uqvNLSTZNcmyJMsuuOCCwUYqSZK0cPg8JgmwQCZJQ5fkXTQrIe1fVft0HLqy3a7Z47S1utrcQlXtX1VLqmrJ+uuvP7hgJUmSFhafxyQBFsgkaaiS7AW8DTgA+Jeuw39tt7267U/t69XdX5IkSYPh85gkwAKZJA1NW16JJm0AACAASURBVBzbEzgI2KWqqqvJ72i682/Z4/Qt2u2yoQUoSTNIUtO8Lu/R9kFJDk9ycZIrkhyf5ImjiFuS+vTLdjvd81gBv5q/cCSNymqjDkCSVkVJ3kFTHPsC8KqqurG7TVVdnuRbwPOTbFpVv2nPXQfYBTgV+MU8hi1J3Y4H9u/ad13nmyQbAT+jWYRkX+AS4NXAkUmeVlVHz0egkrQiquq0JMuAHZK8var+CpBkA2AH4EdVdd5Ig5Q0LyyQSdKAJXkd8E7gLOBo4KVJOpucX1VHtf/eA3gS8IMkHwYupfnD8l7AM3r0OpOk+XRGVX1xljb7AHcGNquqkwCSHAycDHwyycbmMknzLcnLgQ3bt+sDayR5W/v+zKr6QkfzNwE/Bo5P8vF23xtoRlz9+3zEK2n0LJBJ0uBt3m4X0Qyv7HYscBTc9KnlVsD7gN2BNYATgafa60LSOEiyBrBGVfUaWnl74NnAMVPFMbiph+zngb1pcqK9YSXNt52Brbv2vavdHkvTyx+AqvpZkqXAu9tX0fSM3WGqh7+kVZ8FMkkasKraCdipj/Z/AJ4zrHgkaSW8AHgZcNskFwBfBd5WVZe0xx9Os/Lbz3uce0K7tUAmad5V1dI+2/+cple/pAXKApkkSZJ6+QVwGHAacEfg6cDrga2TPLbtUbZB27bXCm9T+3qtDEeSXYFdARYtWjTAsCVJkvpngUySJEm3UlWP6dp1cJLfAu+hma/nPcDa7bFrelzi6na7do9jVNX+tAsALFmyxDnKJEnSSN1m1AFIkiRpYnwAuBZ4Rvv+yna7Zo+2a3W1kSRJGlsWyCRJkjQnVXUd8FdgvXbXX9ttr2GUU/t6Db+UJEkaKxbIJEmSNCdJ1gLuDZzf7vodzfDKLXs036LdLpuH0CRJklaKBTJJkiTdQpK7TnPoXTRz2H4LoJ2o/1vA0iSbdpy/DrALcCquYClJkiaAk/RLkiSp29uSbAH8GDgLWIdmFcttgP8FPt7Rdg/gScAPknwYuBR4Nc0Qy2dUlRPwS5KksWeBTJIkSd2OAR4CvAK4K3ADTW+wtwIfqqqpFSqpqtOSbAW8D9gdWAM4EXhqVR09z3FLkiStEAtkkiRJuoWqOgI4oo/2fwCeM7yIJEmShss5yCRJkiRJkrSgrVQPsiSr0XxauC7wrao6byBRSdKImd8kTTJzmKRJZx6TNN/m3IMsyb5JftnxPsDRwKHAZ4HfJdlo8CFK0nCZ3yRNMnOYpElnHpM0DvoZYvlU4PiO988CngB8AHhpu2/3AcUlSfPJ/CZpkpnDJE0685ikketniOV9aFYvmvIs4M9VtTtAkocC/zTA2CRpvpjfJE0yc5ikSWcekzRy/fQgWwO4vuP9NjTdXqecAdxzEEFJ0jwzv0maZOYwSZPOPCZp5PopkP0F2BJuquDfDzi24/jdgMsHF5okzRvzm6RJZg6TNOnMY5JGrp8hll8B3p7kbsBDgUuB73YcfyRw+gBjk6T5Yn6TNMnMYZImnXlM0sj104NsH+BAmsp+ATtW1T8AktwJeDbww0EHKEnzwPwmaZKZwyRNOvOYpJGbcw+yqroG2Ll9dbuMZkz4lQOKS5LmjflN0iQzh0madOYxSeOgnyGW06qqG4FLBnEtSRon5jdJk8wcJmnSmcckzZd+hliS5D5J/jvJ2UmuTfLEdv/67f7NhxOmJA2X+U3SJDOHSZp05jFJozbnAlmS+wLLgO2Bk4HbTh2rqguAJcAugw5QkobN/CZpkpnDJE0685ikcdDPEMv3ADcCmwBXAX/rOv5d4FkDikuS5pP5TdIkM4dJmnTmMUkj188Qy22BT1XVX2hWFul2JnDvgUQlSfPL/CZpkpnDJE0685ikkeunQHZH4NwZjq/BgCb9l6R5Zn6TNMnMYZImnXlM0sj1UyD7C/DQGY5vAZy2cuFI0kiY3yRNMnOYpElnHpM0cv0UyL4OvCrJJh37CiDJ9sAOwKEDjE2S5ov5TdIkM4dJmnTmMUkj10+B7D3A2cD/Al+kSVi7J/k5TbL6DbBfPzdPskeSw5KckaSSLO/n/PYay9tze73W6/d6khakgec3SZpH5jBJk848Jmnk5lwgq6pLgS2Bz9MssxvgycCDgE8B21TV1X3e/73AE4HTgYv7PLfTH4GX93hdthLXlLRADCm/SdK8MIdJmnTmMUnjoK+JDtvE9SbgTUnWp0lcF1RVr5VG5mKjqjoDIMnvgXVW8DrnV9UXV/BcSRpGfpOkeWMOkzTpzGOSRm2FVwKpqgtW9uZTxbFBSLIasHabWCVphQ0iv0nSqJjDJE0685ikUZi2QJZk0YpcsKrOWvFwVthjgCuB1ZNcAhwB7FFVfx1BLJLG3ITlN0m6BXOYpElnHpM0jmbqQbacduWQPt12xUJZYSfTjFX/A7A6sBTYBXhSkkdbJJPUw3ImI79JUi/LMYdJmmzLMY9JGjMzFcj2ZsWS1ryqqmd07fpKkuOALwHvBF7d67wkuwK7AixatEIfYEiaXBOR3yRpGuYwSZNu7PJYknWANwIvARYD1wB/AvYHDnIuNGnVN22BrKr2msc4BqqqDknyHqC7eNbZZn+aZMeSJUtMdtICMsn5TZLMYZIm3bjlsSS3Ab4HPBY4CPg4sDZNsewA4MHA/xtZgJLmxW1GHcAQLQfWG3UQkiRJkqSx9hjgccDHqupVVbV/VX0EeDzwZ+CfRxqdpHkx5wJZkhclOXiG4wclecFgwhqI+wPnjzoISeNvAvObJN3EHCZp0o1BHrtju73F/NVVdS1wIXDFEO8taUz004Ps9cCNMxy/AXjDyoUzvSSLkmycZPWOfetO0/Z1wL2Bbw0rHkmrlJHmN0laSeYwSZNu1HnsF8A/gP9IskPH3577AJsBew3x3pLGxEyT9Hd7MPC1GY7/GnhWPzdP8nJgw/bt+sAaSd7Wvj+zqr7Q0fxgYGvgvjTDJwF2TLIz8P1232o0q1g+Fzgd2LOfeCQtWAPPb5I0j8xhkibdSPNYVV2c5NnA54FDOw5dBmxfVYcP696Sxkc/BbLb01Tup1PAHfq8/840Ra9O72q3xwJfYGa/BJ4IvIimwBaaMeLvB95XVf/oMx5JC9Mw8pskzRdzmKRJNw557HLg98A3gZ8B6wKvAw5J8pyqOqr7hCS7ArsCLFq0aMjhSRq2foZY/plm4sLpPA44q5+bV9XSqso0r6XTtF3ese+nVfXsqlpUVberqrWq6sFVtbvFMUl9GHh+k6R5NPQclmTtJGckqSSf6HH8QUkOT3JxkiuSHJ/kiStzT0kLykifxZI8jKYodlRVvaWqvlFV/9Xe9zzgc0lu231eO5n/kqpasv766w8rPEnzpJ8C2TeAHdohjbeQ5FXADsDXBxWYJM0j85ukSTYfOWxvmt76t5JkI5o/LLcE9gXeAqwDHJlk25W8r6SFYdTPYrsBawGHde6sqiuB79BMC7R4iPeXNAb6GWL5PuA5wP5JdgNOavdvCjwEOAV472DDk6R5YX6TNMmGmsOSPAr4V+A/gP16NNkHuDOwWVWd1J5zMHAy8MkkG1dVrej9JS0Io34Wu1e7vVUvMW7+m7mfv50lTaA59yCrqsuArYDPAvcEXtq+NgA+DTy2qi4dRpCSNEzmN0mTbJg5rB1S9DmaBZFu1Xsjye2BZwPHTBXH2pgup5ns+oHA5ityb0kLxxg8i/1fu92pc2eSO9MU7i4GThvi/SWNgb6q4FV1CfDaJK8D1mt3X+ingpImnflN0iQbYg7bDdgY2H6a4w8H1gR+3uPYCe12c+AXKxmHpFXciJ/FPgLsCLyvnY/spzST9L+apmD3uqqaaREBSauAfuYgu0k1Lmhf/vEoaZUxqPyWZI8kh3VMar18hrYHtm16vV6wojFIWngG+YyW5L7AO4G9OxdJ6rJBuz2nx7GpfffqcYwkuyZZlmTZBRdcsDKhSlqFjOJvzao6E3g08AVgG+DjwO7AX4Dtq+pT8xGHpNGatgdZkkUAVXVW5/vZTLWXpHE1T/ntvcBFwIk0c/PMxct77LPXhaRbmMdntM8AZwAfmqHN2u32mh7Hru5q0x3P/sD+AEuWLPEDV2kBGce/NavqdOAVw7q+pPE30xDL5cCNSdauqmvb93N5eOk1saEkjZPlDD+/bVRVZwAk+T3Nim4zqqov9nF9SQvXcoacw5K8DHgy8ISqum6Gple22zV7HFurq40kTVmOf2tKGjMzFcj2pklS13e9l6RJN/T8NlUc60eSAHcALq+qGwcZj6RVylBzWJI1aXqNfRc4L8n920NTQyXv1O67EPhr17FOU/t6Db+UtLD5t6aksTNtgayq9prpvSRNqjHOb5fQFMiuTXIc8Laq+t8RxyRpzMxDDrsdsD7wjPbV7WXt6y00wzCvAbbs0W6LdrtswPFJmnBj/CwmaQGb8yT9SXZMsniG44uT7DiIoCRpPo1BfjsP+DDwGuB5NPOXLQGOT7LtNDE5ubUkYCg57Apghx6v17bHv9++/2ZVXQ58C1iaZNOOe64D7AKcinMpSprFGDyLSVJfq1geADx2huOPadtI0qQZaX6rqt2r6t+q6ktVdXhVvZNmJaXrgE9Pc87+VbWkqpasv/76wwpN0mQYaA6rquuq6mvdL+B7bZPT231/at/vQdMD9gdJdk/yWuB4miGWb3DFc0lz4N+akkaunwJZZjm+OuCcOZIm0djlt6o6FTgUuH+SB87nvSVNnJHmsKo6DdgKOAHYHfggTS+0p1bVkcO6r6RVytg9i0laeGaapL+Xnp8AJrkzzRwV5650RJI0GuOY35a32/WAP83QTpKGnsOqajnT/BFbVX8AnrOy95C0oI3js5ikBWTGHmRJ9kxyQ5IbaBLWF6fed76AvwMvBL4yDzFL0kqbkPz2gHZ7/gjuLWmMTUgOk6RpmcckjZvZepCdBBxM82nhjjTzSZzR1aaAy2m61X950AFK0pCMRX5Lcnvghqq6umv/I2kmwf5DVZ0+jHtLmmhjkcMkaSWYxySNlRkLZFV1BHAEQJINgXdX1Q/nIzBJGqZh57ckLwc2bN+uD6yR5G3t+zOr6gvtvx8AfC/J4TSrvV0BbAq8CrgB2HVQMUladfiMJmnSmcckjZs5zUHWLtW9HFh3qNFI0jwbYn7bGdi6a9+72u2xwFSB7DzgaGAb4J+A29HMsfFVYJ+q+uOA45K0CvEZTdKkM49JGhdzKpBV1eVJXgT8ZMjxSNK8GlZ+q6qlc2x3HvDyQd5b0sLhM5qkSWcekzQuZpykv8v/AYuHFIckjZL5TdIkM4dJmnTmMUkj10+BbF/gNUkeOKxgJGlEzG+SJpk5TNKkM49JGrk5DbFsbQz8Bfhdkm/TTCZ9ZVebqqp33epMSRpv5jdJk8wcJmnSmcckjVw/BbK9Ov79vGnaFDdPQi1Jk2Kvjn+b3yRNmr06/m0OkzSJ9ur4t3lM0kj0UyC779CikKTRMr9JmmTmMEmTzjwmaeTmXCCrqjOHGYgkjYr5TdIkM4dJmnTmMUnjoJ9J+iVJkiRJkqRVTj9DLEmyGvBc4DHAXbh1ga2qaucBxSZJ88b8JmmSmcMkTTrzmKRRm3OBLMm6wI+BTYDQTJKY9nB17DNpSZoo5jdJk8wcJmnSmcckjYN+hli+m2b53V2AjWiS1FOABwNfBn4J3HXQAUrSPDC/SZpk5jBJk848Jmnk+imQPQM4uKoOAC5t991QVadU1cuAq4B9Bh2gJM0D85ukSWYOkzTpzGOSRq6fAtk9aCr3ANe327U6jh8OPHsQQUnSPDO/SZpk5jBJk848Jmnk+imQXQTcvv33ZcB1wH06jl9HM5miJE0a85ukSWYOkzTpzGOSRq6fAtmfgIcAVNWNwK+BnZKsmWRtYEfgjMGHKElDZ36TNMnMYZImnXlM0sj1UyD7AfCCJGu27z9EswTvRcDfgCXAhwcbniTNC/ObpElmDpM06cxjkkZutT7avhf4YFVdA1BVhya5HngZcAPwtar66hBilKRhM79JmmTmMEmTzjwmaeTmXCCrqgKu6dr3deDrgw5KkuaT+U3SJDOHSZp05jFJ46CfIZaSJEmSJEnSKscCmSRJkiRJkhY0C2SSJEmSJEla0CyQSZIkSZIkaUGzQCZJkiRJWvCSrJvkg0lOS3J1kguS/DjJ40cdm6Thm7ZAluRHSZ7U8X7HJIvnIyhJGibzm6RJZg6TNOnGMY8l2RD4FfAK4GvAa4H3AsuBe40uMknzZaYeZEuBu3e8PwB47FCjkaT5sRTzm6TJtRRzmKTJtpTxy2NfBFYDHl5Vu1fVf1fVh6vqlVX1lRHHJmkerDbDsXOB+3a8z5BjkaT5Yn6TNMnMYZIm3VjlsSRPAB4HvLGqzk2yOrB6VV05yrgkza+ZCmQ/BN6WZAlwcbtv1yTbznBOVdXOA4tOkobD/CZpkpnDJE26cctjT2+3ZyX5FvA04LZJTgX2rqovDum+ksbITAWy3YACtgXu0f77Ce1rOgX48CVp3JnfJE2yoeewJA8C3gE8CtgAWB04C/gu8IGqOrdH+/cDWwNrACcCe1bVj+Z6T0kLyrg9iz2o3X4OOJVmHrI1gH8HvpBk9ao6oPukJLsCuwIsWrRoSKFJmi/TFsiq6u80iQGAJDcCL6uqQ+YjMEkaFvObpEk2Tzns3sA9gW8AZwPXAw+j+UPwxUkeUVV/a++/EfCzts2+wCXAq4Ejkzytqo4eYFySVgFj+Cx2h3Z7GbBNVV3bxnU4cAbw3iQHVdWNnSdV1f7A/gBLliypeYxX0hDM1IOs2zuB3w4rEEkaIfObpEk28BxWVT+kGQJ1C0mOAw4FdqIphgHsA9wZ2KyqTmrbHQycDHwyycZV5R+OkmYy6mexq9rtl6eKYwBVdXGSbwI70vQy+8MogpM0P+ZcIKuqd3a+T7Jeu//CQQclSfPJ/CZpks1zDjuz3d6lvdftgWcDx0wVx9p7X57k88DewObAL4YQi6RVxBg8i53dbs/rcWxqSPld5ikWSSNym34aJ9kgyUFJ/gGcD5yf5OIkBya513BClKThM79JmmTDymFJ1kqyXpJ7J9kO+Gx76Lvt9uHAmsDPe5x+QrvdfEXvL2nhGPGz2FQR/949jk3t+9uQY5A0YnPuQZZkEc2Dzj2Ak2i6zQM8hKbL6ZOTbFFVfxl4lJI0ROY3SZNsyDlsF+DjHe+X08wTdHz7foN2e06Pc6f29fzD1smtJU0Zg2exw4GPAi9L8u6quryN657Ac4E/VdVpQ7q3pDHRzxxk76LpVvrMqvpu54EkTwO+3rbZaWDRSdL8ML9JmmTDzGGHA38E1gEeSTOccr2O42u322t6nHt1V5tbcHJrSR1G+izWzjX2Zppesick+W+aVSxf027fMIz7Shov/Qyx3A74VHfCAqiq7wGfBp7az82T7JHksCRnJKkky/s5v+M6Oyb5dZKrkpyf5PNJ1l+Ra0lakAae3yRpHg0th1XV2VV1dFUdXlV70qw6t2+SPdomV7bbNXucvlZXG0mazsifxdqi/fbA5TTFuLcCp9CsavmDYd5b0njop0B2F+DUGY6fSrOCUT/eCzwROB24uM9zAUiyG3AQzZLib6Kp+r8YOKadOFaSZjOM/CZJ82XeclhV/Rb4NfDadtdf222vYZRT+3oNv5SkTmPxLFZVX6+qLarq9lV1h6rarqp+Ouz7ShoP/RTIzgaWznD8Cdy8+sdcbVRVd62qJ3PzA9actaubvBv4JfCkqtq/qt4BvIRmvPqb+r2mpAVpGPlNkubLfOew2wHrtv/+Hc3wyi17tNui3S4b4L0lrZp8FpM0cv0UyA4DdkiyT5I7Te1Mcsck7wVeCHy1n5tX1Rn9tO/huTTzWny8qm7ouO63gDOAl63k9SUtDAPPb5I0jwaew5LcY5r92wCb0K5Q2U5k/S1gaZJNO9qtQzPB/6ncvDqcJE3HZzFJI9fvJP2PB/4f8OYkUz2+NgBuC/yUpjfXfJpaNny6pcVfkmSdqVVIJGka45jfJGmuhpHDPt2u3vYj4Eya+cQ2o5nG4jLg3zva7gE8CfhBkg8DlwKvphli+YyqcgJ+SbPxWUzSyM25QFZVVyZZCrySpufWfdtDR9KscHRgVV0/8AhnNtvS4mnb/Kn7oEuLT2/x7t+Z9tjy9z1jHiPRqmLcf6fGNL9J0pwMKYd9GdgReDmwPlA0hbLPAh+oqrM67n9akq2A9wG706z4diLw1Ko6ekW/LkkLh89iksZBPz3IaJPS59rXOHBpcUkDMYb5TZLmbNA5rKoOBQ7to/0fgOcM4t6SFiafxSSNWj9zkI0jlxaXJEmSJEnSSpn0AtlsS4sXK7A6piRJkiRJkhaOSS+Q/bLdTre0+ClO0C9JkiRJkqSZTEyBLMmiJBsnWb1j9xHAVcDrk9y2o+2zgPsBX5rnMCVJkiRJkjRh+pqkf9CSvBzYsH27PrBGkre178+sqi90ND8Y2JpmRZPlAFV1QZK3Ax8Ejk7yZZqhlf8O/BH4yNC/CEnqIckewKOAzWjy1plVtXiG9o8B3gM8hmZ4+M+A3avqpOFHK0mSJEkL25wKZEnWpPmj7dyqOnWA99+ZpujV6V3t9ljgC8yiqvZL8ndgN+BjwKU0qy7t7vBKSbMZYn57L3ARcCJw51li2AI4BjgHeEe7+/XA8UkeW1W/G2BcklYhQ8xhkjQvzGOSxsVce5DdAPyQpmfWwJJWVS0dRNuqOhA4cKUDkrQQDSW/ARtV1RkASX4PrDND248B1wJPqKpz2nMOBf4A7AdsN8C4JK1ahpXDJGm+mMckjYU5zUFWVdcD5wEZbjiSNL+Gld+mimOzSXJ/YHPgsKniWHv+OcBhwLZJ7jHI2CStOnxGkzTpzGOSxkU/k/QfBrwwycRM7C9JczTK/LZ5u/15j2Mn0DwsbjZ/4UiaQD6jSZp05jFJI9fPJP2fB7YBjkryEZrur1d2N6qqswYUmyTNl1Hmtw3a7Tk9jk3tu9cQ7itp1eEzmqRJZx6TNHL9FMh+T7OyWoClM7S77coEJEkjMMr8tna7vabHsau72twkya7ArgCLFi0aQliSJojPaJImnXlM0sj1UyDbmyZpSdKqZpT5berT0TV7HFurq81Nqmp/YH/g/7d352GSVFXCxt/TDc0uu4AgtCIKouPWyKaIgowbOoK4IAqi4ijgijPoILSg4oqKG+I2guIu4HxuqKCiiICK4oYboLIJiMqu0Of7496go5Oq7s7qyorMyvf3PPFkZURk1M2bkScjTtx7gwULFhibpfHmMZqkUWcck9S55U6QZebCAZZDkjrTcXy7oj5O1I2ymTdR90tJAjqPYZK0woxjkoaBgyBKUrfOr487TrBsB8rV1B/NXHEkSZIkafz0lSCLiLUi4siI+F5E/DYidqzzN6jztx5MMSVpsLqKb5n5O+ACYJ+IaAbsp/69D3BmZl41iP8tafbwGE3SqDOOSeracnexjIgNge8B9wZ+Vx9XA8jMayNif2Ad4JUDKKckDcwg4ltEPAfYoj7dEJgXEUfU55dl5smt1V8GnAWcHRHvqfMOpVzEeNWU3pSkseExmqRRZxyTNAz6GaT/DcDGwPbAH4G/9Cw/HdhtmsolSTNpEPHt+cCjeuYdUx+/A9yZIMvMcyJi11qON1C6VZ4D7JOZP+3z/0oaPx6jSRp1xjFJneuni+WTgPdn5o+Z+A4jfwDuOS2lkqSZNe3xLTN3zcyYZNp1gvV/kJm7ZeaamblWZv57LY8kLYvHaJJGnXFMUuf6SZBtQGnuOplFwKorVhxJ6oTxTdIoM4ZJGnXGMUmd6ydBdhWw5VKWP4TSHFaSRo3xTdIoM4ZJGnXGMUmd6ydB9hXg+RGxSe+CiNgeeC6lb7gkjRrjm6RRZgyTNOqMY5I610+C7PXA7cBPgGMpfcP3j4hPAd8FrgDeMu0llKTBM75JGmXGMEmjzjgmqXPLnSDLzKuAHYAfAgcCATwHeDpwBvDIzPzrIAopSYNkfJM0yoxhkkadcUzSMFipn5Uz80/AUyLibsD9KIHrdwYrSaPO+CZplBnDJI0645ikrvWVIGtk5j+A86e5LJLUOeObpFFmDJM06oxjkrrSd4IsIh4OPBW4d531B+C0zPzhdBZMkmaa8U3SKDOGSRp1xjFJXVruBFlEzAVOBA6gNHdt+6+IOAl4QWbeMX3Fk6TBM75JGmXGMEmjzjgmaRj0cxfLI4DnUW6vuxOwTp12Br5EufXuEdNdQEmaAcY3SaPMGCZp1BnHJHWunwTZgcA3MnOvzDw3M/9Rpx9k5lOBM+s6kjRqjG+SRpkxTNKoG6o4FhGrR8QfIiIj4r0z9X8ldaufBNndKdn7yZxW15GkUWN8kzTKjGGSRt2wxbGjgQ1n8P9JGgL9JMh+A2y8lOWb1HUkadQY3ySNMmOYpFE3NHEsIh4KvBw4aib+n6Th0U+C7Fjg4Ih4UO+CiHgI8BLgTdNVMEmaQcY3SaNs2mNYRNw3Io6OiHMj4pqIuCEiLoyI/4mINSZY/34RcVpEXB8RN0XE2RHxmCm/I0njZiiOxerNAj4EfA344qD/n6ThMuldLCPiyAlmXwJcEBFnAL+u87YBHgv8FLjvtJdQkqaZ8U3SKJuhGHYgcDCly9MngX8BjwbeADw9InbIzFtqebYEzgFuB94K/B14IfD1iHh8Zn6zz/8taZYb4mOxVwBbA3vPwP+SNGQmTZABC5ey7PF1anso8BDgmBUskyQN2sKlLDO+SRp2C5eybLpi2OeBYzPz7615J0TEb4H/AZ4PNANXH0u529zDMvNCgIg4CfgF8L6I2Dozs4//LWn2W7iUZZ0ci0XEvYDXA0dn5qURMX85XnMQcBDA5ptvPqiiSZohS0uQ3WvGSiFJM8v4JmmUDTyGZeYFkyz6DCVB9gCA2t3yycC3m+RYff2NEfFhykDX2wHnDbbEkkbMMB6LnQD8AThukBbjXgAAIABJREFUeV+QmScCJwIsWLDACwHSiJs0QZaZl81kQSRpphjfJI2yjmPYZvXx6vr4b8AqwA8mWPfc+miCTNIShu1YLCL2o3Tl3CUz/9V1eSR1Y2ktyCRJkiTgzsGrX0cZa+yUOvse9fHyCV7SzNt0ku3ZNUlS5yJiFUqrsa8AV0XEfeqiJnatXeddm5l/66KMkmZGXwmyiNiCciCzFbA+ED2rZGbuNk1lk6QZY3yTNMpmKIa9C9gReG1mXlznrV4fb5tg/Vt71uktkF2TJN2pw2Ox1YANgSfWqdd+dXo18PYB/H9JQ2K5E2QR8WTgc8DKwD+A6wdVKEmaScY3SaNsJmJYRBwDHAKcmJnHthbdXB9XmeBlq/asI0kT6vhY7CZgnwnmbwi8H/ga8BHgZzNYJkkd6KcF2VuAPwFPzcyLBlQeSeqC8U3SKBtoDIuIhcARwMeA/+xZfEV9nKgbZTNvou6XktTW2bFYHXPs873zW3ex/H1m3mW5pNlnTh/rzgeO9+RR0iw0H+ObpNE1nwHFsJocOwr4OPCCzOztCnkRpXvljhO8fIf6ONkdMSWpMR+PxSR1rJ8WZJcwcfN5SRp1xjdJo2wgMSwijqQkx04GDszMRb3rZOaNEfF/wF4R8aDM/Gl97ZrAC4Df4h0sJS3b0B2LZeal3HUcNEmzWD8tyN4FvCAi1hhUYSSpI8Y3SaNs2mNYRBwMvB74I/BNYN+I2K81Pba1+muAvwNnRMThEfES4GxKF8tDJ2h1Jkm9PBaT1LnlbkGWmSdGxN2AX0TEx4FLgTsmWO+k6SueJA2e8U3SKBtQDNuuPm5O6V7Z6zvAN+p2fxcROwNvBg4H5gE/Bh6Xmd/s439KGlMei0kaBv3cxXIjYC/KgdLrJlktAYOWpJFifJM0ygYRwzLzAOCAPtb/FfCU5V1fkto8FpM0DPoZg+wEytXEd1Kazc/krXclaZCMb5JGmTFM0qgzjknqXD8Jst2Ad2fmYYMqjCR1xPgmaZQZwySNOuOYpM71M0j/bcDvBlUQSeqQ8U3SKDOGSRp1xjFJnesnQfZl4LHLXEuSRo/xTdIoM4ZJGnXGMUmd6ydB9krgnhFxfERsGRExqEJJ0gwzvkkaZcYwSaPOOCapc/2MQXYt5c4hDwMOBpggbmVm9rNNSRoGxjdJo8wYJmnUGcckda6fAHMSJWhJ0mxjfJM0yoxhkkadcUxS55Y7QZaZBwywHJLUGeObpFFmDJM06oxjkoZBP2OQSZIkSZIkSbPOcrcgi4jNl2e9zPzj1IsjSTPP+CZplBnDJI0645ikYdDPGGSXsnz9wudOrSiS1JlLMb5JGl2XYgyTNNouxTgmqWP9JMiO5q5BayVgS+ApwEXAV6epXJI0k4xvkkaZMUzSqDOOSepcP4P0L5xsWUTcG/gBcEE//zwi5gAvA14EzAeuAT4LHJmZNy3H6ye7ynBTZq7ZT1kkja9BxDdJminGMEmjzjgmaRj004JsUpn5h4j4IPB64Mt9vPSdwEuBU4F3ANvU5w+JiN0zc9FybONs4MSeef/qowySNKkViG+S1DljmKRRZxyTNFOmJUFWXQ7cf3lXjohtgUOBL2bm3q35lwDHA88ETlmOTf0hMz/RZ1klqR99xTdJGjLGMEmjzjgmaeDmTOO2/gO4vo/1nwUE8K6e+R8Cbgb2W94NRcS8iLBLpaRB6Te+SdIwMYZJGnXGMUkDt9wtyCLiyEkWrQc8BngA8NY+/vd2wCLgvPbMzLw1Ii6sy5fH0yjJtLkRcQ3wGeCIzPx7H2WRNMYGEN8kacYYwySNOuOYpGHQTxfLhUtZdhVwBPCWPrZ3D+DazLxtgmWXAztFxLzM/OdStnEe8Dngd8DdgCcAhwCPioidMvPGyV4YEQcBBwFsvvnmfRRb0iy0cCnLphLfJGkmLVzKMmOYpFGwcCnLjGOSZkQ/CbJ7TTAvgb8uLRG1FKsDEyXHAG5trTNpgiwzt++ZdVJE/Ax4I+XumG9cymtPpA7uv2DBgsnuhilpPEx3fOuLd+SVtII6jWGSNA2MY5I6t9wJssy8bJr/983A3SdZtmprnX69DTgKeCJLSZBJUmMA8W0qvCOvpCkZkhgmSVNmHJM0DKbzLpb9ugK4f0SsMkE3y00p3S+X1r1yQpn5r4i4AthgOgopSTPEO/JKkiRJUkf6SpBFxI6UMb62Atan3IWyLTNzy+Xc3PnAHsDDKS0nmv+xKvBg4Lv9lK3n9ZsB507l9ZLG0zTHt6mWYR4wz64Ekvo1DDFMklaEcUxS1/q5i+VzgY9Ruvz8BvjjCv7vzwCvBV5OK0EGvJAy9tgnW/97S2DlzPx1a976mXndBNs9hvK+/m8FyydpTAwgvk2Fd+SVNCVDEsMkacqMY5KGQT8tyP4HuBjYPTOvWNF/nJkXRcT7gEMi4ovAV4BtgJcC3wFOaa3+LWALlryKcERE7ACcRQmga1LuYvlo4IfAe1a0jJLGxrTGtyno+4683olXUkvXMUySVpRxTFLn+kmQbQG8epoD1suBSykneU8ErqUkto7MzEXLeO23gfsD+1Oa4N4B/JYSXI/LzFsnf6kkLWEQ8W25TeWOvN6JV1JLpzFMkqaBcUxS5/pJkP0ZWGU6/3lm3gG8o05LW2/+BPNOB06fzvJIGlvTHt+mgXfklbS8hjGGSVI/jGOSOjenj3VPAJ4dEXMHVRhJ6sjQxbfM/Bflbr/ekVfSsgxdDJOkPhnHJHWunxZkPwL2Bs6rY4ddQunWuITMnNLdJyWpQ0MX37wjr6Q+DF0Mk6Q+Gcckda6fBNm3Wn9/GOgd8ybqPLP+kkZNZ/HNO/JKmgYeo0kadcYxSZ3rJ0H2vIGVQpK61WV88468klaUx2iSRl2ncSwi7gvsB+wBbAmsCvyecpfxd2XmTR0WT9IMWe4EWWZ+fJAFkaSudBzfvo135JW0AjxGkzTqhiCOHQgcDHwJ+CTwL8rFyjcAT4+IHTLzlg7LJ2kG9NOCTJI0zbwjr6RhFBGvAR4KPAy4F3DZRHcVb62/PeWOu9tTukGdAxyemRcOvrSStMI+DxybmX9vzTshIpqLls8H3ttJySTNmH7uYilJkqTx8CbgMZQuRtcvbcXaTfw7lETakcBRwFbA2RHxwAGXU5JWWGZe0JMca3ymPj5gJssjqRu2IJMkSVKvLTPzDwAR8XPK+IiTOR74J7BLZl5eX/NZ4FfAOyhj+kjSKNqsPl7daSkkzQhbkEmSJGkJTXJsWSLiPsB2wOea5Fh9/eWUwa13j4iNB1NKSRqciJgLvA64HTil4+JImgEmyCRJkjRV29XHH0yw7FwgKOOYSdKoeRewI3BkZl480QoRcVBEXBARF1xzzTUzWzpJ084EmSRJkqbqHvXx8gmWNfM2naGySNK0iIhjgEOAEzPz2MnWy8wTM3NBZi7YcMMNZ66AkgbCMcgkSZI0VavXx9smWHZrzzpLiIiDgIMANt988+kvWY/5h3950mWXvvmJA///kkZDRCwEjgA+Bvxnt6WRNJNsQSZJkqSpurk+rjLBslV71lmCLS8kDZuaHDsK+DjwgszMbkskaSaZIJMkSdJUXVEfJ+pG2cybqPulJA2ViDiSkhw7GTgwMxd1XCRJM8wulpIkSZqq8+vjjsCHe5btACTwoxktkST1KSIOBl4P/BH4JrBvRLRXuTozv9FF2STNHBNkkiRJmpLM/F1EXADsExGvy8wrACLiHsA+wJmZeVWnhZSkZWvuyLs5pXtlr+8AJsikWc4EmSRJkpYQEc8BtqhPNwTmRcQR9fllmXlya/WXAWcBZ0fEe+q8QylDebxqJsorSSsiMw8ADui4GJI6ZoJMkiRJvZ4PPKpn3jH18TuUMXoAyMxzImJX4A11SuAcYJ/M/OngiypJkrTiTJBJkiRpCZm5a5/r/wDYbTClkSRJGjzvYilJkiRJkqSxZoJMkiRJkiRJY80ulpKkFTb/8C9PuuzSNz9xBksiSZIkSf2zBZkkSZIkSZLGmgkySZIkSZIkjTW7WEqSJGlWWFp37y7Y/VySpNFhCzJJkiRJkiSNNRNkkiRJkiRJGmsmyCRJkiRJkjTWTJBJkiRJkiRprJkgkyRJkiRJ0lgzQSZJkiRJkqSxZoJMkiRJkiRJY22lrgsgSdJ0mn/4lydddumbnziDJZEkSZI0HWbiGN8WZJIkSZIkSRprJsgkSZIkSZI01kyQSZIkSZIkaayZIJMkSZIkSdJYM0EmSZIkSZKkseZdLCVJkjTWvPutJEmyBZkkSZIkSZLGmgkySZIkSZIkjTUTZJIkSZIkSRprjkEmSZIkTcHSxi6bLZb1Hh2jTZI0W9iCTJIkSZIkSWPNFmSSpGVakVYSg7g73Di02hgl43AHwHF4j5IkSePMFmSSJEmSJEkaaybIJEmSJEmSNNbsYilJkiRNoosu3VPt0mtXYEmSps4WZJIkSZIkSRprJsgkSZIkSZI01jpPkEXEnIh4RUT8OiJujYg/RcQ7ImKNmXi9JHXNOCZp1BnHJI0645ikYRiD7J3AS4FTgXcA29TnD4mI3TNz0YBfL0ldM45JGnXGsSE3DuOTDWLsthV57TDV64q8xzFiHJPGXKcJsojYFjgU+GJm7t2afwlwPPBM4JRBvV6SumYckzTqjGOSRp1xTBJ038XyWUAA7+qZ/yHgZmC/Ab9ekrpmHJM06oxjkkadcUxS5wmy7YBFwHntmZl5K3BhXT7I10tS14xjkkadcUzSqDOOSeo8QXYP4NrMvG2CZZcDG0TEvAG+XpK6ZhyTNOqMY5JGnXFMEpGZ3f3ziN8DK2fm5hMsOwl4DrBuZv5tul8fEQcBB9Wn9wMuXo4ibwBcuxzraTHrrH/W2eS2yMwNuy7EdJpqHJtiDAP3r2Hj5zF8Bv2ZGMcWLzOODYb1s2zW0bJNVkezLobBjMcx97/BsW4HZzbV7aRxrOu7WN4M3H2SZau21pn212fmicCJyypgW0RckJkL+nnNuLPO+medjZ0pxbGpxDBw/xo2fh7Dx89kSoxjQ8T6WTbraNnGsI5mLI6NYd3OGOt2cMalbrvuYnkFpbnqKhMs25TSzPWfA3y9JHXNOCZp1BnHJI0645ikzhNk59cyPLw9MyJWBR4MXDDg10tS14xjkkadcUzSqDOOSeo8QfYZIIGX98x/IbA68MlmRkRsGRFbT/X106TvbgCyzqbAOhsvxrHx5ucxfPxM+mccGy7Wz7JZR8s2bnU0k3Fs3Op2Jlm3gzMWddvpIP0AEfEe4BDgVOArwDbAS4HvA4/JzEV1vUspg6nFVF4vScPKOCZp1BnHJI0645ikYUiQzaVk6g8C5lPujPAZ4MjMvLG13qVMnCBbrtdL0rAyjkkadcYxSaPOOCap8wSZJEmSJEmS1KWuxyCTJEmSJEmSOmWCbBkiYp2ImN91OcZZRLif9sH60kSMZeMjImLZa0mjxRimURIRK0XEhq3nxmUZx6QR4In0JCLiSRHxXeBi4KsR8bmIuH/X5RoH9aDi8RGxa0TMc0DMpav19eQ6rWV9qc1YNj4iYuWIWACs2prnSVkH6mexc0Rs0HwGfhZTYwzrjvtx/yJip4g4Hfgj8PWIODEi7pmOaXMXdf/aKiJW6bosg2YcGz3Gv8Go9frciHhzRDwuIu7edZl6mSCbQEQ8CXg/cBvwBuAHwKOAz0TEY7os22wWERtFxLuBvwOfoNxB5gcR8bhuSzacImK9iHgLcD3wEeDjwMUR8ew6yKiBfMwZy2a31gHb1hFxCnAd8H/AhRFxVESslJlpHJg5EbFlRJwE/BX4EvAT4D0Rsb6fRf+MYd1wP56aiNgO+DSwAWW/vQh4PvDNiHh4l2UbBq3frIdFxBeBq4GvAf8vIp7SaeEGyDg2Wox/gxMR+1IuHrwN2Jtyp9ivR8QudflQ5KYcpL9HRKxP+TLcHXhsZl5a5+8EnA2cDzwyM//VWSFnmYiYk5mLIuII4FDKj8jZwAOBFwHrAc/LzK92WMyhERFRA/RLgNcDHwNOB+4F7A/sCByWmSc063ZYXHXEWDYeImI94CRgW+CdwO3A7sB/AB8EDs3M27sr4fiIiDUodf5o4C3A34CHAy8BvgHsmZn/7K6Eo8UY1g3342Wb6NiqXpg8A9gaeDLws8z8V0Q8DTgR+Cnw5My8YcYLPEQiYmPgq8Ai4JPA3SjHrlsAz83MT3RYvGlnHBstxr/BiYj7Al8G/gQcTmngsQXwWeBGYLvMvLq7ErZkplNrArYE7gCOa81buT6+ixLQn9d1OWfbBNyP0nLsS9TEbZ2/DXAD8ENgw67L2XEdtetlM+C3wDk989ehBJ4rgU27LrNTp/uLsWwWTsCcnufPr5/lc4C5rfmfrfP3r89jJso3TtMEn8W/1zo/FFipNf/tdf5/dV3mUZqMYTNWz+7Hy19XKwMLgNV6668ex94AvK/nNasB/0O5ePG83voet4mSLLwd2LP5zQLuD3wbuAzYvesyTvP7NY4N8WT8G1ydTlC3L6t1+OCe+S+uMeH4YYmPQ9GMbcjMozSBvRLuvCJ0R112MvBn4JBuija6ooyT9YyIODgiFkTEvDq/aaa6PrAW8IXM0nw1yvhjvwI+AGwH7NtN6Wdera99I+K1EbF7RKxd66X5zq5M+dE9M2t0qfX1N0oQ34hytcNuluPLWDYLxCRjMra+14+nnJSdmZl3NLEVeDPwO+CwiFiliROauphkvMfWZ7FnfTwzM29vfRYnAGcBL46I+8xwsUeZMWwA3I+XX0839k+xuBv7TyNiYe3G3oz7msAalH32Tpl5C/AF4BLgGZQLnLNWlPGFHh0R8yNi5db8iIjVKcmw72Xm/2Vm833+NSWJeE/gOTG7xiQzjg0R499g1Hp9XkR8GjguIp7Uqtvm3HVnSkux2+r8pm5PAz4PPAt48MyWfGImyO7qH5Qs5s7NjNaP308ozSsf4pdj+UTEnIh4JXAVJdH1OkprsBMiYt3WSdum9XGN+jiH8jlAGVvrKuDAmSl1tyLiRZQfzPcCLwC+DnwhIua39sVNgJuoP7L1B7dpnn06ZV89AMAT47FlLBthcdcxGb9Ia0zG1vf6ZuAaylU5cnHT/wuBz1C6Xu4+g0WfdWIZ4z22Poub6jqrwRKfxe+BU4DNgT1qvNayGcOmkftx/+qFyfUoFx53AI4AjgF+DhxJGZdopbp6E4vXjYi1YImT7j9Qjs12BO47c+9g5kTE5hHxUUqXtFMpXQdPrt2qmt+sVShdqtbueXlm5vcpCYg9ge1nrOCDZxwbAsa/wYmIh1F6NL2DMizS3sCXIuK4iNg4yzBKAVwB3ALMhcV1m5lXUi4irA08tp1Y74oJsru6kjJ43PYRsWpzdSPqOFnA9+p6e3VVwBGzA/AayiB8j6P06X4nJXnzrojYpK73l/r4iPq4qPkBycxfUMcki4h/m6FydyIiHkC5inYO8ARgN+DVwE7AByNi27rqLcCtwGPr80VNcM8yvsE3gU0i4hF1u7YiGz/GshHUutL2QuCZwFuBfYCFlAO2/42IJ9R1V6W0HrtXXdZsI+pn/G1Ki4enzlDxZ5VW3Hwm5QLNByhjux0K/JIyTskL67orUU6O16GMqXPnNmpsPhf4DaXFX3MhSEtnDJsG7sf9ibsOEv1UyvHY6yjdJ9+fmXtRWjy8CNivrjcX+BXwMGrdtY7L/gl8C1gd2GaC/zHS6n7zX5Tk1hGUrv/vAZ4GnFaTjGTm9cC1wOpN4qzun019fICy7z1qRt/AYBnHOmT8mz6955K1VehcStfJe1K6kD+Tcs76ZuDlwH83q1O+CxsC95hgmxdSLjzsQetO7F2ZVQF6OtRg9b+ULmrNSchcStNpgAsoyYmHdlG+UdHa4Q+hfCnekJnn1S6Tr6/TsyknfgDfpQSlh0TEhq1ulk2G/tv1cVa2hGjV1wsowePtmXluZl5CGaPgEEoy7Hl1vQspVyQfGBGbtuqr+U6fS9lnm7sCmSAbM8ay0VSvtN2Pkhj/IXB0Zp6ZmcdTDqDXABbWq3K3UrrtBOWggljyquYvgZ9RLk5oOTXxuMbVzYBXUMZ8/O/M/H6WQaSfRmkpcVRE3DPLjRCuoLTk23WCzf6ZcueyHSgnyVoGY9iKcT9ePrH83djPmqQb+6vrfnkVJWbfn3KTKXq2cznlro0PbLWoGEkTJPgeSBnW4z2UJOIXMvNo4DBKi7kjm1Z1lFZim1HGGAag1dXyy5SLvw9qrT/SjGPdMP5Nr5rczdbzJmm4DaXF2P/LzNMz86+Z+afMfC3lXPTgiHhQ/R5cQunt9PgJ/sVVlO/CAsowQp0yQTaxT9XHF9THRU0CIjMvovSdva1evR9bETE3Ip4bESdGxItq6yfgzoC0PqVlwx8z8zfNiVuWO/gcT0mI7RcR96lfsjMog5zuVjczh9ptiNIEGRZ3xRw5UbqbPjciTo6I10TETq0DpIiI1ShZ9Wsz85xav5GZizLzo5TA/syIeGCtr7MoJ8tPq9to/+CeR2nufy9Yojm3xouxbAjF1Mdk/DXl6ucCFo/J+ENKl4AD6vN2a9IrKQck92iu1mtJsWLjPb6V1niPlKufvwX2qvG83YLk75QuGuszy8cgmmbGsOXgfty/WP5u7LcweTf2z1JOEB+fmbdRWgPdCDwtItap6zUXLf5et7VVz/aHXt2/9qr72EYTHFPuUR/Pysx/tpKIn6LcqXI/yu8WlB4OqwE7RsTKrf0xsozX9n1KN8xZkSCrjGMDZPwbjHre+pyI+Bbw5Yh4a0Ts0LPaXMr3+Set1zTdzt9Tl7+sPv8JcBGlbptWpU3d3kBJkq0FdN7d2ATZBDLzcsognI+LiO1aH15GxBaU7Oc1mXnrKF8BWhERsStlUM13UH70jgfOiYgmwJCZ11H6Iq8ZEevVK28RpVnx9cBJ9bVNU+oT6+Nz6+vvbIZMyfDfQunLP3IiYgHlFt/voHzx/wv4DuUWwtQk2C2U/tfrRcQmrfffBJoPUhJoTXepz1Lq40V1G7fX9efWffgG4B8xBH251Q1j2XCJycdk/GD0PybjAfX5OZSuOw+PiAe3D/7q8ispV+Q3GsibGmGx4uM9folywLd/ff5zyoWe+7P4hLH9WVxfH+cP4O3MSsawZXM/7k/03439H0zejf0sSjf2pnvcj4Cv1ue7wuJjs8y8jBKHfzYq+2pErBkRCynv8YPA+4BLI+KVEXG31qrNvrRu+3lmXk0ZiH4t4PG1Ps+lnCQ/gTJGJlFudpBRBvG/mnIX9isG+uZmkHFscIx/g1HPPT9GGRbpRsp5+MGURNlurVXvQTk+bRKGc1h8E4pvUYZI2rsmw38L/D9Kd8x9mvPTnrq9gzJWYadMkE3uaMqJxQebbGlEbERpork2cCaM1hWg6RIR61LqZxHljjxPpiR9fgm8NyL2aK3+c0pf7m1a85o6+0h93B4gM8+mfJke13z5slhEGdh0FcoXdKTUH/yFlAOH51ASXJtTgsRhEXFg66rRJZSDsIc3L2dxoPkcJcA/EiAzf1znbR0R+9fEY9ZE5I6Uer86M//lD+5YM5YNj4nGZDyOcmDWHpPx6vr4yPo40ZiMD4iIh9ZE+hcoLUZfFREb1PWaVg5rUBJkPxnkGxs1Mb3jPW4cEbvUz+grlPFmDo2Iret6zWfRHPT9cIBvbTYyhk3C/bh/ufRu7HtTYuZR0V839n+v276CMqD/qsAxEXHP+poNIuL1wJq0WrGMgCdRxmr6BPBEytAonwXeRtnvmpbPl9b1N6jJw/b7+wllwP7HAPfIzL8CHwUeQB2/rZVEvJlyvvDniFhzoO9s5hnHppnxb6AOpJyzvhs4MDP3ptTflcD7Wdzb60+U1rF7QPkut+r2L5TGIGuxuO6/DPwYeCl13PHa6nR1yrn+DZSult3KTKcJJsqP4TMoJx03UjL/36JkN9/edfk6rptdKMmxfXvmPxK4mNI8+l513n/WdV/SW7/18deUk70t6vPHUcbW+n2t/00pJ5XfAH5BuarUeR1MUi9rARtPMP++tQ5e2TN/G8rYahcDO9d5T6jrvmWS+jqXciDygPp8OxY36X855YrGdpTBYy8Dtu66Xpy6nYxl3U+t7+8plCvx920tWws4inIF7mWtz+xqyoDPG7bmza1/v7jGicPq840oV/kWUcYsnEsZy3BP4K+U8U/mdl0PwzC1Pot3UQ6Yd2otm0MZ53ER8I5WvZ9LOWjbrDVvTv37qZSLGO9sfZ4vr9v4POWEeCPKweOfKHeyW7XrehilyRg2cZ3UR/fjietnpbrPHEzpqTCvp952qu9t/1ZdNOu8jdYxG+XY9gbg3PY2Wv/rw3X9+7XmHUY5Kb+h1t9nKBd439fU+TBO7fdGuaj7XUp3s7mt+StTxmG6A9i2ztuF0g31w8BqPXW9MmXc4RuBh9d5cynH9P+iJN5Wp/Q4eX6dd1hveUZ9Mo5N/35q/FvherwbsHbPvOY481OUMRbX61ne5AA+0Zr3XUo34a1bn0FTt0+s3+l31+cr1XmLKOf6T6ckz19XY+QhXddLZpogW46dZ3fKFf6zKOMTPKHrMg34/c6hNDn/ZPMj11rWBKRX1x37qfX5yvVxFcqVkNsp2WYozaf/VgPM3dvbqX9/pH4BN67P59YvyuU1WF1EuePNn4Fndl0/S6mvsyjJvvOArwHbt9Y5oNbXi+rzea1le9VlR9dgvQal+9T5LE4atk+Mj6Gc8D64tY0HUJr1NwMgXke5K+gLu64fp+GZxi2WdVC/cyndw0+kdHt+QM/y9SkHaD9u1m8tW7d+788DtqzzTq7f6We2tt/E4K1oHfzVefMoV+aaOHAW5YTlXGCrrutnhj+LOfWzOJnSYm+nVt3NobTS/Szwp966rc8vrr85D6zP31zrtUlgrtTa3qaUk53P95ShOWm+jnJ1+y+UliYPHtT7nu3TuMUw9+Mp19laYrzDAAAZHklEQVQrKceNf61x9Q5Ki6V1W+vtQ+viba275oRuW8pA3T9rLTutrv+g1jaahNoxlKTHLq1lc4GdKd0Sf0RpRbE/Q3ShopZxP+BYyli2mzZ1WB/vRkk+fHKC97wPpUfDR+vzzSjd0i5jgt+b+n8Wtb+zlBYlF9T55wCnUs4XTgc26rp+BljvYxXHVqCejH+Dq9u9KY0r/kxJbr2Geo5el69b98/Lmvquj019nU1J7D6iPn9Nraejez8LSuL7n5Tz/Tmt/7F//YxupHRjv4lyoXe9Qb3vvuqo6wKMyjRMP2oDen93owz6fH7dyRcB+7Tfe2tnf3pd/uwJtnM/Snb9VBa3fDiF0vxy7/q8nSD6BCWjv2p93nwJt6qB8ThKgmnedL7faaqzh1NOSP9ESQAeSzmIupmSLHtiXe9Rtb5eO8E2VqO0Ejmf2qqEckVkEXDwBPX1BsrB3kY99bUR5Y6VR9d6G7r6chqOabbHso7qdFfKVfZrKE3Hb6s/+L0tZy+m3CJ8vfq8fQXzLfV7//z6/JH1+Vdarw/KgeEGNc4cVeevVB83pJy4fIBy4P38Ztm4TJTWIhfVz+IHlIO424G39qz3dcoB2Satum3q8ZW17o+szx9KOXH7Zc9n0fw2XkE5AV+5NW81yonQG4FPU7orjNVnMcDPeNbHMPfjKdfbTrXOTqIco21D6fK4iDJ+Y1NPzXHZKU099GznM3X5Q+vz59R6PgnYoGfd4yjJuDUnKdPqXdfLBGXal3Lseh1lKJQ7KC26FrTWuTcl4fWh9v5SH+9ef2OuA+5Z5zUtbl4KrFLnNRfQm4vBB/eUYzPgcMqx9NeGff+a5s9g1sexFagb49/g6va5NV59gdKy8yu1nr7Hkueb36vr3XuCujqAVm8nyg0QLqMkEOexZKJy7Tr/2Pp8pdayDWv97tnEimGZOi+A03BMwEPqzv5rykHEzdRMOnc9cNi9Lj+y9ePX/GiuRhnU7wrgIXXeDnXb32fJVhNzKK3HvkrrwIIhbn7eKuNalGTYVTXYbNRa9qz6fj9AyaJvWYPMh4G79dZpDbw3A0+uz+9Fyaj/sVm/te4PKHdO2rg1b9Y0QXdyGrWJxd1QLqa0ft2MMgDpuTUO7NFa9wv1QKHpUh2t2Nl0xT6xtf436rzde/7nnvR0yexZPtIHcCvwWaxOGdvxz5Tu+htTLv6cWuvxQBZfjDmhzntKfT6n9Vnck3Lh5ozWtj9U19+fJa+C7kQ5QH/TJJ+F8dlpuSYWJ8vdj/uvu3Y39muZvBv7S5v1GdNu7JQ7RP6SMu7SzpTfrH0px5wXUVvCUS5U/wT4xST7xMG1Pvarzx9IaS33C2rLkta6+9Z1HzZJmbyo60Sm8W+667Kpl/p4jxqvvlHjQDP/KEqS/I0svoDbxLtnTFC361IavpzJ4mR4Mzb5W2hdFKAkzBcBB3VdH33VXdcFcBqOiTKg6Cks7gZ5PuXKUNP1sX0ity3litN3gPWb5a31XlC/aLu3tv/B+gX5CGUw0wWU279eS21ZNkoT5eDov4H7TzB/bUprktMpmfSNKAciv2DxeA3tBNnuTfBg8cHZ4ZRWKF+jJNx2pDQPvqYJMqMasJ2cZtPEkI3JOA5xAcd7dJoFE6UVztG0TuDqfPfjievLbuz91dfGwIO5a/eopjvUk3vW36PO/3xr3qfrvK2abbS28wjKecInW/XXtBT7PuVkfFNKa72La32tPUE5Z/1vltNdJ/wdH1S9BiV5fT49Y9tRjinbCcXmnHMjyphjV1O7/FJ6RiwC3tuzjSaefKfGwaZuN6O0wFtESXAeSBl26VeUBiVD3/hliffZdQGchnOijKmwxPgMrWVrUlpH3Qo8ZoLXPqW+9j9b8+5OuZPjIkoT12tqgFoIrNH1+51iHa1dH+88YKjP70XJrH+xPl+VkvC6vQaM3isTCyjNhxe25q1OuYJ5Q93WtZSrG2+hNY6Gk5PT4CYck3FoJhzv0WkWTPU7fWDdfxdRTso+Qqu1OCUJ5H68ZL3tit3Y+9m/mhbM7wLW6lnn7ZRjyw1otQqpy75OGS9oh/r80LqdpmVNuxXJ+vUz+VHP9o+kDMp9G2WMsb/U9R7Zdf04dTvh7/hM1PFKlOPMRZTuk1u0ljUtY5tj0va5fRMPj6dcDGh6eV3M4sYdc1p1++Zab5u2trE2pfHL7+qyGymJt2bw/pFJhs9BaomIleqfX6Ds2E8HyMw7mnUy80bKl+5WYL+IuHt97by6yvX1cW7rNX/JzIWUMQ1eBRxCaX22MDNvGtgbGqDM/Ht9zMzMeqtrgPtQrox8oy6/lfIDcCXlh+HesER93UIJKqu2tn1zZn6Akmx7IaV12XqZ+d+Z2dSvpAGIiLtFxL6U23ifQmnF+aS6bG7P6pfVx9UBMvNf9fE2Spy8EtgzIjbMzF/UeY+lHIxAGe+isQrlSt7f6vPMzDMpJ4fPo8SUwyhjQnx6Wt7sCIiIh1Pu+PU2ysHsqZRu/LsAH4+IJ9ZVL6mP68MSt2WH0pX/YuDxlNYQN1FaRzyM+tlSkpvNb11Q4vKVtQxzMvPnlCvWT6W0PnkF5Y5YH5rWN6xZKSLeTr2bF2VffR5lf3xFZv4jIppj8j/UR/djICLWZXH3nWcAT6YcZ/0SeG9E7NFa/efAOpTWJo2sjx+pj9sDZObZlLsIPi4idq/zMjMXUVrtz2NxLL6jLr8mMz8HHJqZe2XmRzLz9ul8v1MREdtHxKmUpN47KeOLHUg5Wb2xZ/W1KImFdep7bf+unUQ5wX5efX4GZX87ICLWzsxF9Xh3bmZeV//f9RFxt2bjmXk0pcvaayifx+GU3hZnT/f71ujwd3zG7EY5Lj2H0spzQWvZRfVxQ1jy3J7S6vMCykXZ+9bY8FFKa9p96zpzW6/ZhHKefwvcWbd/z8xDgUdT4vS6mfmszPx1/X/JqOg6Q+c0vBOlW+DNLJk5bt+V4kOUK00vbb1mZcqtWhc1r2stG5nM8RTrq8mqf4LSTHXL9nunDIa4iNYgk5Tg0ozj8Kie7Y1Uc1Qnp9ky4ZiMQzPheI9Os2Ri8V3UDqdcEJtwUGLKCcl17sd3ltdu7Euvny0pycJFlCFOHk45AZ7Ts17Tku6Iuu4L6/N219KNKF2iftt6XXNM/7qe36atKC36mjtZDlW9OA3P5O/4jNRx8x0+gNLL4BG1Xt/N4vPT+9fP4GRarWxb23gNpfFL0wVzHUqL3NuoN/Con9GD6nf/U9Tx4GbbZAsy3UXrStJplIO4pzeLsn47MvOvlO6RfwGOi4jXRMRTgJdQWoe9m/Ije6fmtbNRRERm3hER21LGcfhiZv6+aSVW3/tbKdn5wyLinbWFyospAekkSlPjO2W9sidpxv2KclVyl8zcn3Ki9OiI2DiztBZttRi9knKCtRtlINm2Wyknbxux+GrouZSLCzsCJ0bEv0fEAkrMXAf4cJZWutT1xz0O3Ew5yH1MZp6UmVfDnb9TX6Gc2N6DctB2I6X71Y6UAXp7nUX5Tdu4toC4hHJn4I2Az0bEsyJix4h4M6WFyvsz86rms57Nv2GaEe+rj5tm5q2Z+a+IeFBEPD0iNmu1Kr+JclI36/fjiJgTEc+MiE9GxGo9y5oYu319bFoqNK1uz6MM0r09pcUClOTXP4DHtHo3ROs9f5/S8uG2+vwblKRSMw7v1yjj52wDHJOZl/eWeZjqDyAzf0+JhQA/yczzsrR0WxQRa7ZWbc75vlofH1Nff0fzu1bj60WUfWvHut4nKd1JXw/8T0Tcr/5m/Q+ldd4JdTtDVS8aKv6OD1jrfT2BEhvPo3yXHw1sXZf9ldId9RGUxGJvfZxPaeiybo0Hf6Oco14OfC0iPkbpxXAiJUH27iy9pGafrjN0TsM3sTgLvTkl0/yzCdZprkQtoBxM/KNOt1Du5rN51++jo7o7lnJS/LCe+U19bUFpkXINpSvqzZSDj/t0XXYnJ6eJJxyTsev6d7xHp1kxUU5ALqMkFf5cY8BNdfo0sEld77WzeT+mXEzYt9bHojrtU5c1rR2aY9Gn1+XPnmA796N0JzyVxXejPKXWwd71eXsMo0/UOmrugtccm21FadlyHKUFxtDcVZGlj4XZlP9JlB4db6xx8HjKHSi/SUke3KfndX+gHN9v0/ofTb0fUuv7Ca31NwG+VOdfRTnRvo7SPW1Wtshxmt4Jf8cHXb9zat3+jMVjBjatP5txF1dmcSvbV7G410MTR3ahXDx4bc+2t6fceO5X9ft/OrBj83l2/d4HUp9dF8BpOKfWgcln6xepGbBznSbYtL5Qq1Kutu1Bvd3rOE6Uu6FcAXymNW9lSpP9zVvz5tZ5u45zfTk5DfvE4oGZH0y5APDtSdbbk5Lo+iiLB9+fVx+b7kEHT/C6+ZRBnp9hLOjrc2l+nx5b6/bFrWUPppwwn8Hiu9U1n8W2df03T7DNDSgn4nv5WTgNaqrf90WUxNCxwNOA/SldVZq7f61JueJ/xWzdj7Eb+/LUUT9JxI2AM+s6N9R6/RzlZLlJaj2qte3DWXLw/XmtbTU3ifi3nv+xJuWOlK8Gns0QJRGdRm/yd3wgdbo1JTm4Z31+P0qi8aQm5lFa1f2c0rqs6TbZnM83sfMFk2x/PpMMDTDbps4L4DScUytwNXcM+QTlCtWHKU0qOy/jsEytwPLaehC3B2Ww7UfWA7ofAad1XU4nJ6epTzgm49BMON6j04hOlITODyhdslfpWXZy3T+fW5+/abbuxyzu0thcUDif0iKpuYPvna1M6gnxz4HvUG7u1D5GDUoXyTuA3Vvb/2Cto48A/05pdfIeysnj3l2//+Wso+VOItZ5b6h1dBDlImxzQvxsSu+O77H4Avcmdbv/oAzI3WwjKC3FruyNq13Xh9PsmvwdH0id7la/61u05n0TuBTYmdJl9R4sHvfttLrOPEoPp89TWudtOcG2xyoGNHcslHpFHb9hLuVq1L51ugk4PiJWyXKXtrGXZZyHDYC9KYNE3pPSp35nygnzqZRm+5JGTB3j4g7KmIyPoVydPIpysLAIypiMEbGQcmel4yJiDcqgyfMZwzEZB2mC8R6/kHW8x8z8Z2ZmRLyV8lkcVscrOp+SxDwcx3tUhzLzloh4ZLbufNjsu8B7KcmMJ1H20zdRWk/Nuv04y7g1+7ZmfY0yptVewPspJ7vN3dIuo4wt9jzK4NBnNvGzft+voZxQ34dyMgjlwsSVlIuUe1PuHroa8Pb6v0ZBMxbmyzPzLxFxfxaPhXlVM7ZavXvcIkqLsdOBH/XsC1+kJNteQam/b2fmlRFxNCVp+IWIOIEy1uYjKYP8v7PG1TlZ71w5Y+9as56/49OrNc7ikylx45rW4m9Qjl2/QLlZwkGZ+cmI2AV4UUT8FvgusBmlBdnhWcY1XMK4xYAYs/er5RQRjwP+mzJI4kqUH9j/zcyvLPWFYyoi9qQcmEDJyp8FvDczT5/8VZKGXeskZHPKAdlfMvPfetaZUxPlCyjjiO1SF60MfAY4MjP/OJPlnu0i4ljKCd/Omfmj1vzms9gCOJoyYO1KlFa9pwJHZebvuiiz1GglNZZ4HhF/A34IPKsm3mf1fhwRK2Xm7RHxYMpJ2o8zc9cJ1tuT0sLui5QTuL80J9P1RO/bwKGZ+b6e182ntKq4kdJaYmQv7EbEMZQk4iGZ+f7WxZulvab5/XompcXeYZl5XGv504C3AetSjl1XpfQUeWPWgdSlQfF3fPrUJGLTVf9AysWG51C6Rc+lXDB4M/CpzLyuvuY5lLp9AHAJ5bz1jJkv/fAxQaYJRcQOlLsufgr4WM7Wu1RMk4h4AOWK5VcoY5BZX9Is0TrJ+CxlzKCdMvPciFiH8jt6feuAblXKoLP3BL4zyidkw6qe9J4DnJ2Zz6jzVqbc/GBuk4ysd8jamDIA9w/8LDRMeu6uSEQ8jNJS6uOZ+eJW8mgs9uOI+CawE7BdZv4iIuZQGi5kRKxHGXB7f0qS5/j6mpUpLUpeDzwwM3/R2t4S9TuqljeJWNft3aea1z6Ocnz6hsw8suc1a1Au6qwEnDFb9y8NF3/Hp19EXEdJhi2i3LjgHEq3yScBDwP2y8xvtC/Q1PqNdqtmYRdLTSwzz2VxKwgtQ2b+nDLQtqTZ69OUBNkhtVv1f1C6nb+s1d3yVkoT919NuhVNSeugbl/KDWM+EhGrULoEPZpyx9A/UT4XauuKy+skDZUmkRER8yjdA99IObH5al1+e32c1fux3diXrrUfXBgR5wE7RcS2TRKx3RKxp8slNTm2JrBPXeVL7W3XdW+i7nPSoPk7PlCfpvT8OpXSk+k3tbXtHynf/T2Ab/TEjKW2Qh1XJsgkSVo6x2QcAul4j5olImJDSreWtSnJsb0oLSSOycwvLe21s1BzsvYl4AjgqZQuVHeeuNWT6ssj4j8o3dhfUxc13djfOZvHIFpaErF33Ronm1Y3m9d1n0FpPXZB77qDLrvU5u/4QL2OMk7bn3t6Mp0FHEPppq7lYBdLSZKWwjEZh4fjPWo2iIhXAIcCa1LGffoOcFxmntVpwTpiN/alW56xMOt6a1B+q3YD/g5sT0kingC8PTP/MoPFlibk7/jMmC3dzLtgCzJJkpbub5TWY6/AMRm7dgnlbm2O96hRdjJwLSWJcYb78Z3sxj6BmhyLzPxjRHwXeFpE7NBKIs7JzL8CNwO/p9z99Bbg1cAp7l8aMv6OzwCTY1NnCzJJkiRJnagD8m9IGfv2w8BaddFNwPHA0ePQUmxpWq3I9qIMvH0KJaH4H8BNmfmyut48YOU6tpgkqU+2IJMkSZLUlT1Yshv757Ebe6/lGgszM/9JGctJkjQFJsgkSZIkdcVu7MtmElGSZoAJMkmSJEmdyMxzKd0rNTmTiJI0AxyDTJIkSZIkSWNtTtcFkEZBRBwQES/vuhySJEmSJGn62YJMWg4R8W1gfmbO77gokiRJkiRpmtmCTJIkSZIkSWPNBJk6ExHzIuK/IuLCiLg5Iv4eERdExCE9682PiJMj4uqIuC0ifh8Rb4qI1XvW+9+ImLBJZERkRPxvzzYzIhZGxJMi4vyIuDUiroyIt0XESq11LwUeBWxRX9NMu05jdUjSQNlVXJIkqTseiw0/72KpTkTEPODrwK7AGcAngFuBBwJ7Ae+t620BnAesDbwf+G19zWuAnSNit8y8fQWK8gTgJcAJwEeBpwCHAdcDb6rrvBw4FtiAcvegxq9W4P9K0kw7AJgPvKvbYkiSJI2lA/BYbKiZIFNXXk5JdB2bma9tL4iIdsvGNwEbAk/MzK/Uee+PiLdREln7Ax9ZgXJsC2ybmZfW/30CcBFwaP3fZOZpNdO/WmZ+YgX+lyRJkiRJGkJ2sVRXnk1ppXV074LMXAR3JsqeDPyklRxrHAssAp66guU4rUmO1f+dwFnAxhGx5gpuW9IsZ1dxSZKk7ngspulkCzJ1ZSvgwsy8dSnrbAisCfyid0Fm/jUirgTuvYLl+MME866rj+sDN67g9iXNUnYVl6SZExEHAOtkpl2TJAEei2n6mSDTbDJZpn9p+/kdS1kWK1YcSbOcXcUlaeYcgGP3SFqSx2KaVnaxVFd+A2wdEassZZ1rgBsoAWcJEbEusAlLtgD7a122Xs/qK9rKDCZJvkkaa3YVlyRJ6o7HYppWJsjUlU8C6wJH9C6IiIA7g9r/AQ+JiMf1rHY4Zf89tTXvN/Vx9551XzUN5b0RWLcpmyRRuor/ekW6igMz0VVckibk2D2SRpzHYppWdrFUV94N7AkcERHbUfqM30ppLXY/Fie5Xgs8FjgtIt4P/A7YBXgG8F3g461tforShPXEiNia0qLscZR+3ivqXOBJwHsj4hxK18wzM/Mv07BtSWrYVVzSjHDsHkmakMdiY8wEmTqRmf+MiD0orbv2pRwA3Uo56PpYa73LImJ7SrPZ/YB1gD9TDpLe0D4gy8x/RMQTgOMoibUbgS/W112/gkV+J+XKwtOA/6S0Xns0YIJMGl93dhXPzNsmWWd5uopf2Jp9Z1fxelWzYVdxSdPNsXskjTqPxTSt7GKpzmTmrZn5xszcNjNXzcx1MnO7zHx/z3qXZOZzMvPumTkvM++dma/NzJsn2OYPM3Pnur0NMvOgzPxbZkZmHtBa79I6b+EE21hYl13amndzZj4/MzfKzLl1+bensz4kjRy7iksaZY7dI2nUeSymaWULMkmSpsau4pJG2VbAhSsydk9EzMTYPTeu4PYlzV4ei2lamSCTJGkK7CouSXfh2D2SZozHYppuUVoxS5IkSRoXEXEhsDmwyWRj99Quln8DfpeZD+1Zti5wLfDVzHxSnfcO4JXA+u2xeyLivsDFwMebIS8iYj5wCfD63iEvImIhcBRwr9bYZGfV5/On/q4lSZqcY5BJkiRJ48exeyRJarGLpSRJkjR+HLtHkqQWE2SSJEnSmHHsHkmSluQYZJIkSZIkSRprjkEmSZIkSZKksWaCTJIkSZIkSWPNBJkkSZIkSZLGmgkySZIkSZIkjTUTZJIkSZIkSRprJsgkSZIkSZI01kyQSZIkSZIkaayZIJMkSZIkSdJYM0EmSZIkSZKksWaCTJIkSZIkSWPt/wO+oG+y3eYhOwAAAABJRU5ErkJggg==
"
>
</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">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>FC_Evaluation</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>CND</th>
      <td>1649.5</td>
      <td>995.0</td>
      <td>2100.6</td>
      <td>326.0</td>
      <td>213.0</td>
      <td>401.7</td>
      <td>908.2</td>
      <td>424.0</td>
      <td>1292.4</td>
    </tr>
    <tr>
      <th>Misl/False</th>
      <td>5700.7</td>
      <td>772.0</td>
      <td>11108.4</td>
      <td>1855.9</td>
      <td>129.0</td>
      <td>3459.9</td>
      <td>2193.7</td>
      <td>227.5</td>
      <td>4620.2</td>
    </tr>
    <tr>
      <th>TRUE</th>
      <td>98809.5</td>
      <td>18482.0</td>
      <td>180003.0</td>
      <td>18883.3</td>
      <td>5512.0</td>
      <td>28947.7</td>
      <td>15180.2</td>
      <td>3080.0</td>
      <td>26430.9</td>
    </tr>
    <tr>
      <th>Tie</th>
      <td>8054.7</td>
      <td>341.5</td>
      <td>26554.2</td>
      <td>3991.6</td>
      <td>46.5</td>
      <td>13573.4</td>
      <td>4218.2</td>
      <td>114.0</td>
      <td>14172.5</td>
    </tr>
  </tbody>
</table>
</div>

</div>

</div>
</div>

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

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

<div class="output_area">

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

 Facebook reaction, group by source and fact-checker evaluation 


plot will be cluttered, show table instead.
plot will be cluttered, show table instead.
plot will be cluttered, show table instead.
</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">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_eval</th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>low_quality_conservative-CND</th>
      <td>2428.5</td>
      <td>2428.5</td>
      <td>3058.2</td>
      <td>461.0</td>
      <td>461.0</td>
      <td>584.1</td>
      <td>1422.5</td>
      <td>1422.5</td>
      <td>1912.7</td>
    </tr>
    <tr>
      <th>low_quality_conservative-Misl/False</th>
      <td>2042.1</td>
      <td>413.0</td>
      <td>3918.9</td>
      <td>1137.1</td>
      <td>92.0</td>
      <td>2374.9</td>
      <td>895.8</td>
      <td>169.0</td>
      <td>1596.3</td>
    </tr>
    <tr>
      <th>low_quality_conservative-TRUE</th>
      <td>783.2</td>
      <td>98.0</td>
      <td>1146.7</td>
      <td>352.8</td>
      <td>64.0</td>
      <td>525.3</td>
      <td>244.2</td>
      <td>107.0</td>
      <td>387.7</td>
    </tr>
    <tr>
      <th>low_quality_conservative-Tie</th>
      <td>61.0</td>
      <td>61.0</td>
      <td>NaN</td>
      <td>10.0</td>
      <td>10.0</td>
      <td>NaN</td>
      <td>104.0</td>
      <td>104.0</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>low_quality_liberal-Misl/False</th>
      <td>2501.2</td>
      <td>996.5</td>
      <td>2623.5</td>
      <td>777.0</td>
      <td>433.5</td>
      <td>871.1</td>
      <td>516.7</td>
      <td>213.0</td>
      <td>611.0</td>
    </tr>
    <tr>
      <th>low_quality_liberal-TRUE</th>
      <td>5856.2</td>
      <td>4844.0</td>
      <td>7739.0</td>
      <td>1420.8</td>
      <td>886.0</td>
      <td>1745.5</td>
      <td>1467.0</td>
      <td>847.0</td>
      <td>2148.0</td>
    </tr>
    <tr>
      <th>low_quality_liberal-Tie</th>
      <td>590.4</td>
      <td>660.0</td>
      <td>410.1</td>
      <td>110.7</td>
      <td>63.0</td>
      <td>101.4</td>
      <td>175.7</td>
      <td>185.0</td>
      <td>141.3</td>
    </tr>
    <tr>
      <th>low_quality_unclear-CND</th>
      <td>870.5</td>
      <td>870.5</td>
      <td>1207.0</td>
      <td>191.0</td>
      <td>191.0</td>
      <td>264.5</td>
      <td>394.0</td>
      <td>394.0</td>
      <td>543.1</td>
    </tr>
    <tr>
      <th>low_quality_unclear-Misl/False</th>
      <td>16836.6</td>
      <td>7384.0</td>
      <td>19617.0</td>
      <td>4400.7</td>
      <td>1868.0</td>
      <td>5877.3</td>
      <td>6503.6</td>
      <td>2809.0</td>
      <td>8453.3</td>
    </tr>
    <tr>
      <th>low_quality_unclear-TRUE</th>
      <td>60321.4</td>
      <td>762.5</td>
      <td>219241.0</td>
      <td>6556.8</td>
      <td>222.0</td>
      <td>17109.1</td>
      <td>10336.6</td>
      <td>161.5</td>
      <td>34638.5</td>
    </tr>
    <tr>
      <th>low_quality_unclear-Tie</th>
      <td>32.0</td>
      <td>16.0</td>
      <td>42.3</td>
      <td>7.3</td>
      <td>3.0</td>
      <td>10.2</td>
      <td>21.3</td>
      <td>26.0</td>
      <td>19.4</td>
    </tr>
    <tr>
      <th>main_stream_conservative-Misl/False</th>
      <td>12800.0</td>
      <td>12800.0</td>
      <td>NaN</td>
      <td>3454.0</td>
      <td>3454.0</td>
      <td>NaN</td>
      <td>5448.0</td>
      <td>5448.0</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>main_stream_conservative-TRUE</th>
      <td>135419.2</td>
      <td>58034.0</td>
      <td>204776.8</td>
      <td>31896.4</td>
      <td>16923.0</td>
      <td>38613.2</td>
      <td>19971.0</td>
      <td>8602.0</td>
      <td>27578.3</td>
    </tr>
    <tr>
      <th>main_stream_conservative-Tie</th>
      <td>92366.0</td>
      <td>92366.0</td>
      <td>NaN</td>
      <td>47092.0</td>
      <td>47092.0</td>
      <td>NaN</td>
      <td>49220.0</td>
      <td>49220.0</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>main_stream_liberal-TRUE</th>
      <td>169814.9</td>
      <td>107978.0</td>
      <td>173542.4</td>
      <td>29588.1</td>
      <td>19236.5</td>
      <td>26368.0</td>
      <td>25866.4</td>
      <td>15814.5</td>
      <td>26166.0</td>
    </tr>
  </tbody>
</table>
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<h3 id="3.-Facebook-Analysis">3. Facebook Analysis<a class="anchor-link" href="#3.-Facebook-Analysis">&#182;</a></h3><ul>
<li>Posting timeline</li>
<li>Longivity of posts by group (longivity=last post hour - first post hour)</li>
<li>Total number of unique <strong>public</strong> Facebook users</li>
<li>Total number of verified <strong>public</strong> Facebook users</li>
<li>Average number of posts per user</li>
</ul>

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9KN1OsVNBr8CDgCeE9EnDvE5MlA+jvvA10rwzUUc7BG/FQemXlXleR5OeVGB5cAvTdi+N8NvPsbKNfLrA28n/XxfUoC7K2sed/Wm/x+qJ8j62Od66sFMayvkfJ7RpJGBBNgkrRp6P2v784N6p9M6c2zjDKXyGrVf+u/Dny9Gm74EsowpbdGxI8y81fDGOeWEbF5Zi6pUze9euyE1V80Xk4Z0vbKOj3HhvuOcbXuo0ww/LW+c0mNQJ3AMyiv/e/r1O9c065VXkj5wjgvM4+uU1/vtXyYMofT5IjYITMfGGAfD1Gu73GUmwHUS0wOZCdKkrWv6dVj7TnspPS62Jn657beeR/y+7RyOvCb6vHiiHhFZg7XcMGHKcnD8ZSbTPytTpvpQ9x273Hv2GBoJ9Q/X73zHU1psN2nDLDfRvMb7UA5z8spx92MnVhzR9xa06vHetfCNyifZe+NiJso84Qtoc5wymF2AWVeuedExMzMnL+B9zcUvf9keEnV43cpZf6sLtbcubfXUD5H+jOU62u4YxhIv58Z1XDRHfu0lSQ1MOL/cyZJGpTe4YpvruZC6utt1ePv+5vvJouLWfPF49k11b1fFtb3nyfr3Ho9IqZR5jpJ1swTswXl99RjDYZNvrHB9gcT50BteudNeV2D+pGk97WvN5E0rHntL29QvzFsXT2uMxwnItopdx9cS5Uk6U0+vn2gHVTX9SWUnmD9zVPVn3rX5iTg0Opp7bDgoZz39X6fZub3Kb16JgIXRcSw3Kigmri+t0fZ4X3rI2JrSnJ8KNu+nzKEqx14Q51tb0G5Yymsfb56k55Pr7NOO3DgALt+aZ3J52HN63xVk/N/1a5bG0uw5rjqDR2/iNJL6BDKpOXjgR9k5kA3FVgvmXkn5Y6uAKcMdGONYb4BwaBUieo5lPftmyk3iphAmfOq71xiTX+ODKC/62sb4Hl11hlqDEP9/dl7Pb0qIjarU/9mStL/rkEOFZekf2gmwCRp03A25b+/Twc+FTUTIEXE81lzh6gv1ZS/OiL2q21blW9BGQoJZc6xXr1/XO+2nrF+IiJ6JwomIiZQ7pzVDpxfM3/Mg5Rbym8ZEWsluyLiCMof/vUsonzZ2C4itmrQZqBjOZUyH9O7I+JjEbHOPCkR8cyIaPYL14bwbcqk0wdFRO0dB4mIQyjJkpXA11oQW6/bq8cXRcTqL5vVF/KvUHpS1fMZSg/AEyPi9X0rI2LPaoL1XidTjvWbEbFOEiwi2iLinyKi0ST4x9TWVRPx/w9lDqWbWTMBPpTz2QMcGRGv6LOf91KSM0sow3h7Nf0+rSczf0xJuLQDF0TEOompiDijwZ33+vON6vHjEfGMmm2No9w5rlFPmcH4cvX42YhY/XpXSYNvAFsCc/v0aLuO0hNo94h4bZ91vsLAPdImA1+r2veuuzvw0erp14dwHK+LiEP7lH2UMqfX31i31xLVDQ/+l5L8+GBVPJTJ74fivZTPsgOAC2s/e3tFucPwV4DzNlJMfdXeDbLu8MfKUD9HGrmM8k+Xl1fvv97tbUZ539abx2uoMQzp92c1F+c8SuLta7VJzOq17L1j7xfrrC5J6sMhkJK0CajuNnY48EvgROCwiLiBMpTpAMp/1z+Xmb+sWe0A4APAwqrtw5S7Qu1H+cP/96x9N71fUYakvSYirqD0aOgBfp6ZPx9kqH+h3EHxloj4LWUi3hcC21d1x9QcU09EfIZyl7AfRcQxVZtnAs+h3MXtY3XORXdEXEDpUXJjRPyeMqzmoczsbX8e8Angg9UX4vspX4ROy8yrqkngDwZ+AXwWOCEi/kD5grsl8CzKsJM5NL7j4EaRmX+NiCMp8+ecWiVfbqMkB/ahHNcxmVlvaN/GivGGiPgl8Arg5oj4DSVptw/li93XgePqrHdNRLyPMpH4nIj4FCURNZmSRHoa8E+U14/MvC4ijqLcNfKciLiL8oV1CeW9sAflGn8va3o71ToNuDLKHUkXAntRvtAuBt6amavnx8rMmyLieEpi6IKIuIoyEfozgedShte9NTP/VrPOUN6njc7pT6uk0NnAzyPiNZlZe0fP3n9ydg+0rZptnh0RP6AkIW6KiEuBRymv0xTKHfnewpreLM04hfJePwy4tdr2EmBfytDP++mT1K7uwPlZyt0Vz4qI31GGy82i9Ho5nTW95ur5AWV+qT9Xr8+WlOulnfJeP6efdfs7jnOr7d1LSXw9izWv9xMN1jsN+DSl596VmXnrEPbdtGqi+X0pn1MvBu6IiJuBP1Pmh5oB7Em5Xq4dhl1+ISIa3QUS4BOZWfuPFTLz6oi4kzU9ju8Hftt3xaF+jjSSmfdExHcpd3i9vPq9tgKYTfl9eB5ren+ubwzXUH5/PC8irgfmU96bv8/M0wcI9U3ApcBRwIura29zyryd4ymf/RsroSpJo1tmuri4uLiMsIXyRTqBA5tcb2dKj6B7KX/I/x24GDikTtvnAp8HrqIMBVlOufvblcDRwPg66/wT5Q/xxZQvTwmcNIi4pldt76F8cf0EcGfNPk8FntRg3cOBuZQvy4ur/b+idpt11tmG8h/8+yhfMtZpRxneeA0lCZfVclSfNltREhXXVftfVp3by4F/A3bp0/6ygV63gdrUvPbTm3ztn0OZJP2v1Wu/iHIHzf2Gsp/eczLE63adbVK+qJ0I/JGSkHyQkkDcjfLFLoEzGmx3D+BM1twl8SHgeuAkYOs67Z9GSVTcQUnaPg78iTLf0Lv6rlPz+gdwLHBLFeNDlPnwntrPMe9P+aLc2/PwAcrcTs8ajvfpQNcM5Y55SynvpUNqym+p1tm7yddwDPB+4Nbqel9I+YK9M+U9lcDRfdY5iUF8FlTbfhvlM2ZJFfOfgC8AU/tZ75jqullexfMDStKs7n5ryylzMp1VvT7LKHO8HQOMGeq1TRl+PZfSO+1Rylxbew5iG7+rtvGmZvZds/5R1fqXDWHdMZThhWdT/pGwtFrurq7xVzV7Thq8hwZanttg/X+vafPZfvbT9OdIo/Kqbizl99FdlPdiJ+WzY0vgDOr/XhjSZxnlM/oXlORaT9929P/52UHpGfqn6n2wpLqejgSiTvu6sdfUX8YQ/sZwcXFxGe1LZDZ7kyVJkpoTEdMpcwDdm5nTWxqMtImLiN5J7M/JzGEZphtlsu1bKDdc2Cszrx+O7W4IEXES5a6xn8rMk1obTRERO1KSTX8HnpyZQ+lFJ0mS1oNzgEmSJG1aXkzpYfLxZleMiGdV8/LVlk2kzOH1DGD+SE5+jWCfpAxx/V+TX5IktYZzgEmSJG1CMvNHlOGwQ/FJ4GURcSNlOOc2lKFbUynDrvqbc0s1ImIfyh1Md6XMf/ZXBrjBgSRJ2nBMgEmSJKnXmZQ5jp5LmWw+KPMi/Qz478y8u4WxjTa7Au+gzBV2KXB8Zj7a2pD6FxHbUuZkG6wPZ+ZDGyoeSZKGk3OASZIkSaqdr3GwZmTmPRskGEmShpkJsAa23XbbnD59eqvDkCRJkiRJ2mTMmzfvocycurH36xDIBqZPn8711zvHqyRJkiRJ0nCJiHtbsV/vAilJkiRJkqRNmgkwSZIkSZIkbdJMgEmSJEmSJGmTZgJMkiRJkiRJmzQTYJIkSZIkSdqkmQCTJEmSJEnSJs0EmCRJkiRJkjZpLU2ARcS/RcTZEXF3RGRE3NPEup+v1nm8Qf34iDg5IhZExPKIuCsiToyIccN2AJIkSZIkSRrxxrZ4/58B/g7cAGw52JUi4rnACcDjQDRoNgc4FDgNuBp4AfBp4KnAUUOOWJIkSZIkSaNKqxNgu2Tm3QARcSswZaAVIqIN+DZwIbA5MKtOm1dQkl9fyswPVcXfiYjFwAkRcWpmXjVMxyBJkiRJkqQRrKVDIHuTX016P/BM4Lh+2rypevxKn/Le50cMYb+SJEmSJEkahUbVJPgRsRNlGOOnMvPefpruBXRm5n21hdXzB6p6SZIkSZIk/QMYVQkw4H+Bu4EvDdBuB6CzQV0nMK1eRUQcHRHXR8T1ixYtGnqUkiRJkiRJGjFGTQIsIt4I/DPwnsxcOUDzScDyBnXLqvp1ZOapmTkrM2dNnTp16MFKkiRJkiRpxBgVCbCI2Joyf9d3Bzl5/RPA+AZ1E6p6SZIkSZIk/QNo9V0gB+uTwGTg2xHx1JryiUBUZctr5vx6gAbDHKvyRsMjV1u2bBldXV1Mnjx5PcKWJEmSJElSq42KHmDATpQE2LXAn2qW2ZThjH8CLqxpfx0wLSKeUruR6vkOwPUD7XDx4sWccsopdHV1DcsBSJIkSZIkqTVGSwLs88BhdZY/Uub0Ogw4vqb9j6vHD/bZTu/zHw60w1WrVtGzciWdnQN2FpMkSZIkSdII1tIhkBHxFkrvLoCpQHtEnFg9vzczfwCQmVc3WP9YYKfM/L/a8sy8ICJ+AZwQEVsAVwMvAN4BnJmZVw4U25hM2pYsYVp7+1AOTZIkSZIkSSNEZGbrdh5xGXBAg+rLM/PAQaw/KzOn1KmbAJwIHAFsT5n363Tgc5nZPVBsu0+YkNdusQWTv/tdOPjggZpLkiRJkiRpABExLzNnbfT9tjIBNpLt2TYmr9tiC8bcfgd0dLQ6HEmSJEmSpFGvVQmw0TIH2Ea3YCvY7VhY6E0gJUmSJEmSRjUTYA080p78dcJK5nbObXUokiRJkiRJWg8mwBoYkzBuSRez22e0OhRJkiRJkiStBxNgDez8CNx2+iQ6bl3Q6lAkSZIkSZK0HkyANbBF9ximdrfD7NmtDkWSJEmSJEnrwQRYA49stRWnHHssXZOdBV+SJEmSJGk0MwHWwNL2dh6bMIHOzs5WhyJJkiRJkqT1YAKsgTGZtC1ZwrT29laHIkmSJEmSpPVgAqyBLR95hGNOP53Jt97a6lAkSZIkSZK0HkyANTBhxQomr1jhJPiSJEmSJEmjnAkwSZIkSZIkbdJMgDWSyaqelTB3bqsjkSRJkiRJ0nowAdZAT8DilV0smjmj1aFIkiRJkiRpPZgAa2DBVjDr+Elc272g1aFIkiRJkiRpPYxtdQAj1ZIJQWw+jtnTnARfkiRJkiRpNLMHmCRJkiRJkjZpJsAayExW9vQwt9NJ8CVJkiRJkkYzE2CN5Bi6loxjRrtDICVJkiRJkkYzE2CNPLIzk06/jQW3drQ6EkmSJEmSJK0HE2ANRPfmjOveltl2AJMkSZIkSRrVTIA1stUCOHY3mLyw1ZFIkiRJkiRpPZgAayDbH2HlxAecBF+SJEmSJGmUMwHWj64VXczYckarw5AkSZIkSdJ6MAHWj0njJrFg8YJWhyFJkiRJkqT1YAKsgTERjB8zjtnTnAVfkiRJkiRpNDMB1sDOj8Bt34COrlZHIkmSJEmSpPVhAqyBLZYm2y5ZCXOdBF+SJEmSJGk0MwHWQE/A4pVdLJrpJPiSJEmSJEmjmQmwBhZsBbOOn8S13U6CL0mSJEmSNJqNbXUAI9WSCUFs7iT4kiRJkiRJo509wCRJkiRJkrRJMwHWQGbS3dPN3E4nwZckSZIkSRrNTID1o6u7i83bN291GJIkSZIkSVoPJsAGcMmCS1odgiRJkiRJktaDCbB+BMHhMw9vdRiSJEmSJElaDybAGtj+MbjllGTmolZHIkmSJEmSpPXR0gRYRPxbRJwdEXdHREbEPQ3aTYiId0XEeRFxT0Qsrdb5cUTs1mCd8RFxckQsiIjlEXFXRJwYEeMGE9sOj1OSX3PmDP0AJUmSJEmS1HJjW7z/zwB/B24Atuyn3XTgVOBK4LvAA8DOwHuB10TEP2fmpX3WmQMcCpwGXA28APg08FTgqEFHuOeeg24qSZIkSZKkkafVCbBdMvNugIi4FZjSoN0iYI/MvKm2MCJ+CNwI/A8wq6b8FZTk15cy80NV8XciYjFwQkScmplXDSrCefPg0EObOCRJkiRJkiSNJC0dAtmb/BpEu4f7Jr+q8j8CtwK796l6U/X4lT7lvc+PGFSAEXC4k+BLkiRJkiSNZqN6EvyIGANsDzzYp2ovoDMz76strJ4/UNUPLHMYopQkSZIkSVIrjeoEGPAeSgLse33KdwA6G6zTCUyrVxERR0fE9RFx/eqbPzoJviRJkiRJ0qg2ahNgEbEP8CXgZspk+rUmAcsbrLqsql9HZp6ambMyc9bU3kInwbejJrMAACAASURBVJckSZIkSRrVRmUCLCL2BC6gDGf8l8xc1qfJE8D4BqtPqOoHZ968oYQoSZIkSZKkEWLUJcAi4nnAr4FHgX/KzHpDHR+gwTDHqrzR8Mi1ZOAk+JIkSZIkSaPcqEqAVcmvS4DHKMmvexs0vQ6YFhFP6bP+Uyjzg10/0L4emAIz3wNXTH54PaOWJEmSJElSK42aBFhE7EHp+fU4Jfm1oJ/mP64eP9invPf5Dwfa3183g9u2gy9f8+WmY5UkSZIkSdLIMbaVO4+ItwA7VU+nAu0RcWL1/N7M/EHVbidK8msr4GvAPtUk+LXOycwugMy8ICJ+AZwQEVsAVwMvAN4BnJmZVw42xov+fBELuxbSMbljaAcpSZIkSZKklorMbN3OIy4DDmhQfXlmHli1OxC4dIDNzcjMe2q2PQE4ETgC2J4y79fpwOcys3vA2HaI5N3QFm2c+4ZzOXjXgwdaRZIkSZIkSf2IiHmZOWuj77eVCbCRrDcBNmXcFO76wF32AJMkSZIkSVpPrUqAtXQI5Eg2jnE8n+dz4JgDmczkVocjSZIkSZKkIRo1k+BvbNuyLQdxEON7xtPZ2dnqcCRJkiRJkjREJsD6kSRdK7to37K91aFIkiRJkiRpiBwC2cBiFvMzfsZ9Y+5j38X7Mr1jeqtDkiRJkiRJ0hDYA6yBpSzlFm6hu62b2dNmtzocSZIkSZIkDZEJsAF0dXdx+6LbWx2GJEmSJEmShsgE2CB88/pvtjoESZIkSZIkDZEJsEF44y5vbHUIkiRJkiRJGiInwe/HNmzDwRzM5os3b3UokiRJkiRJGiITYA1sz/YczdEEwcyZM1sdjiRJkiRJkobIIZANdNPNrdzKKZzCnLvntDocSZIkSZIkDVFkZqtjGJFih0jeXX7eduK2zD9mPh2TO1oblCRJkiRJ0igWEfMyc9bG3q89wAZhydIl7HbKbizsWtjqUCRJkiRJktQkE2CDsIIVdPd0M7dzbqtDkSRJkiRJUpOcBH8Ak8ZNIjNpG9PG7GmzWx2OJEmSJEmSmmQPsAE80f0EifOkSZIkSZIkjVYmwAZh2cplrFy10iGQkiRJkiRJo5AJsEHqWtHFjC1ntDoMSZIkSZIkNWnQCbCI2DEiJvZTPzEidhyesEaeSeMmsWDxglaHIUmSJEmSpCY10wNsAfDqfuoPqdpsUia2jWezbGd8jHUSfEmSJEmSpFGombtAxgD1Y2DTmS1+7Cr41GXjeOd1y5k7DWZ3rqDjkEUws6PVoUmSJEmSJKkJzc4B1l+Cazdg8XrEMqI850H4yBXB1C44+E6Y2gXMmdPqsCRJkiRJktSkfnuARcSRwJE1RSdGxLvqNN0a2B04Zxhja6kexvD4qglsQTdJAsGf9zycp7U6MEmSJEmSJDVloB5gWwIzqiWBqTXPe5fp1XZOA963oQLd2BawM0/nT+zOLXya/2B3buEH82a2OixJkiRJkiQ1KTIHN21XRKwCjsjMH23YkEaGiFkJ19UUwK23BDPNgUmSJEmSJA1JRMzLzFkbe7+DngQ/M5udL2xUiy3uo233r7Fy2q/hb3vBzDk8PPlbwP6tDk2SJEmSJElNGHQPsNUrREwHDgK2A36YmfdERDvwJOBvmbliuINshdghknevXXb4zMP5yet+0pqAJEmSJEmSRrlW9QBrqldXRHwe+BNwKnAysHNVNQH4I5vQHGD1vHHmG1sdgiRJkiRJkpo06ARYRLwb+AhwCvBSIHrrMnMJ8HPglcMd4EjRHu20tbW1OgxJkiRJkiQ1qZkeYO8DzsnMDwI31qn/A/D0YYlqBJrYPpHZ02a3OgxJkiRJkiQ1qZkE2K7Ar/upXwRsu37hjDxttDG+bTwRMXBjSZIkSZIkjTjNJMCWAZP7qd8JWLx+4Yw8bWPaWN6znOUrlnPx/ItbHY4kSZIkSZKa1EwCbC7w6noVETEBeAvw++EIaiQZs2oM7bTDKrj5wptZuHBhq0OSJEmSJElSE8Y20fZ/gF9FxA+A06qyJ0XEy4BPAU8G3jTM8bXMFKbwtjFvY8KqCdzP/UxjGlOYwvz58+no6Gh1eJIkSZIkSRqkQSfAMvOSiHgv8FXWJLp+UD2uAN6VmVcPc3wts3lszvbjtoeEySvWjPycOXNmC6OSJEmSJElSsyIzm1sh4knAYcAzgAD+BJyVmZ3DH17rTJo2Kbd+/9acd/h5nPDDE9hs1WbcPu52rjruKjom2wNMkiRJkiSpWRExLzNnbez9NjMHGACZ+bfM/HpmHpOZ78vMLw81+RUR/xYRZ0fE3RGREXHPAO2fHxGXRMRjEbEkIi6KiOc2aLtDRHw/IhZFxNKIuD4iDhtsbEtzKYt7FnPegvO4juu4YNUFPNDzAHM75zZ5lJIkSZIkSWqlZuYAAyAiJgMvALYDLsnMB9dj/58B/g7cAGw5wH73Bi4DOoFPVMXHAr+LiH0y85aatlsDVwIdwJeA+ynDNs+KiLdn5umDCa6ru4uVK1eydOVSAJauXMrDXQ8P/ugkSZIkSZLUck31AKvmAOsELga+D8ysyjsiYllEvKvJ/e+Smdtk5kuABwZo+zXKXGP7V73OvgzsDyTwxT5tPwbMAN6YmZ/IzFOBFwPXAV+IiCmDDfDMW89c6/l3b/ruYFeVJEmSJEnSCDDoBFhEvBY4BbgUeCdl/i8AMnMhcBHwqmZ2npl3D3LfTwX2As6uHW5Z/Xw2cFA1N1mvNwF3Zeb5NW17gK8DWwOvGGyM73nee9Z6/qG9PzTYVSVJkiRJkjQCNNMD7CPApZn5auC8OvXXA7sPS1Tr2qt6rHeXyWsoybg9ASJie2BaVV6vbe32BnTy705e/fPEsRN5wY4vGOyqkiRJkiRJGgGaSYA9Czinn/q/Uubc2hB2qB7rTbbfWzZtCG3XEhFHV5PlX88TpWx5z/I1DXp6nARfkiRJkiRplGkmAdYzQPsdgK71C6ehSdXj8jp1y/q0aabtWjLz1MyclZmzmAQkjO8ujySMf2IFs69c0Hz0kiRJkiRJaplm7gJ5M/AyymT0a4mIMcBhlEnmN4SqPxbj69RN6NOmmbYNjUn46JXBB69JLt65lL30bujY6Vvw9uMGFbQkSZIkSZJar5kE2DeAH0fEpyl3gAQYExFPBz5DuSPkR4c5vl69d4isN3Sxt6xzCG0bevaD8JHFycQcy5tvWbm6/C/veTM7DhyvJEmSJEmSRohBD4HMzDmURNe/A7dVxRcBfwReDXwqMy8c9giL3p5l9Wag35sySHFeFedfKQmuvRu0hTJhf78WbAVPPxZ2PG4lX33BGG7fGo44BKb//UTmL5zf/BFIkiRJkiSpJSIzm1sh4nnAm4FnUO6++CfgB5k5YFJpgO3eCkzJzOkN6q8Dng48IzMfqMp2AG4H5mbmQTVt/wf4MHBIZp5flbVR7iL5NGDHzHys33h2iOTd1c8EyZrz9LG9P8ZnX/bZoR2oJEmSJEnSP6iImJeZszb2fpsZAglAZt4A3DAcO4+ItwA7VU+nAu0RcWL1/N7M/EFN8w8AlwK/i4ivV2XHUXqxfajPpj9HmZPsRxHxJUqPsDcCewHvHCj51ddYxtJN9+rnK25cQdd+XUyePLmZzUiSJEmSJKkFBp0Ai4jDgEsz86Fh3P87gAP6lH26erwcWJ0Ay8yrIuJA4D+rJYGrgMMy8+baDWTmwxGxLyURdgwwhTJU8w3VUM5BaaONl/JSZjKTLrqYz3xmMpNtc1s6OzvZddddmzpYSZIkSZIkbXzN9ACbA6yKiPnAb6vl8sxcMtSdZ+aBTba/GnjxINt2Am8ZQlgAbM/2HM3RQBkCOYUpbMd2ZCQETJtWb459SZIkSZIkjTTNJMD+BXgR8E+UoYfvB3oi4kbWJMR+l5nLhj3KFljBCn7Nr9me7fk7f+eft/hnzn70bJbkEjqXd3JI1yHMnDyz1WFKkiRJkiRpAINOgFV3eLwQICK2oCTCepePAP8KrAAmDn+YG9/DPMxVXLX6eceTO7j+0TXz/M+ZP4eTO05uRWiSJEmSJElqwpihrJSZjwK/AM4GfgbcQbkjZPvwhTayvHyXl6/1/KAZBzVoKUmSJEmSpJGkqbtARsQelDm4XgzsB0wCHqbcnfFrwG+GO8CR4q7FdzFp7CSeWPkEk8ZOYsmKIU99JkmSJEmSpI2ombtAPgRsBTwGXAH8B/DbzPzDBoptxBjDGHbZchdW5komjp3ImDFjmLHljFaHJUmSJEmSpEFoZgjk1kBSenv9EvjlP0Lya/Oxm/Oz1/+Mo35+FCt6VrB05VJ6enrY/4z9Wdi1sNXhSZIkSZIkaQDNJMD2AT4JbA58CbgtIu6LiO9FxJER8ZQNEmGLbTd5O7566VfXKlvas5QV3SuY2zm3RVFJkiRJkiRpsJq5C+Q1wDXAf0XEeGBfyh0gXwy8ARgbEXdl5q4bJNIW2e3R3diKrdYqG8tYelb28KSeJ7UoKkmSJEmSJA1WU5Pg98rM5RFxLTCeMhH+NsDTgF2GMbaWGstYXsEreB7PA+BIjuTW9lvZZcUutNHGNKZxz/x7mLXbrBZHKkmSJEmSpP40Mwl+O6XX14uqZVbN+rcAXwF+O9wBtspUprIHe5AkADOYQceTO5h09yQAgmDWLJNfkiRJkiRJI10zPcAeBdqBAO4EvktJeF2amQ9vgNhaKklu5Vau4zp2ZmfmM59Fdy9iR3ZkL/biOq5j3L3j+Pj0j7c6VEmSJEmSJPUjMnNwDSNOB34D/DYzH9igUY0AsUMk764pSErqr8a2E7dl0b8u2phhSZIkSZIkjVoRMS8zN/qQumZ6gH0SWJSZS+tVRsREYGpm/mVYIhsJepNeWfO8xvEz37WRA5IkSZIkSVKzxjTRdgHw6n7qD6nabBpWVUsPvPM6uPWbcMJVcPBtsHUX/Nfl4/h47tPqKCVJkiRJkjSAZnqAxQD1Y1inj9ToteeDcN2n4aZ/fyfP/eV3APjir2HVZlPoWdVDW/t4mD27xVFKkiRJkiRpIM30AIP+E1y7AYvXI5YR5e8T4IVHwvPGfYeXvGM8P3vOOO4+9wx2++BY3vxa2O1YWDi51VFKkiRJkiRpIP32AIuII4Eja4pOjIh6E19tDewOnDOMsbXUgq1gwYzy82+espyrZkzkvRP+wF8n9nDnzkuZOBYuvutijnj2Ea0NVJIkSZIkSf3q9y6QEfEB4IPV0x2Bh4GuPs0SeBy4Bvj3zNwkbou4zl0ggc3Hb04QPLr8UQC2nLAldxx7Bx2TO1oQoSRJkiRJ0ujSqrtA9jsEMjO/mpkzMnMGZQ6wD/Y+r1l2zsxnZ+bRm0ryq9cYxvD6Z76eiWMnApCZvGOPd6x+3rOqh7mdc1sZoiRJkiRJkgYw6DnAMnNMZv5oQwYz0iTJfk/Zj4njJrJZ+2a0jWlj5613pr2tnYljJ9I2po3Z05wIX5IkSZIkaSTrdwjkP7LaIZBnHHIGbW1tHHfhcXT3dNPV3cWEsROYMHaCQyAlSZIkSZIGaUQOgVTx3Zu+y5YTtqRnVQ9d3WUKtGUrl9GzstshkJIkSZIkSSOcCbD+VJ3jPrT3h5g9bTbj2sYxuW0SkTBlOYxb0sXsxzZvbYySJEmSJEnqlwmwfmz1BJy7879z6G6H0jG5g9uOuY2frHglt3wTfvxTuO0U6DjvklaHKUmSJEmSpH44B1gDe4yJ/M0EeP8XXkLX1pM5fu/j2X/6/jB/PvmsZ0EmRBC33AIzZ7Y6XEmSJEmSpBGvVXOAjd3YOxwtFmwFz3g7LFr0a1gE595xLpcfeTnbTN2G178nef18OGtmctZUMP0lSZIkSZI0cjWdAIuIScB0YBsg+tZn5hXrH1brPToemLJ22Zev+TLP2u5Z/HE7OGm7UjZn/hxO7jh5o8cnSZIkSZKkwRl0AqxKfH0JeFuD9YIybXzb8IQ28lyy4BJe9fRXrVW255P2bFE0kiRJkiRJGoxmeoB9FXgH8Evgt8DDGySiESwILrzrwrXK5v1tHofudmiLIpIkSZIkSdJAmkmAvRr4cWa+eUMFM5IEQbLmBgETx05kXNs43jfrfZw1/ywyk4jg8JmHtzBKSZIkSZIkDaSZBNgE4LINFMeIs8tiOPGiiXz3qOfwjtnvYZvJ2zB72mw67lnELackc2bC4fOTma8DOlodrSRJkiRJkhoZ00Tb64GnbahARpotliavumEpm19+DUf9/Cje/NM3M+eWOTBnDjMXwcmXwTMXweNnntbqUCVJkiRJktSPZhJgHwPeFhGzNlQwI0lPwMo2mDutPF+yYgnv/9X7OfMZK8kIkjLj/0tWfIeFXQtbGaokSZIkSZL60XAIZETU69p0P3BNRFwN3A309KnPzHzHMMbXMgu2gt3eDoumrF3+8QfP5Mnnf51rvnQC33/6Cu7fNpnbOZeDdz24NYFKkiRJkiSpX/3NAXZUP3X7VktfSblT5Kj36HhgyrrlH3nBR3jmsw7jtTf9G93LVzFuFcyeNnujxydJkiRJkqTBaZgAy8xmhkdumnr7t62CzSduxn+++L84bu/j4IoruO2zjzF3GszufIyOF94O+zsTviRJkiRJ0kg0qpJcETElIj4eEbdExGMR8VBEXBURR0VE9Gn7/Ii4pGq3JCIuiojnDnZfe/4V8tPV8vmxPHrfmzhu58Nh4UI48UQ6uuDgO6GjC/jmN4f9WCVJkiRJkjQ8IjMH1zBiBrB7Zp7foP6VwC2Zec/whbfW9scAlwP7AN8DrgEmAW8EZgP/nZkfrdruDVwGdALfqDZxLNAB7JOZtwy0v1kReX3fws02g7Y2WLasLL3OPRcOPXTIxyZJkiRJkvSPICLmZeZGv8Fif3OA9fVfwFOAugkw4EPAX4C3rm9QDTwf2A/4SmYe31sYEd8EbgfeDXy0Kv4asALYPzM7q3ZnAbcBXwReOqQIli6FcePWTn5NnFiSYpIkSZIkSRqRmhkCuR/wq37qLwb2X79w+rV59fhAbWFmrgAeAroAIuKpwF7A2b3Jr6pdJ3A2cFBEPGkwO8w+y6oJ42H8eJg8mYyge9IElrePYdHMGet5aJIkSZIkSdpQmukB1gH8rZ/6hcB26xdOv+YCi4F/jYh7gGspQyCPBPYE3lO126t6vLrONq4B3l61v6C/na2qlm7gR8+GG5/SxsXPG8eVb7uScfNu5GVXvZepf3ucudOg+6z9uOPYO+iY7ET4kiRJkiRJI00zCbDFwC791D8VeGz9wmksMx+JiEOA7wBn1VQ9Brw2M8+tnu9QPXayrt6yafX2ERFHA0cDsAWMPb62tofN2nu4tnsBPHtLbrmjh6VblJqJ3cuY2zmXg3c9uPkDkyRJkiRJ0gbVzBDI3wHvqjd8sCp7J3DlcAXWwOPArcAXgNdU+/wz8KOIeEnVZlL1uLzO+sv6tFlLZp6ambMycxaTWDP2ERjfNp5xbeOYPW02s6fNZvyYcavrx3ctZ3a7wyAlSZIkSZJGomYnwX8lcGNEfBG4qSp/LmUC/CnAZ4Y3vDUi4lnAVcDxmfmtmvIfU5Ji346IXYAnqqrxdTYzoXp8ok7dWrZYBm2PQwZ8+Glv4dkHvp7Z02avHuZ4xzNO4eLPvguWLeOlD06iY98FMH3mehyhJEmSJEmSNoRBJ8Ay86aIeB1wOvDfrO4bRVAmoT8sM68f/hBXO56SwDq7T1xPRMQFwLHAdNZMkl9vmGNvWb3hkWt56iNw/Rcpd328/wvQsfb8Xh37vpQj/jSh9ClrA2bYA0ySJEmSJGkkaqYHGJn5i4jYEXgZ8LSq+E7g4sxcOtzB9dGbvGqrUze25vG66ucXUOYLq7U3JXE3b9B7vfHGdZJfq61aBcuqUZX77Qd33NG4rSRJkiRJklqimTnAAMjMpZl5bmb+T7WctxGSXwB/rB6Pqi2MiC2BQ4FHgD9n5p+B64HDImKHmnY7AIcBv83M/u5mudrySRNYfNuNq58v7FrIL+78BQu7FsLcudDdvbpu1fJlpUySJEmSJEkjSlM9wFrsK8Bbgc9V84H9HtgaeBewPXBMZvZUbT8AXAr8LiK+XpUdR0n4fWgwO+sJeDyX8fyb3sdVL38pALudshvdPd2MaxvH7YddwTbt42Bpyf0tYTndM2cwdVgOVZIkSZIkScOlqQRYNcn88cDzga1YtwdZZuYuwxRb3w3fGxGzgU8ALwbeACylTMb/ocz8WU3bqyLiQOA/qyUpE+gflpk3D2Z/C7aC3d4Oj05YztzO0rOru6ebx1Y8xmbtm3Ft9wLaLzyFs778LpauXMbVu03ia90LOBgnwpckSZIkSRpJBp0Aq3pdXUm5u+IdwM7AfGAb4EnAXcD9GyDG1TLzLuDIQba9mpIoG5JHxwNToD3h/DvO57IFl7F05VImjZ3EuLZxzJ42G6bBG2dNYvnKNlblKjZv33you5MkSZIkSdIG0swcYCcDK4DnsCax9IHM3AF4N7AlcMzwhtd6K1at4NQbTuXOR+5k5aqVPLHyCU575Wl0TO6gY3IH57z+HLq6u1i6cikHfu9A5i+c3+qQJUmSJEmSVKOZIZD7Aadm5h0RsU1VFgCZ+e2IeCHwOeCQYY5xxPnWvG9xxV+uYOqkqVzbee3q8iSZM38OJ3ec3MLoJEmSJEmSVKuZBNhmlGGOUHqCAUyuqf898NnhCGqku+iui7jorovq1h0046CNHI0kSZIkSZL608wQyAcpc32RmY8BXcCuNfVbAW3DF9roM2nsJJasWNLqMCRJkiRJklSjmR5gNwGzap5fDnwgIuZSEmnHAoO6w+Kok1SDPesLgsljxtPe1l4mx5ckSZIkSdKI0UwC7EfAMRExMTOXAv9BSYJdWtUvBT4+zPG1ziqgZ+2i3bd8Kj854lwATrvxNKZOmsqT2Yw93vZxFkzpZvZD0PF21h4YKkmSJEmSpJaKzBz6yhFPAV5NSRVdmJl3D1dgrTYrIq+veZ5A1wknMOWLX1y74S9+AW96Ezz2GD2TJ9N9xhlMeN3rNmaokiRJkiRJo0JEzMvMWQO3HF7NzAG2jsy8LzO/lpmnbErJr15ZswB8b+lSFi5cuHaj2bPJsWNZPn48K1at4jt/+ANdXV0bOVJJkiRJkiQ10swQSAAiYjLwAmA74JLMfHDYoxoBHtlyS85/yUvYbPfdid/8hvkzZ/LQdtsxf/58Ojo61jTs6ODuCy7ghm99i3s6Olg5cSKdnZ3suuuujTcuSZIkSZKkjaapHmAR8V6gE7gY+D4wsyrviIhlEfGu4Q+xNZZPnMjte+zBjLe+lctf9CIe2m47AGZeeinMn79W2yc9+9ksmDmTlVttRVtPD9Pa21sRsiRJkiRJkuoY9BxgEfFa4GzgPOB84DvAQZn526r+XGBcZv7LBop1o9p9woS8duxYJl97LQunTmX+pZcy87jj+P/s3Xt03FW9///nnmsmk2mD2AEarA3VlpJSQcpYUCMo9ojGA8glX3uqYj2Kpe35cfHowQsi8BU9iqKliBysaPkVS1HAEw5aKkJALgPYI20IbSnBSrhMQdMkk8ncsr9/zKWZZCaXJmmS5vVYK2syn70/+/OeaelavNd7v3dw714wBrZtg5qa/PzoSy/Reu65VL38Mv5UCpqboXelmIiIiIiIiIjIFDcZeoD9O/BHa+05ZJJgfT0NLBiVqCaAsnic8miUB7/zRZ7vep7Eb29gxt69mUFrYeNGItEIDTsbiEQj+Ldv5x27duKPROhJJiAcHt8PICIiIiIiIiIiwPB6gB0PfGWA8VeBQ6rkyQKrAo/S/IsPMH86bM8NGMObHz+D+Wvnk0wncTvd/OljdxNMRXF5IZWKkq6pZsY4xi4iIiIiIiIiIhnDSYClGbhibCZwyBx/+EoFLPgUNGdaf9F8BCxYAf/S7OC9X/oxndPbSaaTdCQ6CHgCbIhs4fZLyzmuJcpz1eX8ONlCHTUDP0RERERERERERMbccLZA/gX4p2IDxhgHcD7w1GgENRG8Gtif/MppPgK+908BjjvtfEJVIdxONwFPALfTTX1NPf+Y5ubBGh//mOYmVBUan8BFRERERERERKTAcCrAbgTuMMZcQ+YESACHMWYe8G0yJ0IOtEVy0vIaLzjgqg9cxfJ3Lyfoz+z0bF7ZTLg1rGSXiIiIiIiIiMgENuQEmLV2ozHmeOBrwBXZy78DTPbnKmvt/aMf4viL2zgePDzzyjOsCa/h1KNPZVblLM6ad1Z+Trg1TDwVJ5aK5d/Xza0br5BFRERERERERCRrOBVgWGu/boz5DfAvwLFkEl+7gPXW2qfHIL4JI5FOcNfzdwHkX3/wxA/wu/14XV6uqr0qn/yKpWK8GX1z3GIVEREREREREZH9jLV2vGOYkMxMY7loaHMDngBvm/42ntv7XP7a+2e9n8bPNo5RdCIiIiIiIiIik48x5hlr7aKD/dzhNMGfemz2Z4Bxv9OH2+nmy6d8uWDoclctRCJjGp6IiIiIiIiIiAxuWFsgpxJPCk74G3xvCxweg401kHI7+cXxaU6t/gCzfvswZ+2A9rIYoQ2/I3hiLZVllVzf+B0uv+VZztr1Y3D/BJqbIRgc748jIiIiIiIiIjJlKQFWwvF74cl1+99/6yEwpLnyTx66l/iY/kCmAZoFonfdS0OgnVNmnUJj1ddg11Lo6CDp9xFt3EzlecvG6VOIiIiIiIiIiIi2QA7A9vlp90DUJqib/ruC6x+K38LSXy9l/tr57K2ppsflpN0LHT0x3vPsaiJRbYUUERERERERERkvqgArwQIp4MXp8LOToGEeHNMG4SrYWwEnrnLxiWdT3PsuL88fniaWiBHwBHgy2YLnvjXcevMXeCgYo9uXJtwapm5u3Xh/JBERERERERGRKalkAswY8yJwibX2t9n3VwK/sdZuP1jBjac/HwWePqdANh+x//cXZ5Zx/UyD0+HEC7gcLtxON6GqEFTBH2p8IpBpUgAAIABJREFUJNJOwFJdWX0wQxcRERERERERkV4G2gI5Cwj0en8VsHBMo5lEOhOdXPeh69ixagc7Vu1gw7kbaF7ZTNAfJOgP0nhhIwDWWmpvq9U2SBERERERERGRcTJQAqwVOL7PNTuGsUw6r0dfzye86ubWEfTvP+2xpa0FgyGajBJPxmnc3TiOkYqIiIiIiIiITF0D9QC7F/iyMeYjwN+z175ujPn8APdYa+2HRi26Ca6+pr7kWKgqhMvhwouXnlQPz97/LGfOORO/338QIxQRERERERERkYESYF8B/gGcAbydTPXXDKD8IMQ1YQXLg5w2+zSu/MCV1ARrSs/zB7nvzPu4+b9vJpgK4uvx0drayty5cw9itCIiIiIiIiIiUjIBZq2NAd/M/mCM6SHTFH/DQYptXB3JkXyaT7OWtcwNzuWCBRdw9PSjmTVtFltatvBm15s07GwgVBXKb32MRCNsem4TL/79RZafuJyFcxZS464h5UiRJo2n0jPOn0pEREREREREZOox1g6trZcx5jPAw9bal8Y0ogmibGaZdV3kIkq05By/24/X5aV5ZTMA71zzTtrj7QAYDNtWbMOPn3N/di4v25dJuVL5RvkiIiIiIiIiIlONMeYZa+2ig/3cgZrgF7DW/iKX/DLGHG6MWZT9OXzMohtHceIDJr8AoskosWSMzbs3E24N053szo9ZLBubNrK9bTu72EUkGaE93s66P68b69BFRERERERERKSXISfAAIwx7zLGPAxEgCezPxFjzEPGmIVjEeBEF0vFWH3/aqorqylzl+WvGwz1NfWEqkL5a6meFFc8eAWNL+lESBERERERERGRg2WgJvgFjDELgEeBMjInRDZlh2qAjwOPGGNOtdY2lVjikOLEidPhJNGTIN2TpqWthV2rdxX0AMs1yf9g9Qe5d8e9+XtvevomamfXjlfoIiIiIiIiIiJTypATYMDVQBJ4r7X22d4D2eRYY3bOuaMX3sSVq/ZyO91YLNM80wi3hjn/uPP79fi6bPFlBQmwT9Z88qDGKiIiIiIiIiIylQ2nCf4bwE+std8oMX4t8EVr7VtHMb5xY2Yay0UDz/G5fMRSMXwuH92pbvwePx6np2ij+3ub7+X8u87HZVz4PD41wxcRERERERGRKWfCN8EH/MBrA4y/mp0zpowxbzHGfN8Y84IxptsYs9cY80djzPv7zHuPMWaLMabDGNNujPmdMeaE0YwllorlXy2WzkQnyXSScGu431yn04nX5SWWjpFIJ4rOERERERERERGR0TecLZAvAnXA2hLjddk5Y8YY83bgIaAC+BmwE5gOLASqes1bnJ3XClyZvbyK/X3Kto1VjE6Hs6DxfU51ZTXRROZUyWgiSnVl9ViFICIiIiIiIiIivQwnAfZL4DpjzAbg/wLPZ6/PB64AlgD/Mbrh9XM7mZgXWmtfHWDej4EEUGutbQUwxtwJNAPXZ2MddR6HhzVnrim6tbGlrYVydznRZJRydzktbS35JvkiIiIiIiIiIjJ2hrMF8vvAJuD/AM8C3dmfvwCfzI5dP9oB5hhjaoH3Af9prX3VGOM2xpQXmfcO4GRgUy75BZD9fRNwhjHmyLGIsdxTzolHnkjDzgYi0UjBWKgqhNvpxufy4Xa6i1aJiYiIiIiIiIjI6BtyBZi1Ng3UG2NuBc4Gcnv4XgTusdZuGYP4evto9nWPMea/gTMBpzFmF3C1tfb27PjJ2dfHi6zxBLAcOAm4b6QBuYyLWz9+K06nE4ATjzyR2ttqSaaTuJ1uNboXEREREREREZkAhrMFEgBr7QPAA2MQy2DmZV//C9gFfAbwAJcD640xbmvtz4GZ2Xmt/ZfIX6sqMoYx5gvAF4BMZ7Esr9PL0YGjecdb3kFnspMnW58k1ZOizF3G4f7DqZtbB0DDzgaS6SQdiQ4CngDh1nB+LNwaJt2TJpaK4XK42Lx7M5VllYSqQkqSiYiIiIiIiIiMoWEnwMZRIPvaAZxurU0AGGPuIVOF9m1jzC+A3LbIeJE1urOv/bZOAlhrbwFuATAzjc1dj6fj7G7bze623QXz+zazz21zDHgC/bY59h5zOpysvn816Z60KsVERERERERERMbYcHqAjbdY9vWOXPILwFr7D+C3wJFkqsS6skPeImuUZV+7iowNm8vhoqWtJf8+6A/SvLKZDedu6JfU6j225sw1pHvSdCQ6SKaThFvDoxGOiIiIiIiIiIgUMZkqwF7Ovr5WZCx3IuRhwCvZ34ttc8xdK7Y9cthcDldBBRhkEl25bY995cYi0QhOhxOfy4fT4VRDfBERERERERGRMTSZKsByZVJHFxnLXYsAT2V/P6XIvMWABZ4ZjYBiqRjv+/n7+p34KCIiIiIiIiIiE8dkSoDdQ6b/1zJjTEXuojHmKDKnUu601r5grX0BeBo43xgzs9e8mcD5wIPW2mJVZAdkX/c+vvGHb7D2qbWsaFjB2vBaItEIkWiEhp0NRZNjvRvix1NxNu/ePFrhiIiIiIiIiIhIH8ZaO/isCSJ7SuNPgSZgHZlTIFcARwF11trN2XmnAn8ks21yTfb21cARwHuttX8Z9FkzjeWiA4sz1+i+VJP7SDTCvBvn0dbdBkBlWSU7Vu1QI3wREREREREROaQZY56x1i462M8ddgWYMWa2MeZfjTFfM8bMzl7zGGNmGWM8ox1gb9lTGs8FOoFrgK8BO8icCrm517zHgNOAl4Brs3NfAGqHkvwaqVxlV6km90F/kDVnrsHn8gGQ7kmrEb6IiIiIiIiIyBgZVhN8Y8x3gcsAJ5leWo+TSTKVAc8BXwduGN0QC1lrfwP8ZgjzHgc+NJaxlJJrbu9yuHA73f2a3EeiEZ555RkS6QRO4ySRTjDNM208QhUREREREREROeQNOQFmjLkI+Hfgx0AD0Lviqt0Y81vg44xxAmyimT19NpctvgyH08H217ezILiA82vOBzK9vkJVoX7bH6t/VE1Xsit/LZ1Oc9ovTmPbim3UBGsO+mcQERERERERETmUDacC7GLgbmvtJcaYw4uMPwusGp2wJocyVxmfetenqD++vmj/rrq5df2uhVvDdCe7+123WNaE13Bz3c1jEquIiIiIiIiIyFQ1nB5gc4EHBhjfC7x1ZOFMLvFUnB88/gPmr51f9LTHYkJVIcrcZUXHfvrMT2mKNI1miCIiIiIiIiIiU95wEmDdgH+A8bcDbSMLZ+IpcxYmqz749g9y40dv5LLFl1HuLieajBZtdF9K0B+k5f9r4Wvv/xoLZyzkmMpjCsY3Nm0ctdhFRERERERERGR4WyDDwDnA9X0HjDFlwKeAP41SXBNGsDzIno49+fcLj1zIr579FdFklEQ6gdvhpsf2cOufbyWdTuN0OqmurKalraVf/6/8mv4g137wWv7tPf/Gpuc2sfp/VmOxAJxRfcZB+2wiIiIiIiIiIlOBsdYObaIxZwC/BzYA64A/AMuAN4FvAScBtdnTFyc9M9NYLhr+fT6nj+50N36PH4/TQ/PK5qJJsEg0wvy180mmk1gsyXQSp3FS5i4reY+IiIiIiIiIyGRmjHnGWrvoYD93yBVg1totxpgVwI+ApdnL67OvCeDzh0ryayRi6RgAnYlOfC4fm3dv5oY/3cAzkWeo9FZy21m34XQ6aetuI5lO0pHowOfyYYyhK9VFqifFpqZNrAytHOdPIiIiIiIiIiJyaBhyBVj+BmOOBM4HjgUMsAu401rbOvrhjZ8DrQAbinJXOR6XB4B0TxpjDO3x9oI521dspyZYMzYBiIiIiIiIiIiMgwlfAZZjrX0NWDMGsUwZXakunA4nN33sJirLKmnrbmP5PctJ2mR+zsamjVwdvHocoxQREREREREROTQMOwEmg/M5fcTSMbxOL/F0vN94uasct9PNkjlLCPqDRKIRfB4fyXgmAWYwHFFxBJFoRL3ARERERERERERGaFhbII0xpwCrgHcCh5PZAtmbtdbOGb3wxs9YbIHs3QOs7wmRkWiETc9tYtvr27hj+x1Ya3E73WqILyIiIiIiIiKHjAm/BdIY82ng50AS2AnsGaugDjVlzjI2XbCJurl1JecE/UFWnryShp0NbNi2Id8cf92f19GV6qK+pl49wUREREREREREDsCQK8CMMTuANHCGtfaVMY1qAhjtCrCHP/MwtbNrB50XiUaYd+M82rrbCuPBsG3FNiXBRERERERERGTSGq8KMMcw5r4d+MlUSH4Nhemz+/OLJ32R9eesZ/0569m+YjtnzTurYHxLy5YhrRv0B1lz5hp8Ll/BdYtlY9PGkQUtIiIiIiIiIjIFDScB9jLgHatAJptrT7s2nwQzGFaFVrFs4TKWzFlCS1sLly2+rGC8vqZ+yGsvmbMEn9tHuas8f224a4iIiIiIiIiISMZwtkB+CfgXYJG1Nj2mUU0AA22BLHOUUe4t5+4L7mZLy5Z8f65INML8tfNJppO4ne5+48MRiUbYvHszK+5bQSKVoMxdxq7Vu9QQX0REREREREQmrQnfBB94BjgXCBtj1gItZHqCFbDWNo5SbBPO26a9jbbuNjoSHbjTbtoT7Vx9+tX58XBrmGQ6SUeig4An0G98IJFohHBrOH86ZNAfZF/3PuKpOMmeJO4eN+HW8ICN9EVEREREREREpL/hJMD+0Ov3W4G+pWMme8050qAmqn8/5d+5qvEqAp4AbqebUFWoYDxUFcLtdJccL6Vv5Vjzymb2Rvey6v5V+TnRZJRpnmmj+nlERERERERERKaC4STAPjtmUUwCl7znElYvXk398fUFlVq9Bf1Bmlc2lxwvpW/lWLg1TLg13G/elpYtQzpJUkRERERERERE9htyD7Cppm8PsJOPPJlPHPcJAmUBAKZ7p7NkzpJR6clVqgJswU8W7I8Hw0OfeYj2RPuwkmsiIiIiIiIiIhPFePUAUwKshIGa4OdUllWyY9WOUUuC9a0ca4o0cWP4RiyWpQuWcs6d5xQkyZQEExEREREREZHJZMIlwIwxtbC/qX3u/WAOlSb4Q0mAuR1uVodW85X3fWXUklHFEmEADTsbWPrrpfltkhvO3UCoKjTs7ZYiIiIiIiIiIuNlIibAesg0tfdZaxO93pdcC7DW2kOiCf5QEmA5o1UJVmwrZG7NvmONFzZSe1utKsJEREREREREZNIYrwTYQE3wl5NJeCWz76d0E/yBxFNxwq1h6ubWjWidYs3wc2v2bbA/0FwREREREREREdmvZALMWntbn/e/GPNoJhpLpq5tEA7rpdoTGvHjQlUh3E43AU8At9NNqKpwzaA/mE9y5eZWuAPYtHtUni8iIiIiIiIicihSE/wSzExj+dfM7y6nh9mVs+hOdRNNRnE73Zw972yq/Qu59hvTYfcSvKkgzc0QHOEuxFI9wIppeinC4nPD2JdDo/Z8EREREREREZGxMhF7gM06kAWttXtGFNEEYcwiC08DFmqvJvCR6/mPU/+DrnQXdzx7B/vi+/Ds/gRtG9YSi7rxV6Spu+IOLl46i217t9H4UiN7o3tZMmcJH5/3cVraWqiurKalraVfcisSjbB592YAlsxZMuReXg0NsHQpdHSAz5/kltuiLDuvciy+DhERERERERGREZuICbDBmt4Xdcg0wTeLLDwFWFixAI5o7j+pcwasbcZrKojbTlg5Hyr2Fl2v3F1OLBnD7/HjcXryTesj0QjzbpxHW3cbMLyG+pEIzDu2h7auTnCkqPzSKez4yiNqhi8iIiIiIiIiE9JEbIJ/NQeQADtkePfBvNvgvd8rnvyCTLJr5XwC//gY8cPuK5n8AuhKdgHQmegsaFofbg0TT8Xz84bTUD8YhDX3beELN99KLPgQaV+3muGLiIiIiIiIiPQxUBP8qw5iHBPPW16ATywffF7FXs48Jc3t294YMFvodXiJ98Txu/04HU7autuIRCOEqkJ4XV5iqVhmnsvbr/n9QJYsPAFfzR9wpZMF66oKTEREREREREQkQ03wSzAzjeWiwmsuXKRIFZ1f7i4n3ZPGgQMMnHHMGXTGOzn1bafyo/CP6Ex0AuBz+XA73VhrcTvdNK/MVJcdSA+wnFwPsdX3rybdk86vqySYiIiIiIiIiEwk47UF0jGcycYYpzHm08aY240xDxhjTsxePyx7vWpswhx/BlMy+QWQSCdwGAexdAyXw8UXTvoCD174IIvftph0Tzo/L92TJplO0pHoIJlOEm4NE/QHWbZwGUvmLGHz7s2sfWottz97O5FohKZIE1f+8UoaX2qkYWcDkWik37OD/iCVZZWke9J0JDqIJWP5hJqIiIiIiIiIyFQ3UA+wAsaYcmAzcCoQBcqBw7LD7cB3gHXA10c5xgnBDtIOLdWTosxVRsATwO1057cx9t3iWOYuw2EcuByugnl9m+EDVHgqiCaiWCzXNF6D3+3H6/IWre4KVYVwOjLnD8RSMVbfv/qAqslERERERERERA41w6kAuwpYBJwDHAOY3IC1Ng38Bvin0QxusvlQ9YfYcO6GggRV0B9kx6odrD9nPevPWc+u1bvYsWpHv3l9m+EDdCe7CxJv0WQ0XzXWV9AfZM2Za/C5fECm0qzYPBERERERERGRqWbIFWDA+cAt1tp7jTGHFxl/AagfnbAmp8sWX8axM44l3BqmurKalrYWQlWh/BbHnNw2xr3RvYRbw4SqQv0qxQBcDhep9P5tl+Wu8oKqsdxauTWWzFmCz+3D6XBisVRXVh+ETy0iIiIiIiIiMrENJwE2E/jLAONdQGBk4Ux+89fOJ56K05Xswu/x43F6Ciq9ItFIyTk7Vu1g8+7NvLzvZa5uvLogGQZgjKHxwsZ+ayXTyXzj+8YLG1n8s8VYa6m9rVbN8EVERERERERkyhvOFsg3gYGa3NcAr4wsnOExxpQbY140xlhjzI1FxucZY+4xxvzDGBM1xjxijPngWMVz09M3kUwniSYzfbs6E510Jbv47qPfzVd9hVvD/ebEkjFO/8XpPL7ncZYtXMaCIxYU7TnWY3toaWvJv8+t1buhfktbCwZDNBlVM3wREREREREREYaXAPsD8NlsM/wCxphqYDnwu9EKbIiuBmYUGzDGzAEeA04B/hP4d6AC+L0x5ozRDsRguHjRxThM4VfanermB0/8gHk3ziMSjRCqCuF2uvG7/RgMZa4yYqkYz+19jrPvPJt7m++lurKa7lR3v2d4Xd6C7Y+5tXo33i/WDL/YyZEiIiIiIiIiIlPFcBJg3yJz6uNTwArAAh8xxlwH/BmIA9eNeoQlGGPeDVwCfLPElOuASuCfrLXXWWtvAt5PpkptrTHGlLivwFHlRzF7+uyS4w4cfGTOR9i2Yhu1s2v53ImfKzovnooTbg0T9AdpXtnMr877FdtWbOOYw44pmHf9E9fT0taC3+0HwOPw8MWTvsj6c9azY9WOgu2MubV6N9RXM3wRERERERERkULG2v5b7UpONuYkYB1wfJ+h7cCnrLUD9QgbNcYYJxAGXgVWAS3AWmvtquy4n8yWzT9Zaz/U595vkKkce4+1tmRmyMw01nuxlxOOPIEVJ63A6XSyL76Prz/4dZLpZMkeX02RJo7/yfH9tjBO905n5+qd/fpx3dt8L2ffeXb+/T0X3MMps07p19urWB+v3g3wg/4gjS81ct2j1xHwBrj/hftJpBP4XL6izxUREREREREROdiMMc9Yaxcd7OcOpwk+1tpngHcZYxYA8wED7LLWbh2L4AZwKXAscG6J8YWAF3i8yNgT2deTySTRSoqn4zzZ+iRPtj6ZvzbNO42b627mxCNPLDjlMacmWMO2FdvY2LSRk448iaV3LyXdk6ZUwdlZ88/ingvu4fonrufyxZdz1vyzAGhe2VyQ3OqrbwP8dR9fV5BIy0mkE+yN7lUCTERERERERESmrGElwHKstdvJVH0ddNl+Y98CrrbWvmSMmV1k2szsa2uRsdy1fg39jTFfAL4AwPTiz2+Pt/PdR7/L0dOO5qPv+Ci3P3s7n6z5JE6nM9+fa+trW5l7+Fw6kh04jZOudBcep4dwa5i6uXVEohE2PbeJ7a9vZ0FwAafNPo0vv/fLBf29gv4goapQQRKsd8VX7wb4AU+A65+4vuR3trFpI1cHry45LiIiIiIiIiJyKDugBFi2Ef7hZCrAClhr94w0qEHcDLwI/GCAOblG/fEiY9195uRZa28BboHMFshSi2/fu53te7fzu92Znv8bmzZS7irH4/LQY3toj7cDmWoxp8NZ0KQ+Eo3wzjXvzM+BTAP9vtsp+1Z4NV7YSO1ttQXvezfAv3zx5Tyy55Gi8Z5RPeo9/0VEREREREREJo0hJ8Cyfbe+AqwEjhxgqnOkQQ0QwzLgw0CttTY5wNSu7Ku3yFhZnzmjoivVhcWS7knnryXTSW75+C1UllXmq7gadjbQnSw84dFi6Ux0EvAE8lVifSu8NjZtLHjf0tbSb5vkw595mOsevY5ET4LH/voY3T3dlLvKaU+09w1XRERERERERGTKGE4F2A+A1WROfNwE/GNMIirBGOPNxvA/wGvGmHdkh3JbGadnr71B5qTH3mO95a4V2x55wDxOD26nG5fDRSKRAMBhHMyaNqsgARWqClHmLiMRT+SvGQzl7nIslurK6vy83hVe9TX1rH1qbUE1WdAfpG5uXX6d2tm11M6uzVePudKZP97cmiIiIiIiIiIiU9GQT4E0xrwBPGStPW9sQyr5/EqGlnT7dzLbJN9g4FMgF1trnyxyf2beTGO5aHgxVngqcBgH3cluEj2ZExi7U91Ftzf27gF2fPB4PnbHx7DW4nV5C+aV6gE2WFP7pkgTi3+2uN+aIiIiIiIiIiLjZbxOgXQMY64b2DxWgQxBFDi/yM/F2fHfZd//1lrbCfw3cJox5l25BYwxFcC/ArsY5ATIAwowESWeipPoyVR3xVKx/PbGWDLG5t2Zry/oD3L+cefz3lnvZXrZdPa076Gnp4doMkp3sptwazg/r25uXT5x1ff9QFraWjIxJaMk0on8miIiIiIiIiIiU81wtkA+Bhw3VoEMJtvz666+13udArnbWtt7/ArgQ8BmY8wPgXbg82S2QH7MDrX0bTgxYomn4/icPrrT3Vj2PyKWirH6/tUsmbMEgHk3zqOtuw0An8tHLBUDMr3E0ul0/8WHqbqymmgiCmQSc9oGKSIiIiIiIiJT1XAqwL4MLDXGnDVWwYwma+0LwHuBJ4D/AL5PporsI9ba34/lsxdVLWLNR9fgc/kKrqd70oRbw4Rbw8RT+w+o7P07wB1Nd4w4hpa2FsrdmYMuy93l+YowEREREREREZGpZsgVYNbabcaYzwO/Nsa8ArQAfUuVbN+eW2PNWvsSYEqMNQMHPWF37enXcuyMY7nyj1fiMA66kl34Pf5883oAr8ubr/oqc5fRldx/KOUJR55AJBoZdKvjQD3BQlUhvC4vxmS+GlWAiYiIiIiIiMhUNZwm+B8DfkOmF1g7JRrSW2sPiUzLgTTBB7jtn2/jMyd+BtifoKqurKalraUgURWJRvI9wZbMWcLze5/nh0/8kC0tWzAY3E73gI3rcyc9JtPJknPVCF9EREREREREJpLJ0AT/OuBvwLustZXW2upiP2MU56Rx/+77iUQj+fdt3W1sfW1rvyqtoD/IsoXLWLZwGUF/kNrZtXzu3Z/DYOhIdBQ0zS8m3BommU7SkeggmU4WbXLf0taCweQb4d8YvrEgNhERERERERGRqWA4FWAx4CvW2h+PbUgTw4FWgJW7yilzl9F4YSPv+/n78o3uK8sq2bFqx4AVWJFopKA5/kD3DKUCLDcnkU4QTUQpd5erEkxERERERERExs1kqAD7K1A2VoFMdsfNOI5yVzldqS6S6SQbmzb2a3RfrEqrt6A/yJoz9zfPzzXNLzW3eWUzG87dUDKhlZtz6eJLKXeXE01GS1aLiYiIiIiIiIgcqoaTAPsx8K/GmIqxCmYyO+fYc3A73fhcPpwOJ/U19Xhd3vy41+XNN8CHTHVWw86Ggi2JX33gq6xoWIHFEvAECprmFxP0B6mbWzdgNVfQH2RVaBVelze/ZnVldb9ni4iIiIiIiIgcqoazBfLTwCrgKODnFD8FEmvtL0czwPFyoFsgy1xllLnK2LFqB0BBo/veDfD7bl+84bEbuO6x6/LrnHfseaytWztqWxV7N+Svva12wK2TIiIiIiIiIiJjYby2QLqGMfe2Xr9/vcQcCxwSCbAD1Z3qxu1wE24NUze3jmULl/U78bF3A/uAJ0C4Nczap9cWrPO73b8j3Bru1zw/J5fQKjXeV65arGFnQ79n182tG/Z6IiIiIiIiIiKTxXASYKePWRSHEJ/LV7B1sVhj+0c/+yhup7tgm+PKRSsLKsASqQRLf720aJXWUBrglxKqCvV79kjWExERERERERGZ6IacALPWPjyWgRwqFs1cxF0X3JVPIIVbw/2a4be0tdC8srmg4urbH/42AGufXsuSOUv4/e7f96vSyilWQdZ7fCC5xvi9n12qKkxERERERERE5FAwnAowGYJrT7+2oHoqVBXC6/ISS8WA/c3wc1sSe7vk1Es49e2nUl1ZzYMvPViyEX6xKq7h6Pvs4aynrZIiIiIiIiIiMtmUbIKfbXoPsN5aa3u9H9BUbIL/qQWfoiPZwaWLL6V2dm2/8b49wEr19Oq9DbHxwkZa2lpGrQfYYIaynrZKioiIiIiIiMhITMQm+LeRaWr/KyDR670Z4J4p1wQ/4AlwwfEXDLhlMOgPsmzhsgHX6butsaWtZdA1R3Ob4lDW6x2j3+WncXcj5y08b9RiEBEREREREREZCwMlwE4HsNYmer+X/Tx4SCVS1FTWjHitkW5rPBhCVSFcDhdevPSkenj2/mc5c86Z+P3+8Q5NRERERERERKSkkgmwvk3vp1oTfAcOeugB4NjDj+U7H/oOHckO9sX3Eft7jJeffplIKkK1u5pkWxI0Hrk+AAAgAElEQVRGuBOwWHP6iSboD3Lfmfdx83/fTDAVxNfjo7W1lblz5453aCIiIiIiIiIiJQ25Cb4xZh3wU2vtkyXGQ8AXrbXLRyu48RQkyKf5NGtZy/NvPs/Zd56dH/PjZyUrmc1s0sk0n/ifT7Ds9WUsf/dygv4gkWiETc9tYvvr21kQXMD5NeePWUIr17ururJ6wJ5hg90/1PsWzllIjbuGtCMNBm5vuZ36ynpqgiOvghMRERERERERGQslm+D3m2hMD7DMWruhxHg9sMFa6xzF+MZN2cwy67rIRZRo0XE/fqqoopXW/JyAJ8Djn3ucU9edSnu8PT93unc6O1fvHDDBdCAN5nP3xFNxupJd+D1+PE7PkJvTH2hT+2g0ymNNj3HO/ecQJYrBsG3FNiXBRERERERERGRA49UE3zGKa/mB5CiuN67ixEsmvwCiRNnJzoI5sVSMjU0b6U52F8yNpWKEW8MDPi/cGiaRTtCR6CCRTgw6P3dPMp0kmoxisXQmOkmmk0O6t/f9HYmOYd3n9/t5JPpI/rNbLOu2rhvSvSIiIiIiIiIiB9uACTBjzCxjTK0xpjZ76djc+z4/ZwMrgBfGPOIJzOfyUV9TT5m7rN/1wZraV1dWE01kEkrRRJTqyupBn5drnO93+zEYKjwVw2qgP5LG+/U19ZheB4LeuvVWItHIkO8XERERERERETlYBusB9lngm4DN/nwt+9OXAXqy86ekT7/r03zvw98j6A+ya/WuYfcAa2lrodxdTjQZpdxdTktby6BbCns3zj+QHmAjabxfE6xhzUfXcNnvLiPRk8BaS7g1TN3cuiGvISIiIiIiIiJyMAzYA8wY8y7gBDIJrnXALcDjfaZZoBN4ylr7tzGK86AzM43louJjPpePKz9wJd/903dJ96SH1T+rt6ZIExubNnJG9Rnsad/D6vtXH9B6w21kP1p69xBzOpysOXMNS+YsmZAnWIqIiIiIiIjI+BuvHmDDaYL/TeDX1trtYxvSxFAqAeZxeEj0JACY5p3G2o+uPaCkT1OkieN/cjyWzPfvd/txO93DTiIdaCP70RKJRti8e/MBJ+9EREREREREZOoYrwTYYFsg86y13xrLQCaLXPILMr26Vvz3CpKpJDMqZnD67NN5I/YG7z7q3Rw741iWzFnC3uheNjZtpL6mHiBf8XXT0zflk18A0WSUgAkAmeb00zzT2NKyhTOqz6A90V5yi2PvRvYBTyC/DXGoVWEjrR4L+oNUllWS7kkfcAwiIiIiIiIiImNpyBVgU81AWyCHqsJTQTQRzSe6DCb/u8/pI5aOFcyf7p2OMYZEKkFXqit/vdxVTiwVw+/x43F6CiqsilWAAUOqChut6rGRxCAiIiIiIiIiU8d4VYANeAqkjEx3srugyqv377F0DK/Di8tkivB8Lh+fO/FzpHvSBckvgK5UFxZLZ6KTZDpJuDWcH8s1st9w7oZ8kql3VVjf+b0Ndd5gRhKDiIiIiIiIiMhYUwJsILbIzzCUucswmPz73r/73X58Hh8V3goCngA+t4/lJy7H7XRT7iovWKfcVY7BUOGpwO10E6oKFYwH/UHq5tblK6xCVSHcTjcBT6Do/JyhzhuKIcUQiUBDQ+ZVREREREREROQg0RbIEtxHGJsqtgXSgt9TzieO+Si+X/+Wu+YkiDphRhxOb3Xxxkfez7vffuqgPcDaE+35hFPvPlm5vllD7QFWysHqATbkGKLA/PmQTILbDc3NENSWSBEREREREZGpZMKfAjnVLDLGPl3kugV++fFZlL/3NM665k480W4sZGq7AgHa1t3EowsrSyaUcqcmAgd0euSk1dAAS5dCRwdJv4/obbdQed6y8Y5KRERERERERA6iCX8K5FRULDVoge8evYc33vglH+zJFDNVJKHTAz6ng/c8u5pXd6WLNn6PRCPMu3Eebd1tAFSWVbJj1Y6pkQQLhehxOen0QqonxinPruaRM6dQAlBERERERERExo0SYCXsmQa/Ohpm/QOSLnjqKDAOWHciNB+RmTN/JYRa4cVKWBD1cdJZn+PVHf9FR6KDgCdAuDVM3dy6/Jrh1jDxVDz/Pp6K95tzyAoG2XLfGm69+Qs8FIzR7UtPnc8uIiIiIiIiIuNKCbAS9vph6QWDzKmA++aBy+GixWEx6ZdJ2zQVngoslmsbr6Xl7y28tO8ljjnsGE6bfRpel5dYKgaAx+nhiZef4Gd//hlnzzub3W27qa+ppyZYM2qfo2+Pr9z7gXqKlbpnpH3CTli4hAeO8xJPgdfhHFHTfRERERERERGRoVIPsBLMTGMp1gR/CDwOD4meRL/r073T+dPyP7H1ta3s697Hl7d8ma5kV+FzMWxbsW1UkmCRaIT5a+eTTCdxO900XthI7W21xFNxupJd+D1+PE5PwVbNUvfk3vfd1jnceObdOI94Ko7X5Z062z9FREREREREBBi/HmCOg/3AqaBY8gugM9HJ1te2smTOEl6Pvl6wHTLHYlm3dd2oxBFuDZNMJ+lIdJBMJ9nYtJFkOkk0GcVi6Ux0kkwnCbeGB70n97733L4i0QgNOxuIRCMl40n3pImlYqR70mzevXnA+SIiIiIiIiIio0EVYCWMpAJsIOWucjwuTz4RVcw07zR2rd414uqog1kB1ve+YvN6z3E6nACke4ofGCAiIiIiIiIihx6dAjlFdKe7sVhiqRh+t5/z5p/Hvvg+ZlfO5qanbiLRk8BaOyoN4oP+IM0rmwv6d+Xel+oBNtA9A/UA6105VuwAgL5rt3W3cfF9Fw84X0RERERERERkNKgCrAQz01i+0PvC6Kzrd/txO939Kp8i0Qjz18wjmYzjdntpXj25+mMNpQJsJPNLLxSBcBhCIQhOnu9LREREREREZCoarwqwSZMAM8bMBZYBS4A5QBmwG9gE3GCtjfaZPw/4LvABwAP8GfimtfbBoTwvcLixnReTT3x5uyHpgsOS8C/Pu3n0Q+/A0dTMa35496uwfKePxi+dzzG3bOL412HLMZaylZfy///1Xs5651k89+ZzLK5azPJ3LwfoX1EViRB59zzCb40TesNL8M87Jl1CZ7inRY74dMlIBObPh2QS3G5obp5035mIiIiIiIjIVKIE2CCMMd8BVgK/BZ4AksDpwAXAs8Bia20sO3cOEAZSwA3APuDzwALgTGvtlsGet8gY+3Sfa5ZMPqwnUIHjkkvh+9+HWCwz6PPBl74EN9wAHR0QCMCGDVA3xG19DQ2wdOmB3TtV9frOegIVPP29S5m9bNWkqpwTERERERERmUqUABuEMWYRsMtau6/P9WuBrwGrrbU3Zq/dCZwLnGSt/d/stQqgCegGjrWDfPBFxtin+lyzQKcHUk5Dz8MP8dYlZ0FbW2awshIefRRqaw+sIknVTMOX/c56kgnaUlEWXVrOvuleNdQXERERERERmaDUBH8Q1vYryMrZSCYBtgDAGOMH/hl4KJf8yt7faYy5FbgaOJlMhVhJPdmfbmDjQniqCh6eDce0wf/OcnHz9HbqduyAzZszNyxZkklYNTcfWE+qkdw7VWW/s6fvvpH/s+cHtHiiBNIONdQXERERERERkQKTJgE2gKOzr69nXxcCXuDxInOfyL4OmgDbehS4Lup/vfkIcJBm6V1L6Uh2MN0znVWhVfybfwlEI2x+bTPMghPZy9ZnN/PMK8/w4IsPcuyMY7nyA1dSE6wp+rxINEK4LUzo9OH3wzrQXlq5+0qdCDkpBIPMXraKfWvXEkg7cDvdhKpCRad+9YGvsuapNXxkzkdYW7cWKNKLTUREREREREQOOZNmC2Qxxhgn8AiZhNYCa+0OY8y5wF3Axdban/SZfxyZbZDXWWu/OuDaM42lSAKslHJ3OS6Hi/Z4+4Dztq/Y3i8JNpITEQ/03tx98VScrmQXfo8fj9MzabcPDpYE/OoDX+W6x67Lv/c6vfjcvn6ncYqIiIiIiIjI2BmvLZCOg/3AUXYDcApwpbV2R/ZaefY1XmR+d585BYwxXzDGPG2MeZqu4QXSnYzRHR/8po13fB1uvz3TvwogEiF8940kUwk6Eh0kUwnCd9+4f7yYSCSzxu23E27aTDKdzNybThJuDe+f09BQcp1wa5hkOkk0GcVi6Ux0Ft7f+1kDrDPkOaOx1gBjQX+Qurl1BKMUnbP26bUF7+PpOPFUvP/3NtzPNNS5TU1w5ZWZ177zi71fuxYuvzwz/0DjGkm8B8tEikVEREREREQOWZN2C6Qx5hpgFXCLtfa6XkO5LJS3yG1lfeYUsNbeAtwC2Qqw3LGPfYvk+l4zUJawuHpSJIo91eQeAPX/9x7Ye09B0/yQK477s10EAn7c7VFCl/8AUmuLN8KPRGDevHzz/dBR03D/m5OAJ7B/+98QGuqHqkK4nW78bn++Aqzf9sGhNOYfavP+ka41wvtXLlrZrwLM6/LicrgO7HMPZ25TExx/PFgL11wD06dDT09mfmNj4cEJjY1w6qnQnq0k/OEPYds2qKkZnYMSJtJhCxMpFhERERERETmkTcoKMGPMVcDXgZ8DX+wz/Er2tarIrblrrYM+JNcFP5159cXh1L/CkhfgnenDmN6ZuT69C76Wfh8tt/rZtQbWN7hZ/1sn22+C9b+BS8KGhWVv54LK97H9Z15q9mbXj8dh40ZIJglGojT/vJwN8Tqaf15OMBLNJAXCRdqUhcOZe7OCbUma561hw7kb9m/jC4cz93d0lFwn6A/SvLKZX533K7at2MYd597RfxvgENYZ0pzRWGuE93/7w9/milOvoMJdwXnHnseeS/ewY9WOwu9tuJ9pqHM3bswkv3Jisf3zs38HCt53d++fa23m2nDjGkm8B8tEikVEREREREQOaZOuAiyb/Pom8AvgX23/JmbbyGx/PKXI7Yuzr6VOlMw7IQJbvg/vvxAe/TlUZnMSbWXwvs/+g923gSsNKSe8/8JHubQj8/6jTUkcFqbFYf5e+Nguy93virCrLMXRbyawZIrH2unmIsfd3GZSuCvK8cfSbJ/poTaaIOZzk+zp5raeJ5i+9U1+HP4xM8pn0J3uZu+LTfyJGNOzcVqvB3PCibR1bGXd1nVsfXUrJrKX9U5wVPiJk2JP9TSOLfIZc9sGI9EILW0tQGFj/Of8f+WfHT24KvykHZZ9NdXMyN7bFGli3dZ11Lhm8GmnA+v34XQ5ebOmmid3NuR7ceXWe09NNTPcbggEMtU+oSKN6kMhelxO0tm1HL3nhEKZ+wa5f6A53/7wt/n2h79dcK3oaZFDeVbW3ppqpjssrkAFjlJz6+vh2mv3J8F8PvB6M2vX12e2O+aeVV8PP/oRJBKZucZkrg0zrpJGY43R0iuWHpeTLYe3cUI0ol5sIiIiIiIiMuomVRN8Y8yVwLeA9cCF1tqeEvM2AZ8A3m2t/Uv2WgWZBvhxYF6RxFmBysON9SyHvRUwoxM+vDtz/YE5+6+FWiFc1f899J8Pw18nd19fvdd57Nhy/j6tf/P93uu8UWHYtmJb0RMoezfRdzqcAPneYLl13tMK26vLaZ9eRvPKZvZG97LgJwvyawQ7oTZSxv/O8vBGhSPfWL7xwkZqb6vNN+h//vxGZjS1ZBIfRba6RaIR3v/debzrr3H+8nYvj3xlR2EyJBLJVAmVuH/Ic4ZiCOvkvrvp++K85xXDj698ghnVxU/5pKkpU8lVXw8zZhSu3fdZkQhs2gQvvgjLl2e2P47m5xut72g0RCK0NW7mPc+u5lWfDiQQERERERE51I1XE/xJkwAzxqwEbgT2AN8gs0Gxt9ettQ9k574DCANJ4IdAO/B54HjgY9ba3w/6vGGeAjleHBhcOEmQGnDeN066jKs5vV/So2FnA0t/vZSORAc+lw+AWCpWdI2AJ8CGczcQbg1zTeM1/cZ73x/wBLhk8SXc8MQNdCQ68vfmK66KJGF6x9Jv/mB6rwfFEzyjnPgZVrwjfXYuKbZ9OyxYAEcfDVddBXv2wMknw/XX7+8TNlGSW0NU8nuchJ9FREREREREBjZeCbDJtAXy5OzrLDLbH/t6GHgAwFr7gjHmvcB3gP8APMCfgY9Ya7cM+YnjmRs0g0/Bgi9ucdoUiTIKmu33XsdgqL/kVoj8V79m47lm+AFPIF8B5jCOfAVYZglT0CS/urK6IAGWG3c5Mn+dco3l62vqWfvU2sIG/VCy+XnvWPo1ph9I7/Wcmc9AOl34Wceg4fqQ4x3psyMReOc79zfG7+v3v8/8PPwwnHPOpGsqX/R7VIN8ERERERERGUWTJgFmrb0QuHAY85uBsw70eY6ezEF99FCYWBrCsQHOBKRdmbmebnAZeGsXlPWAKwkth0EgAbPb4ZwdcOrf4N55mUfteCu8rR3+9sGTqD35PI6qOKqgB1hzpBm3w02V9XPOfS+y/OlM5dfmY928fNFStnbtpv2Zx7ji4R4ON+VsvOLj1L/l/dRErsg0Gw8EMlU1dZlKpVwz/HBrOJ/AyfUA2/raVgBOPPJEWtpa8n29gv4g21dsZ93WdRxz2DGcNvu0/Hju/tzc3mvnt7X1bn7eK56S8wfTez1fpgqNWKzws5Z45kgMOd6RPjscLmyMX8pNN436ZzwYin6Pf2yYlJ9FREREREREJqZJswXyYFtkjH1qlNYqVpgFkCovw9XVP7FhAgF44YWBK14iEZg3D9raMu8rK2HHjszvfStnil0bz2qa0a7uGacKsAOKbywqwHImaQVYUaoAO2C5gyeGlUQWERERERE5SNQDbIKZ6zV2awLcQIpMqVw2tUKcTDLLk311Ah0mM/flafDC4eBOwxs++MAeOKLbgenp4dVyeGaWwZW0XP8BN9vfkuTDuzMnRh7ZAYtegSff6WX1Tc+UbqbeWyQCmzdnfl+yZH+CoFjvpInWT2m04xmHHmAHHJ96gA3NofRZDpLeh1roQAEREREREZmIlACbYEazCf5FJ13E+2a9j4vvu5iORMeAc30uH3eef2e+mfq9zfdy/RPXc/niyzlrfvEdnbmKj+rKalraWvKvxbYkisihq2FnA5/89SfpTHRS4angjnPvGPpBEiWookxEREREREaTmuAfwn76zE/ZsG0DDjN4AzGvy5tPXN3bfC9n33k2AI/seYR7LrinXxIsV/ERT8XpSnbhc/uIJWMFTenTPWlVg4hMAdWV1UQTmQMsooko1ZXVI1pPFWUiIiIiInKoGEJLdxmK4956HG7cJcfj6TifO/Fz+FyZJu0+l4+vvf9r1NfUc88F97D+nPWsP2c9O1btyP8P5vVPXF+wRt/3kKnuSqaTRJNRLJauZBcWS2eik3gqTjwVpyPRQTKdJNwaHsVPLCITTUtbC+XucgDK3eW0tLWMaL3cvy/6N0RERERERCY7JcCGwg7wA/iThjsfDhJweChPF/9KfT1Olj/vw5e0BNIufNbJv+05il9113FWzztYtqeSZUcuKaiuuHzx5QVr9H0PEKoK4Xa68bv9GAzl7nIMhgpPBV6HG691EHD5cactIc8g1SCRCDQ0ZF6HMp5739S0/3pTE1x5JTQ29l9rsPWHaijrjNazRCaRUFUIr8tLwBMoqCYdyXpup5uAJ4Db6R7xegdVsX+fRERERERkylIPsBJ8M4x1Lofj9sL8NyH0Cpz2V3jo7fDUTHgpAC8dDuc0wxWPQTAKET+Eq2BaN9x75fn4Zs/lzb//jQVr7uT8P3cXzAm1Zu4BwBjw+8Hj6Xfa3QH3AHtpK6FPrIZEgvBhXYTaygmmykqfpjfYqXt9xxsbobYW4nHo6srE73BARwfk/k75/eD1ju5JlEM5HVAnCMoUNto9uyZlD7DcvwG9/30q8u+riIiIiIgcfOoBNsHUvAFP/2emyMv0vr63cF7v8RlRqNuZuXbYD5/jd585mVNb/s6HH0/hTmXmBHvNya9hLaazk1R5Ofd8+cukzzyT+fPnM23aNKa9No27PnYXwT7/0xaJRNi6dSuHHXYYs2fPpv3pdn6z+zccc8wxzPjwDNyPRnjL3+O4YjE+thcMXXR70/zpO99h8TXX4Pf7iUQiNDU1UVNTQzAcJtXdjauri7jXS8svf4njn/+ZyspK2tramPXss5Qlk5kEVyAAGzdik0lMNJr5Djo7M/+DmU1+WciMORyYcJju7m7c8TjOaDRzfzgMdXX5z5KPY7D/OQ2HM4mtXBy91ik2xwYCvHL33VQuW4bf7+/3PL/fT2trK1VVVezdu5cnnniCqqoq5s2bR1tbG1VVVfn7cqLRaP6evmNDmdP7zy4XQ6n5xa4P5fmjrfczgYP+/EPBUP/cDuTPN3dP7r/X06tOH/GfTe//TgZrpD8efycH0t3YuP/fG4DOztL/XhQxlp+n2NrF/g0cSQwT7c9jpA7087z00ks8/fTTLFq0iNmzZ49dgCIiIiIyKSgBNgDb53Wweb1/f2rRIrq6umjy+znN5cKVSg14X9zjIW0tLTNm0PX88/+vvfuPj6uq8z/++uTH5HdbsA3QKPQXrSUF+VFCQQngVlwQLa5CgcWlVhRLAcUqK66wLKAoboUv0LLrDyyKxQIuDT92lx+LEKBiKPKjjqHQXyABnVLoryRNJ8n5/nHvTGcmM8lMkkkmk/fz8biPydx77rnn3jn35MyZc87l1VdfjW5rbGxk0aJF0S9GoVCI22+/PWlaNmzYwIYNGyjfvZvFQGdxMSXhMB2BAN0FBfyxsJDf33QT559/PnfeeWc0/mMPOYSTnaPTD/fg3/5Gxz330NXVRSAQoKq9ncVFRVhVFRQX0/rpT1Pw7/9OQSBAYO9eXGUlVlAA4TCRXoV7AwG6OjvZPXkyq1at4kvd3RSUlBAoKsLq6nqcS+J5JlVX5/Xq8tNBXZIhWX4YV1XFns5O7nvzTTqWLWPx4sW0trbGHa+kpGRfevfuBWD9+vU88cQTBAIBCgsLWbx4cVzj07Jly+jq6uqxLaK3MImf3RNPPMHChQtZsWJFj/DJ4gH6PP5gi01HQYE3xLe7u3vIjp8P0sk3mYRLtk9nZyfhcDhpvs1UJvdlf9KcTa2trfzilVe88iYQIBAOYxUVqcuLJPtn63ySxZ1YJi1atIiKiop+pyHXPo+B6u/5bNmyJfo/LhgMcsEFF6gRTERERGSUUwNYCntKSnj8ox9l6/jxnPjkk+y/YwdtpaUUdHVR1N3N1vHjeW/CBLZXVXHUyy+zdfx4mmfOZPrGjTw/ezZ/mezNt9VWWcmySy5hysaNlHR0ULlrF9WhEC995COUhMMA/PXAA9lv+3Zaampoq6xMmp5gMBj9AhoMBvtMf1tlJcsWL6ampYX3x42Lj7+ri7Vr18aFf+EvfyHoh48NB17D0K6yMjY9/DBTt22Dujpatm/nfy6/nAmbN7O7uppPzZxJzWc/C1u38t7y5TwcDlO0ezdbJ0/miFCIXWVl3LZ4MZNCIY7+6leZmuJcYs8zqepqbxhTU5P3ZTZZWD/M2/ffz31vvsn2QIBAVxctLS20tLTEBe3s7KSrqwsz6xHN3r17CQQCtLS0MH36dMDr+dTV1ZV0W0RvYRLPt7Ozk2AwmDR8sniAPo8/2GLTUVRUFE33UB0/H6STbzIJl2yfsF+eDEbeyOS+7E+as6mlpSWuvDn27LOZ5Fzq8iLJ/tk6n2RxJ5ZJwWCQmpqafqch1z6Pgerv+ST+j1u7dq0awERERERGOTWApfDe/vvzbP2JALx22Mxew645+aTo3+uOPgrwhkU6v49Xa2UF6z5yRDSMxQyqjIQJHTDBX++Shmsf186ZvzmTOTVzmFQ2CYdLGk/sfm2Vlbw+YwYA7x5wgB/GUVBQwOzZs+O+5B5++OG8/PLL0fAABQUFdHd3R3uUHHjEETRufYHljZdxYe2FdIwdyxuHH05hYSHjzj/fm2enuprSG2/krzG/2NfW1vL888/Tuf/+bJ4wgdOP2HctamtraWxsjHvfp+pqOOMMb26i1x5KPjdRdTXjzj+fjmXLCPjpqKmpYdy4cXHHKyoqorCwENjXAywict6RYX8ANTU1FBYWJt2WTpjE8y0qKopen8TwqeLp6/iDLTYdkR5gBQUFQ3b8bBjIvFb92TedfJNJuGT7FBcXx/UAG8hnk8l92Z80Z1MkPdHy5uSTvbIpw/2zcT7J4k4skyLDovubhlz7PAaqv+eT+D9uau1UHkr1/0JERERERgVNgp/CxIkT3YUXXQjQo7Gpm27ChNnBDt7hHaqpJkSIaUyjgn1ftLaznXbaGctYyiknSJA3eZNqqqmfVs8DGx6gggrWs55SSpnIRI7lWDaykdd5nR3sYEbBDF4reI03Ot+IS98EJnAkR9JqrbzuXudkTmYa09jIRn7H7ziEQ9iP/Xir+C2uP/F67nziTg7ncDazmQYa+PXZv2ZJwxKmhaexoXgDay5dw8trXmbNmjW00soa1tAeaOeuc++icK/3peOFrS9w0p37GvseO/sxDi48OK15slLN4RJqDXHCrSfEpSOdLyeh1hAzl80k3BWmuLCY5sXNSffra74dzQGWnnyaAyzdvDPY+w7lHGCD8dlkMjdfrs05NdD0aA6w3DLQOcCm1k5l7oNz+3XfioiIiMjgG65J8NUAloJNNMdF2Yu/uryaUFsorbBFVkSn6zmHWDrKisr4zIzPsCq4Km79iQefyEt/fYlde3dRFahi5edWcsb0M3jotYc477fn9VgPcM5958TFc+aMM/nS0V+KPn2yP7+s93a8bOw3UgRDQVYFVzG/dj611Wn0ipO0DSTv5Hu+G4gR+bRIGRVG2n2re0lERETynZ4COcqk2/hVXlROQUEBu/fu7tdxSopKOG3qaT0awJbMWcLCBxdSFaiiuLCYuhpvcui6mjqKC4t7rAe4ePbFcfE8vvlxHtv0GG3hNioCFQQKAxn/st7b8bKx30gQDAU5/PbDcTiub7yedYvWqRFsEA0k7+RzvhuIgfSME8m2kXTf6l4SERERyQRKN+0AACAASURBVB41gA2BQgrpoqvPcAUUMPug2TS90wRAWWEZS05YwiV1l3DOvefwuzd+Fw07JjCGnXt3xu1fTDFzp86l/pB6qkqrGFsyllOnnsptTbfFhbvgiAuYN3MezQc39/iVubqimubFPdcD1E+q56kLnmL52uUceeCRfP/p77M77DXM7d67m6pAFU0tTRn9st7b8bKx30iwKrgqOqebw7EquIprq68d5lTlj4HknXzOdwPR1NJEuCsc7WGTaTkgkk0j6b7VvSQiIiKSPRoCmcJgDIEsLyqntLiUxgWNfOwXH2P7nu29hh9XOo5nvvgM9Svqe/z627ilMW7+rRWfWcEXH/hitKGkoriCkqKSpL8Wx/YoMmxQehRFfqXu6OwYUA8w6Skbn5dINo2WXisamibZluxeAq9hbCDTDYiIiIjkEs0BlmP6agArKyij9oBa2sPthFpDlBWVceRBRzJl3BS27NjCgo8soLCwMFpRDbWGeHTjo+zo2MHYkrEcPOZgGtY3MKF8QlxvrUjYZF+yGrc0snztci6efTH1k+qj80TNnTyXnXt39lopzsacUpF0qlI++DQHmIw0+d44NFoa+WT4xd5LgH5sEhERkbyjBrAcYxPN2UXG2JKxHDLmEF7d9iod3R3R7QUUUBmo5LiJx7ErvItvf/Tb7Fe2H8vXLue0qafxSugVyorK2Na+jUPGHhJt5Dp4zMHc/ae7cTjOm3UeO/fuTNqA1FfjUq5/2exP+hqaG7jh2RuYO3kul825LCfPS0RGp5E2kbrkh9h8F5Ht/Jfr9QsREREZ+dQAlmOy/RTIiPKicto72+N+1YXef/HN9Z4I/UlfQ3MDZ95zZvR9ZaCSjZdtzKnzEpHRK9fLXclPQz3dgPK5iIiIDIXhagArGOoDSry2zjYcjt17dxPuCtPU0hSdBLc13NpjG8RPkhu7Plf0J31Ln1sa97493J5z5yUio1dkIvWVn1upRgEZMpF895vP/4Z1i9Zx9+fuzmr+y/X6hYiIiMhAqAEsHVnsJFdeVI5hVAYqo49njzyyvaK4osc2yP1HuvcnfUvmLIl7X1ZcFr9fYyOcc473mkwoBA895L2KSG4IBuHqq73X2L8zle79neVyoLqimjOmn6HGLxlSkXxXW12b9fw3JPWLvv6fi4iIiGSJhkCmsP9+5qrOh45iOHAnvLEf7Ko0unAECGBmlBSXaA6wFAZ1DrDGRjhp3xMweeopqK+POVgIZs6EcBiKi6G5Gapz75qIjCrBIBx+OET+x5h5f5vBunVQm+bDHdK9v1UOiAyKrNYv+vp/LiIiIqPCcA2BLBrqA44UU7bD2tu8zl+G93r3vKl868Q2TvjgCezau4sX33kx+sTHu4N3c27tuZx/xPnU1dQxrnQcV/3uKsaWjuXcWefy4QkfpqmliQ9P+DC3n3F7j+PVVtcSag1x1yt3RZ8UGXkqZLKnAEZ+ER6oxIpuOhXfyBMtgWgaY9fv6NjBK399hUc2PEJNVQ1jSsdw5ceupH5SfTT+MYExPL758egTLCePm0xhYSEPnPtAj4a+8A+/y8SYz+HtH36X4mPu2xeuqcn70rtrF1RVee/PSH5tcr3hUCQfhFpDbF9+HYc6F71v8f/GOVi1Cq69Nr3I0r2/MygHJDtUvuaHwapfJLV8ec/3Od4ApnwtIiKSP9QDLIXZZq4Jr9EFvC9wsxZB8wG971deVA4GbeG2uPVVgSqAlJPKhlpDzLhtBtv3bI+uG1c6jvWXrM9ahStxstvGBY3Ur6jvdfLbxHRG0gj0SH+i1WevZuGDC9kT3kNb577rk+xBALGT/R+zoZ1HftoeDf/JL5fxwrSyfelLs+eHJvcVyb7IfTa5pZ2mW9r3NYD5zMDW/Uk9wPKMyldJywjrAaZ8LSIikh2aBD/HbB4HX/gsnHgBXFufXuMXeJPa7wnv6bG+vbO910llm1qa6OjsiFvX0dmR1QloEye7XRVc1efkt4npjKQxWfoTLX1uKeGucFzjFyR/EEBs+h6raeeTXy5j3SmH8ckvl/FYTXt8+qqrvS+7K1f2+qVXk/uKZF/kPnth/3ZmLdpXfs5aBNfVwz9de3T6jV+Q9v2ddjjJCpWvkpb6eq/Ra/78nG/8AuVrERGRfKMGsBTeK4OVR8Czk+CaU6C5Gq8bQx9LeVchpa4gvsuDg7LuQqq6iijeuZu6m+7xeiuEQvCDH8Df/R11376Vko7OuDSUFJV4E9AGg7BkCSxb5u0TDMLf/z0cdBDceuu+HUIhL8ySJWlNNJ042e382vm9T34bClEX3E5JQXGPNNbV1FFSVNLr8ZbctZnizm6vl1yMZA8CSEzfC9PKKPzNPbwwrSx5+qqrveFOvXzpzfWHB4wqmUxWnirsYE54HpmU+Wtfg4MPjr+vsnG8PBb7EI9XDzBumFtC8wHeDwjXfBw+/7mrM480jfs7o3Ay6EZ8+ar7u3eDeX3q6+E3v+m98StHPo8Rn68HS458HiIiIgOlIZApHFxh7qyPwsKXoOFQuOkEOO4NeLEGTngTdgXgxYNgbAcseAleOQjOXQeFQF0L/L4GrjoZxu6F7z0BH94GTTXetupWoKzMGwvUtq83VKgCHp0CO8aWMvb7/86pR59F9ZatMGvWvoRVVEBra3xib7nF+zX10ENh505vXZoTTac9B1jM8KLQmEIevft6GDs2vTnAtu3iyuXrqH/TO8emH32dMad9tsccYOlM9j/QuTg0l0cOyGSoWqqwgzncLXFITsQtt8Cll2aeZunxEI9trdv4+Us/Z8mcJcybOW+4kydZMmLLV93fvRvq65Njn8eIzdeDJcc+DxERyQ/DNQQS55yWJMsx3lTN2V0KCpKvDwSce/BB55xz7qqr+t7nQx/ywgcC8euvusoNmgcfdK6qyou3qmpf+tJx2GHx6TrssMFLl4w8meSlVGEHkh8TzZ+f/D780If6l2YRGVl0f/duqK+PPo/ckuzz+Nvf9r2KiIj0A7DWDUM7j4ZADpeyMigtTb2tzu9mP39+z22JvvUtL3xsfGY99x2Iujrvl7+qKu+1LoNhAFdc0ft7GV0yyUupwg4kPya6+OLk67/1rf6lWURGFt3fvRvq66PPI7ckfh6TJ3s9ws47z3vVsEgRERlBNAQyhdlmbm26gYuKoKAAJk6EY4+F6dNh2zY45BBv+xtveH//+c/w2GPwmc/Addd52+64w1tXUQH77edVNM46K757eTDohZsyxdu2das3z9fLL8N3vhM/TOvee2HTJli4MLOJptMRCkFTk5fGTLu/33kn3Hij1/h1wQWDmy4ZeTLJS6nCDiQ/JmpshOXL4YAD4P77vcavyH2VjeOJSG7R/d27ob4++jxyS+zn0dTkNX7t2uU1iq1c6c29KCIikoHhGgKpBrAUji4w90xlKcd9YwzHvPQuv2jojttulZV0dIdpI8xv772Oz5x0IY9ufBSAquIqfvHyLxhTPIbX33+d82adxzVPXsN7He9RWVTJv9T/CwuPXgh4Txja/N5mbm66mVnjZ7HkhCW8ufNNAI468CiefONJNr23iXkz5rHmrTX84a0/sOAjC9gV3sWOjh2MLRnLUQceFZ0/C4jOwxUxtsSbqytyvEi42Dl6Yufgig03FPNdNDQ3sPjhxbzX8R6nTzmd195/jW1t23i39V3KS8opLy7njEPPYPL+k3l166s4HHU1dZw86eQeaU82T1jjlkZ+/NyPmVMzh4VHL+xxTsFQkFXBVcydPJcfrfkRj218jFOnnMo3P/pNHt/8OFPHTeX+9fdH98/29Ymkf0xgDI9vfpz5tfOprR7kxkxJ26if/yUDwVCQHz37I5558xne2f0OYwJj2B3eTVlxGf846x+5sv5KXUMR350v3sn3n/0+p089nQuPuTDpPJiJVB7JsBukOcEi88YCcfPJiojI6KAGsBwz7gPmAgtha6X3/rw/wvW/gz1FcMUnYM7nLuP3q2+hqcYLU1ZURntne9rxVxRXUFxYTHtHOx2uY0BpNYyKQAVFBUV0u252duzsEWZMyRgKrICu7i4KCwoBCHeFaQu3UVZcRnu4PRoHQFd3F8WFxTQvbs5qpaShuYEz7zmzX/saFpf2QGGAxgWN1K+oJ9wVpriwmDs+fUdc/FWBKjZctiF6TsFQkMNvPxxHevdB5HPL1vUJtYaYuWwme8J7aOtsi57nukXr1Ag2DCKfRyQ/Zft+GMmCoSCzbp/Va5iK4go2fW2TrqGMene+eCcLHlgQt64yUEmgMJCynFF5JDljgD30Qq0hZtw2g+17tgMwrnQc6y9Zr/wsIjKKDFcDmOYAS2FHyb7GL4CVR8OUJXDY1+Chw+DGjSt4eMa+MJk0fkXCd3R2DLjxC8Dh2L13Nx2dHewJ70kaZk94Dx2dHezau8s7bmcHreFWHI62cFtcHJFw4a4wTS1NA05fb5Y+t7Tf+yamPdwVZlVwFeGucDT9ifG3d7bHndOq4Kq0G78i+2fz+jS1NHkNk537ng7qcKwKrhqU+EOtIR567SGCoSAPvfYQodZQdF2oVfN4JIp8HkN1P4xk6eTRxPsvnyS7j4KhIFf/7mqCoeAwpkxy0Y2/v7HHusj/sVT3iMojyRnV1d6wx34OT21qaaKjc1/9t6OzQ/l5AFSPExFJX9FwJ2AkMozFsxdzw5obousy7QFWVlRGcWEx3V3dg94DbG/H3h5hSotLKbACigqKoj3ACqwg2oAUEdleVFBEcWFxdEhktiyZs4Sn33y6X/sm9gArLixmfu18lj2/jKpAFcWFxT3iLysqizun+bXzub7x+rQbwSKfW7auT11NHcWFxZQXlcf1AJtfO/AHGkR6D3R0dtAWbhuWHn8jTeTziOSnbN8PI9n82vlc13hdr2ES7798kaxnztbWrdHepdc3Xq9enBLniuOvSNoDrLdyRuWR5Iu6mjpKikqi9eaSohLl535Sz1ARkcyoAawXRRRRVVJF2942OlwHH/7Ahzlp0klcWncptdW1HFR1ED/6/Y/41vHfYv7h8/nhMz9k2fPL6OjqoJBCPnbIx+jo7MjpOcAefu1h/uOF/4iG/fLRX+afP/bPQzbHyLyZ81h99upBnQOseXFzXPqfuuCplHOA1VbXsm7RupyZAyw2/YM9B1ik90BruBXwehuUFXlPFW3vbKcqUEVTSxNnTNdkthHJ8pMkV1tdy58W/WlUzgEW2zMnch81tTRFG9YjvTivrb52mFMqueKCo7yHwWQyB5jKI8kX1RXVrL9kveYAGwTJ/v+oHicikprmAEuh8CBz4xYYzQdeT3XD49Da6j0h7p13vKcyVlfD//t/MG9edJ/orzCdeynuhubzn6N6Um7/4h87B5bmmspv6gEmkh199QBT2So5obd5m/TURZERadT3AGtogKVLYcmSuO9kIpL7NAn+IDOzAuBrwEXAJGArcA9wtXOuta/9Dy0192wRVPcVcvXq+EawLUGaPjeHurcc1Z0l/X46zlCKPAVRTxvMf5EniA3nUz9F8lGyp/OpbJWc0duT+wbpqX4iMjxG7dNhGxrgzJgHaSV8JxOR3KZJ8AffTcCPgT8DlwL3ApcBD/qNY70a2+E1fvXWPOiAjht/EJ1U/K5X7iL44B2c/jpUh1q9ymSTN6ln7OTjP3jmB5x+1+n84OkfpJywcjAmtEw3jtrqWi6pu4TN2zdHJ0Vf9vwyljyyJOXkzYlxawLOkaG6opozpp9BbXUtZ0w/g+qK6ui6UVVpGmK6P/JfsvuotrqWa0+5Vo1fMvyamrw6ya5dcXWTPreJSM4btfW4pUt7f+9Ltw7W0NxA/S/qaWhuSLl9zs/m8N3/+25O1OcS06u6pkh68rIHmJnVAuuA+51zn4tZfylwC/CPzrmVvcUx28w9n8axzvmnMh6eURCdV2nCbnh1mTGuqIKC4gA0NxOqIDr0LBIuoipQxYbLNsT90xqM7syZxBEbtrCgkM7uTnbv3Q2QdOhOYtyNCxqpX1E/ertfi/Ri1A9PEJHhpx5gIpJv0ugBlm4drKG5gTPv2RfX6rNXM2/mvJTbKwOVbLxs47DV5xLTs+IzK/jGY99QXVNGFPUAG1znAgbcnLD+p0AbcH46kbxdBhd/Eh47BNZMhPunw5qDYGchbBoDnz3HuH9aZ1yj1tZKOOKyIp763lfYuraRZW/cy7n3ncvOjp09Gr8A2sJt3NZ0G8FQMNpq359HnQdDQZY8soRlTcsItYZ4dOOjtIfbe8QR2xMt9ngdnR3s2ruL9nA7e8J7ovFGJm+OCLWGuK3pNvZ27Y3GvSq4Ku30ZvrrRK79mpHs+qXS1y9FAz23dPYfquuXq59TLqSnP/fzQAVDQa7+3dUpe3CONLn0eYqMSNXVXsPWypU9G7h62yb9km9lsEhOmjfPa/Q68cSUwx/TrYMtfW5pRu/bw+1Zrc81NDcw5eYplF5bSuDfAky6aRLjbxzPKStO4aIHLuKc+86JC3/hgxeys2Mnu/buoqOzI5q2xi2NnHPfOTRuaQTi61Oh1hB3vXKXN4LJ/14TDAWjo4AamhtY9NAivvrQV7n1uVs5YvkRnHjHiTQ0N0T3i9TLGpobOOY/j2H+vfN7LfdSHT/yPtPRRZHza2huiIs32d8jWb6cR67I1x5gjwBzgXLnXEfCtmeB6c65Cb3GMdEcF/U/DWNKxtDtuqM9qXpTVljGnq49VAQqCBQGMu5RFQwFmXX7rOj7qkAVZsbOjp0AjCsdx/pL1gP0mAQ9UBjgjk/fEfcrQnlROW2dbUB8D7Bkk6hnkt5Me8LkWs+ZVOefLF19/VI00HNLZ/+hun65+jmN1vTk24Mtcu3zFBHpTb6VwSIj2UjsAZZ4rP546oKnADjpzpOi61afvZqFDy6Mjvjpdt3R74qGUVZcRlu4LaPjjCsdx82n3syCBxbErf/Toj/1KPcSRxzFHn9MyRgKrCD6UK50vls2bmmMO7/yonICRQHAe7hXYUFh9O+RXH/M53qweoANronAu4mNX74WYLyZBRI3mNlXzGytma0ls/ufkoIS5s2YR0lhCQDhrnBcT6retHe143Ds3rubcFeYzds307y4mZWfW5lWJo/toQXQ3tlOuCsMQFlRGbeedivVFdXRX0Faw61xx7s7eHfc/l+d/VVuO/02vjHnG3EVt9j9y4vLuXzO5TQvbqa2ujat9GbaE2Y4es6kk57E65csXX39UjTQc0tn/6G6frn6OeVKeqorqjO6nwdqVXAVzp+9MLEH50iUa5+niEhv8q0MFhnJ0q2DzZs5j9Vnr+bEg0/s0fgVu/24muP4l4/9S1aHPyZ+h+iPxzc/zvK1y3vEG6lPdXR29Bjxk2njF0BHZwc3/v7GHuuTlXux9bnE4+8J74mORkp3dFHi+bV1ttHR2RGNJ/bvkVx/VD148OVrA1g5kKzxC2BPTJg4zrmfOOdmO+dmF1QWMK50HJWByrQOWBYo43sf/x4VgQqqAlWUFJVQWlyaNGxFcQWG7UtsUTmGURmopLiwOPoUl3QntJxfOz8+LUVllBSVUBWooqy4jFOnngpAXU0dxYXF0eNHjnfx7Iuj6TGMhUctZPGxi1n6yaVxrfeR/SPnd0ndJdH0pZPe2P0j59mbTMNnW6rrlyxdS+YsiXtfVlwWF26g55bO/kN1/XL1c8qV9MDQTlA7v3Z+3P2cWD6MNLn4eYqIpJJvZbDISJduHWzezHk0frGxR+NX7PbnLnyO6//u+qzW5xK/Q2QqUu5cPPviHvHGfo+L/Z5qGOXFPb4a96mkqIQrjr+ix/pk5V7i98jY45cWl0a/uxYXFjO/dn6fdb/E8ysvKqekqCQaT+zfI7n+qHrw4MvXIZDrgGrn3AFJtt0DnAWUOOf2porj0FmHumf/8CwA9/75Xh7d8CjNW5s5oPIAvnn8N9kV3sWOjh0AjC0Zy6lTT6W6ojruUcSRfZ9/63naOtsoK/IaQc6qPYutrVtZFVzF3Mlz2bl3J5PHTWbz9s39foRxMBTkjhfvYMp+Uzir9iyApI9EjqQv8XjBUJBVwVXMr53fa1f9gT5qOdP9c+3RzqmuXzINzQ3c8OwNzJ08l8vmXJZ0iGK2r+VQXb9c/ZxyJT1DLd37eaQY7Z+niIws+VYGi8jQamhu4PJHLuftnW/T7bqZOGYiu8O7Obz6cKbvP50ntzxJp+vk0P0PZU/XHra8v4X6g+uZUDmBhUctjJY7jVsaWb52ORfPvpj6SfU9vqc+uvFRAI468Cg2b9/M5HGTefKNJ9n03ibqD67nfzf+Lw5H7fhafvrHnzK2dGz0ezAQ/f7b0NzAtY3XMm3/aVx90tUpy71Ux4901oit66VT94uc37m151JYWBiNN/YY+VB/zNd68HANgczXBrABzwE2e/Zst3bt2iymUkRERERERERkdNEcYIPrebxzi+sjaGalwJGAWrZEREREREREREaJfG0AWwU44OsJ67+MN/fXr4c8RSIiIiIiIiIiMiyKhjsB2eCcW2dmy4BLzOy/gP8GZgKXAU8BK4czfSIiIiIiIiIiMnTysgHM93VgC/AV4FPAu8CtwNXOue5hTJeIiIiIiIiIiAyhvG0Ac851AUv9RURERERERERERql8nQNMREREREREREQEUAOYiIiIiIiIiIjkOTWAiYiIiIiIiIhIXlMDmIiIiIiIiIiI5DU1gImIiIiIiIiISF5TA5iIiIiIiIiIiOQ1NYCJiIiIiIiIiEheUwOYiIiIiIiIiIjkNTWAiYiIiIiIiIhIXjPn3HCnISeZ2S5g/XCnQyTLxgPvDnciRLJM+VxGA+VzGQ2Uz2U0UD6X0WCGc65qqA9aNNQHHEHWO+dmD3ciRLLJzNYqn0u+Uz6X0UD5XEYD5XMZDZTPZTQws7XDcVwNgRQRERERERERkbymBjAREREREREREclragBL7SfDnQCRIaB8LqOB8rmMBsrnMhoon8tooHwuo8Gw5HNNgi8iIiIiIiIiInlNPcBERERERERERCSvqQFMRERERERERETymhrAREREREREREQkr6kBLIaZFZjZ5Wb2qpntMbO/mNlSM6sY7rSJ9MbMXIpld5KwM8xstZm9b2atZva0mX08RbxjzexWM2vx74mgmS0yM8v+WcloZWZXmtm9ZrbJz8db+gh/nJk9bma7zGynmf2vmR2ZIuxEM/ulmW01s3YzW2tmZ6UIW2Jm15rZZjPrMLONZvZdMysehNOUUS6TfG5mK3op5z+fJHxGedfM/snMXvTvib+Z2c/MbMIgnq6MQmY23c+Hz/ll7i4ze8nM/iVZ3Tpb9RPV7yWbMsnnZnZNL2X5N5PEnVHeNbPTzWyNf/+85/+PmZytc5fRwy+ff21mzWa2w8za/Hz5YzM7KEX4nCzPizI79bx3E3AZcD+wFJjpvz/KzOY657qHM3EifXiank/TCMe+MbOpwBqgE7gR2AF8GXjEzE5zzj0eEzYAPAYcBdwKNAOnAcuBA4BrsnIWIvB94D3gj8C43gKa2RzgSaAFuNpffQnwtJmd4JxbFxN2f+AZoBr4MfAWcB5wj5ktdM79IiH6VcA84A7g98DxwHXANGBB/09PBMggn8f4QpJ1TUnWpZ13zexyvPvhKeBrwAeBbwDHm1mdc641zbSJJFoILAYeAH6NVyc5BbgeONvM5jjn2iHr9RPV7yWb0s7nMS4H3k1Y90KSuNPOu2b2D8B9wMvAt4CxwNeBZ81stnPu7QGdpYx2HwQOwsuLb+GV1YcDXwHOMbMjnXMhGAHluXNOi/ckzFqgG/htwvpLAQecN9xp1KIl1eLn0RVphLsH6AKOjFlXCbwBrMd/Mqy//mI/3ksT4vgtsBc4ZLjPW0t+LsCUmL//BGzpJWwTsBOoiVlX4697NCHsjX6e/nTMukI/jm1AZcz60/2wSxPiWOqvP2G4r5OWkb1kmM9XeFW2tOJNO+8C44FW/x4ojFn/aT/sd4b7OmkZuQswGxibZP31fv66JGZdVuonqt9ryfaSYT6/xl83KY140867QDHeD4FvJNRljvTvq58M93XSkp8LcJafH6+IWZfT5bmGQO5zLmDAzQnrfwq0AecPeYpEMmRmATOrTLGtAvgM8KRz7qXIeufcbuBnwHTg2JhdzsPL+z9NiOpmvH+08wcx6SJRzrlN6YQzs2l4efZe51xLzP4twL3AXDM7MGaX84CNzrkHY8J24f3itD9ew0FsWOj5PyHyXv8TZEDSzeexzDPGzHqrv2WSd88EyoFb/XshkrYHgU0on8sAOOfWOud2JNm0yn+dBVmvn6h+L1mVbj5P5JflvY3GyiTvngRMBH7m3zeRtL2E10t+vmn6BsmON/zX/WBklOdqANvnWLwWxbihBM65PcBLxH9QIrno83g3/y4zC/ljqcfGbD8CKMEbDpPoOf/1WPDGVwNHAy/690CsJrxWdt0TMtwieTBVnjbgGAB/foIa9uX1xLCx8UX+bnHO/SU2oP/+bZT/ZXjs8Jd2M3vMzI5LEiaTvNvXPfThVD+qiAzAB/3Xv/mv2ayfqH4vwyUxn8d6Ba8s3+PP2XVakjCZ5N2+yvIxeA0PIgNiZqVmNt7MPmhmpwL/6W/6b/8158tzNYDtMxF41znXkWRbCzDeH6Mqkoua8LpVfx64AHiCffMgRb68TPRfW3rsvW9djf+6H1CWLKx/j7wbE1ZkuGSSpzMJGwmfLGwkvPK/DKW/4s17sQj4LN78YbPxyvi5CWEzybt93RcWE0ZkwMysELgKb26Ylf7qbNZPVL+XIZcinwNsx5uv91K8eRqvBA4BHjazBQnRZJJ3M63jiPTXhcBW4C/AI3hzmJ7vnHva357z5bkmwd+nHEh2MQH2xITZOzTJEUmfcy6xF8AvzewV4Ht4kxp/Dy//QvJ8HpvH6SNsJHx5im0iQ2Ww8nRi2Mjfyv+SE5xz305YtdrMVuL94nk7cGjMtkzycxy68QAADINJREFUbqb3hchA3Yz3UIbvOOfW++uyWT9R/V6GQ7J8jnMucegWZnYH3jyQN5nZfTFDGDPJuyrLZaisBl7Fm9PrKLzhjuNjtud8ea4eYPu04XXXS6Y0JozISPEjvALgU/77SP5Nls8T83hvYSPhdT/IcBusPJ2sjO/rf4Lyvwwr59zreBPNTjOz2KEtmeTdTO8LkX4zs+vweqf/xDl3Q8ymbNZPVL+XIdVLPk/KObcN+A+8njQnxGzKJO+qLJch4Zx7yzn3uHNutXPuX/FGHt1oZlf6QXK+PFcD2D5v43WbS3ZRa/C62+nXIRkxnHNh/Hztr4o8/jhZF+jIukgX1PeB9mRh/XtkPKmH2IgMlUzydCZhI+FTDReoQflfcsMW/zX219dM8m5f94WLCSPSb2Z2DfBd4BfAVxM2Z7N+ovq9DJk+8nlvtviviWV5unk30zqOyKBwzr0CvIj3NEcYAeW5GsD2eR7vetTFrjSzUrxHyK4djkSJ9Jefdz/Ivsk31+F1Gz0+SfA5/utaAOdcN/BH4KgkhUwd3rwwuidkuD3vv6bK0w54AcA59w7eP9E5KcJCfJ5+Hqgxsw/FBvTfT0T5X3JDZOhj7CTLmeTdvu6h9bFPFBPpD79R4F+BO4ELnf/c+hjZrJ+ofi9DIo183ptUZXm6ebevsnwn8FoG6RHJRBne09RhBJTnagDbZxXel6WvJ6z/Mt5Y0l8PeYpE0mBmH0ix6Tq8ef4ehOjjZx8ETjazj8TsX4k3oeHrxD9V4268vP+VhHi/jjep5ypEhpFzbgPeP7uzzCw6Ubf/91nAE865v8bscjcw1cw+HRO2EG8y2u3se4JNJCz0/J8Qea//CTIkzKzCr9wlrj8KL583O+c2xmzKJO824P36eol/L0Ti/jQwBeVzGSAzuxqvUeBXwEL/C0+cLNdPVL+XrEsnn5tZUcLT2SPrP4T3gJNtwJqYTZnk3aeAd4ALY5/c699PJwP3+iNDRPrFzA5Msf4UYBb+Ex5HQnlumTVO5zczuxVvzPb9eF+EZgKXAc8CH09WmIkMNzO7Ca9F/XfAm3iTEp4OnAL8ATjFOdfuh52GV+iE8Z4othOv0Dgc+JRz7pGYeAN4/4g/AtwCNPvxfha43jl31VCcn4w+ZvYFvKcigdc4FQCW+u/fcM79KibsCXh5/y3g1ph9DgA+6px7OSbsB/B6hH0A+DFej7Bz8SqHFzrnfp6QjgeBM4Cf4z3O+XjgS8BdzrkvDNLpyiiVbj43syOB/8GbePZ1oBWvXF6I9zjwU51zzyTEnXbeNbMlwL8DT+JVRGuAJXhPeDpWPcCkv8xsMXAbXt3kKrz8GutvzrnH/LBZq5+ofi/ZlG4+N7NxwGa8srwZb/jXDLxGgUrgXOfcvQlxp513zewsvAaCl4GfAmOAy/EaDI5xzmkIpPSbmd0PHAQ8AbyBN+fWMcA5ePNuneyce8kPm9vluXNOi78AhXiVvvV4Xfda8L4kVQ532rRoSbXgPUb5ET+/7sH7cvQS8B2gNEn4mXi/+m/3C6xngLkp4h6H90/9bf+e+LNf6Nhwn7eW/F3wvoi7FMuTScIfD/wfsBvY5d8PR6eIuwbvF9p3/fvlj8D8FGFLgevx5uboADbhVW6Lh/saaRn5S7r5HDjQz7Ov4lUiw3hftO4EPpwi7ozyLrAA70vTHiAE3AFUD/c10jKyF2BFL3m8R3merfqJ6vdasrmkm8/xJu/+Gd4Qsff9svwd4D6gLkXcGeVdvB8+nvPvn/f9uKcO9zXSMvIX4GzgIbwfx/bg9R5/Fe/H54OThM/Z8lw9wEREREREREREJK9pDjAREREREREREclragATEREREREREZG8pgYwERERERERERHJa2oAExERERERERGRvKYGMBERERERERERyWtqABMRERERERERkbymBjAREREREREREclragATERER6Sczm2RmzsyuGe609IeZjTezX5rZ2/55PNlL2JP9MAuGLoUiIiIig6NouBMgIiIiIsNmKTAf+B6wCfjb8CZHREREJDvUACYiIiIyen0CeMQ5d+1wJ0REREQkmzQEUkRERGSEMLNiMysdxCgPBN4bxPiGRRaui4iIiOQZNYCJiIhIzjKzBf68Ux83s2+a2UYz6zCz18zsgoSwKefjMrNr/G2TYtat8Nd9wP/7XTPbZWarzexAP8xXzKzZzPaY2atmNq+XtJ5rZq/4Yd/0j9mjt72ZHWRmt/th9vrzb/3EzKpTpLnWzH5sZm8Be4A5fVyzCjO7IeZa/dWf5+uQxLgBAy7wj5P2/F5m9kUzC/rxv2FmV6QId6aZPWtmrWa22/+7xzX0j70iyfrI539yutfFzD5lZk/5n2e7f53/y8ymp3NuIiIikp80BFJERERGgu8DZcB/Ah3AImCFmW1wzj07wLj/F3gLuBqYBlwG3G9m/wV8Bfg5XgPLZcB9ZjbdObc5IY7PAFOAZcBf/ff/ChwCfDESyMwOBn4PBPx4N/rHXAScYmaznXM7EuL+NdCON1+XA95JdSJmVgw8AnwUuM/f51A//lP9+N8C/gvYAPwKeBr4iR/Fmj6uFcBXgQP89G8Hzgd+aGZvOedWxqTlYv96vApEhlguAFab2UXOuZ8wMD2ui5mdBDwA/Am4wU/fRGAu3nV+bYDHFBERkRFKDWAiIiIyEpQAxzrn9gKY2X14k7ZfAgy0AazJObc48sbMAC4HaoBZzrmd/vongJfxGsWuTIjjI376/uiHvQ2vkWmBmf2nc+45P9ytQDFwlN8QFTnmvcBz/nGvSYh7OzDXOdeZxrkswGv8+pFzLtory8weBx7CaxT6gnPuFeAVM/sVsMk5d1cacUccDMyMNNSZ2R3AG8ClwEp/3X7AjXgNfMfFXMPbgReBpWZ2j3NuewbHTdTjupjZRXgjHD7hnAvFhL1uAMcRERGRPKAhkCIiIjISLI80fgE451rwevMcOghx35zw/mn/9ZeRhhv/mK8AO1Mc87FI45cf1uE1AAF8FsDMxgJn4PVQ2mNm4yMLsAWvR9apydKXZuNX5FjdeA1dUc65h4GXgHlmNtD63y9ie6k559rwGu9ir8sngArgloRruBO4BajE65U1EMmuSyRdn0s2/FRERERGLzWAiYiIyEiwKcm6bcAHshD3+/5r4jDHyLZkx2xOsu7P/usU/3UGXt3rS8DWJMsMvKGFiTIZtjcZeNs5936SbUGgChifQXzJpPNZTI45ZrJ0wL7r0l/JrstteD3MlgPvmdl/m9llZjZhgMcSERGREU6/jImIiMhI0JVivcX87XrZP2WdxzmXKu50jpmJyH53AXemCNOeZF1bP4+XLamuSzb0VlftcV2cc9vM7FjgRLxeaPXATcC/mdnpzrnfZyeZIiIikuvUACYiIiL54j3/df8k2wba26gvM5OsO8x/jfSY2oDXSBdwzj2epXRsAv7ezMYlmV/rMLwhnO9m6diJ6QCoBf4vSTpiw4D32Q3K5+Y3aD7pL5jZEcALwHeBT2Uan4iIiOQHDYEUERGRvOCc24X3BMaPmz+TPYCZTQHOzPLhP2FmR8cc04DIJPSr/fRtA/4b+Aczm5MYgXkGOlRvNV797tsJcZ8GHAU84JzrHuAx0vEY0ApcamZVMemowpssf7cfJuI14HgzK48Jux8xT9BMhz+fWqJX8XrWJWtgExERkVFCPcBEREQkn9wGXA/8j5mtBiYCXwX+BBybxeO+DDxhZsuAd4B5eJO8/yph2N0i4Bmg0cx+iTdfVQFeT6d5wC/p+RTITKwALgD+2cwmAY3ANOBi4G/AdwYQd9qcc9vN7ApgGfAHM1vhb1rgp+ei2In08T63u/Cu4a+AccCX8Z4ueWAGh/6pmX0QeNTftwyYjzf32S/7fUIiIiIy4qkBTERERPLJD4GxwBeAk/Emov8ScAzZbQB7AFgPXIk3mX0IuM5fopxzfzGzY4B/xmvwOh/YA/wFeBC4ZyCJcM6FzeyTeMP95gP/AGwH7gW+65z7y0DizzAty83sHeBbwL/6q18GPuucW50Q9tdmNhG4BPgx3vDIa/GeaHlcBof9FV4j2wXABLwhn38GPu+c+23/z0ZERERGOvOe0i0iIiIiIiIiIpKfNAeYiIiIiIiIiIjkNTWAiYiIiIiIiIhIXlMDmIiIiIiIiIiI5DU1gImIiIiIiIiISF5TA5iIiIiIiIiIiOQ1NYCJiIiIiIiIiEheUwOYiIiIiIiIiIjkNTWAiYiIiIiIiIhIXlMDmIiIiIiIiIiI5LX/D3ydJmQz72SgAAAAAElFTkSuQmCC
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>number of unique accounts:  5511
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>CND</th>
      <td>40.4</td>
      <td>7.1</td>
      <td>63.9</td>
    </tr>
    <tr>
      <th>Misl/False</th>
      <td>360.1</td>
      <td>24.3</td>
      <td>681.1</td>
    </tr>
    <tr>
      <th>TRUE</th>
      <td>289.7</td>
      <td>66.6</td>
      <td>696.4</td>
    </tr>
    <tr>
      <th>Tie</th>
      <td>151.3</td>
      <td>14.9</td>
      <td>398.2</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>FC_Evaluation</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>CND</td>
      <td>12</td>
      <td>1</td>
      <td>13.0</td>
      <td>1.083333</td>
      <td>4.000000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Misl/False</td>
      <td>870</td>
      <td>17</td>
      <td>1155.0</td>
      <td>1.327586</td>
      <td>29.000000</td>
    </tr>
    <tr>
      <th>2</th>
      <td>TRUE</td>
      <td>4758</td>
      <td>523</td>
      <td>6799.0</td>
      <td>1.428962</td>
      <td>50.084211</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Tie</td>
      <td>295</td>
      <td>7</td>
      <td>345.0</td>
      <td>1.169492</td>
      <td>26.818182</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;TRUE&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>17</th>
      <td>NBC News</td>
      <td>0</td>
      <td>0</td>
      <td>47</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Kick Ass News</td>
      <td>0</td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Occupy Democrats Activists</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Trump 2020</td>
      <td>0</td>
      <td>3</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Official Rush Limbaugh Facebook Group</td>
      <td>0</td>
      <td>4</td>
      <td>15</td>
      <td>1</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Memes only ( the last meme wins lol ) curt</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>NBC Nightly News with Lester Holt</td>
      <td>0</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>MSnbc = Maddow Station = Rachel Lawrence Joy</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Occupy Democrats</td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Malcolm Nance Fans</td>
      <td>0</td>
      <td>2</td>
      <td>12</td>
      <td>2</td>
    </tr>
    <tr>
      <th>15</th>
      <td>WTF Is Crackin</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>CBS Evening News with Norah O'Donnell</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>KCJJ</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>CNBC</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>FU Trump</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>2</td>
    </tr>
    <tr>
      <th>14</th>
      <td>CBS News</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>A SKUNK NAMED TRUMP</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Breaking News</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>The Mind Unleashed</td>
      <td>0</td>
      <td>4</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Drain The Swamp</td>
      <td>0</td>
      <td>8</td>
      <td>11</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;Tie&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1</th>
      <td>Palmer Report</td>
      <td>0</td>
      <td>4</td>
      <td>2</td>
      <td>8</td>
    </tr>
    <tr>
      <th>0</th>
      <td>The Political Resistance against Donald Trump</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>4</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Gloria Christie Reports</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>4</td>
    </tr>
    <tr>
      <th>11</th>
      <td>巨悪を許さない市民の会</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>18</th>
      <td>報道もされない真実</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>17</th>
      <td>「安心して暮らせる国を皆で作ろう会」</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>16</th>
      <td>市民共闘9条を守る会</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>15</th>
      <td>野党共闘議論の部屋</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>14</th>
      <td>反自民国民運動</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>13</th>
      <td>市民とオール野党はひとつ</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>12</th>
      <td>「穏健派＆リベラル派」議論＆交流の部屋「青の会」</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>10</th>
      <td>「立憲民主党」応援＆議論の部屋「Constitutional Democratic Partyの会」</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Wuhan Coronavirus (Latest news, information &amp; discussion)</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>3</td>
    </tr>
    <tr>
      <th>4</th>
      <td>WorldTruth.TV</td>
      <td>0</td>
      <td>31</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>9</th>
      <td>香港人連儂牆</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>8</th>
      <td>UNIFIED OPPOSITION GROUP - Hinahangad Namin Ang Tunay Na Pagbabago</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Next Prime Minister Sajith Premadasa</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Blue Wave 2020</td>
      <td>0</td>
      <td>2</td>
      <td>6</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Breaking News Today</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>2</td>
    </tr>
    <tr>
      <th>19</th>
      <td>TOUT CE QU'ON VOUS CACHE</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>2</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;Misl/False&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>15</th>
      <td>WorldTruth.TV</td>
      <td>0</td>
      <td>31</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Drain The Swamp</td>
      <td>0</td>
      <td>8</td>
      <td>11</td>
      <td>1</td>
    </tr>
    <tr>
      <th>19</th>
      <td>I'M A BREXITEER</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Q The Greatest Story Ever Told</td>
      <td>0</td>
      <td>7</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>We Are Q</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>5</th>
      <td>FOX NEWS with Tucker Carlson</td>
      <td>0</td>
      <td>7</td>
      <td>5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Tea Party</td>
      <td>2</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>MemeLab / QAnon / Q-Map</td>
      <td>1</td>
      <td>6</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Donald Trump For President 2020!!!!!!</td>
      <td>0</td>
      <td>6</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Conservative Causes Connection</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>The D.C. Clothesline</td>
      <td>0</td>
      <td>5</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Rush Limbaugh TV</td>
      <td>0</td>
      <td>5</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Chemtrails Global Skywatch</td>
      <td>0</td>
      <td>5</td>
      <td>6</td>
      <td>2</td>
    </tr>
    <tr>
      <th>9</th>
      <td>The Official Rush Limbaugh Facebook Group</td>
      <td>0</td>
      <td>4</td>
      <td>15</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>The Mind Unleashed</td>
      <td>0</td>
      <td>4</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Q The Great Awakening</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>The Matrix Awakening</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Jesse Watters Fox News</td>
      <td>0</td>
      <td>4</td>
      <td>8</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>TRUMP TRAIN (Official)</td>
      <td>0</td>
      <td>4</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>TRUMP TRUTHERS</td>
      <td>0</td>
      <td>4</td>
      <td>2</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;CND&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Tea Party</td>
      <td>2</td>
      <td>6</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Erin at Health Nut News</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Thrive - Worldwide</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>The Fearless Elephant for President Trump</td>
      <td>1</td>
      <td>3</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>MemeLab / QAnon / Q-Map</td>
      <td>1</td>
      <td>6</td>
      <td>4</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>PATRIOTS AGAINST SOCIALIST TAKEOVER (P.A.S.T.)</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>The William Tell Project</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Loose Bolts</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Toledoans For Trump</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Toledo Tea Party</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Republicans</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Republican</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Republicans &amp; Pet Trolls - A Sparkly Rainbow Colored Deplorable Party Tent</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>Republican Youth of Michigan</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>Republican Patriotic Party</td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Resonant Muse</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Republicans 4 US</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Republican Thinker</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Retired Waterbury Police Officers Page</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Resurrection Road: The Veil vs The Grail</td>
      <td>0</td>
      <td>0</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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<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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Re9qqC698fJ+v7R5R19CyKiiaxHRmLNnCmTyf59W1Zk2NTbi2y/lDgHa3Nj/nhCkfrRpPfcv7NIfe+5v7VI/XAp9fq4mayn1SfI5nMrTHD1Pj+VbM6e/8t7oAzX/sfaef9T/lhsnq9in4FSDPW66U3K7d7POkeVsN9SP/+lOioithxgP7f3Mzl6F3AJWU+sTwLHkiXJis39Npy+lD+eHRGvGqhhREzNe7puaL2JrlMiYjOyO44uZ82/C4W2yB/7G9pX7vX5HFmCdct8DsC+il1fQ42hEyAiSv43LaX0JNmw4Trg3/rWR8RksvnTYOS/cyVpk2UCTJI2bVeS/bV5d+AzUTCBUUQcyJq7P15UUP7miDi0sG1ePplsKCRkc4716v1r9h7rGeunCu/0FxHjyIYk1QHXFgyxeZbs1vBTImKtHzERcTJZD4r+LCZLdGwdEZsXaTPYe7mEbN60syLiExGxzrwsEbFnRLylyPob0v+QDSM8MiLeXVgREceS9eLoAr4xwnH0HtNdBvlB2Zvk6u11U9jT6jayHjvv7dO2FKP6vEfE4UXuvDeQK4E2YJ+I+FCf7R1DdtfCoRrqdXNz/vjJwvMcEUcBH2JwpX7+S9UAfCMf6ta7zVeSDYWDrHdrf75HlgD5IFlC9Ef93NRg2KWUriU79uOAP0bECf18B9dExClkN13Yc6Rj6ifGv5ANL9+L7I6w44Gritwc4P/yx/cVFkbEkax91+FS9tvBmt6In+qzvXdSPJk11BiG+m/a1/LHL0bEzgX7qyO7scIUsmHd5SZzJUmlSim5uLi4uGwkC9nEzgk4vIx1DiG7/Xoi+0FwGVlyoSsv+2Kf9l/Py58luxPgz4DrC7ZxG1Bb0H4boD2vmwv8kGyOrmNLiG16vt4iskntVwK/BeaQ9Sjprduuz3ofzet647mMNfPofDF/XNjP/n7dW0c2kfP3yeZT661/NdnQym6yGw38IG9zcEGbvcl6FCSyJMTv82N0XR5rAi7vs99bBjtvg7UpOPfTyzj3byFLHCXgb/l7/nP+ugd4b7n76T3uZV63f8vXe5BssuzvAx/t02bngnP6PBBFjk8Cjh/gWhpr5/2IvE1nmcf0X8gSe4nsjn6XkX0WeljzGX641GM0DNfN7mSJswT8gyxJ99e8fb+fSYb4+R8k9vPz9X5CNqz7cbKh2zcWvKcfDLKNywve6y7lnJe+nxPK+7xWkQ0t7M7XfZps7q2fAzeRJf4TsBRoHmJcP8q3cU/+vNjyjiLr/0fBe0vAPxdp97aCNn/Lr8/bWfs7OhU7bv2UH0aWmExkcz5emT925scskQ2bHo4YLmLN5/xysu+C7/dzjZ3fz/m7Iq9bkV/Ll7Pme+OJvtcTcHh/sRfUn5bX/2go59vFxcVlU1sqHoCLi4uLy/AtDCEBlq+3E1nvgkVkP5pfyH9QrZOkIksGfDn/ofAU2Y/Gp8l+XJ8J1PezzmvJeoAsIfvRuM6PgyJxTWdNYqKW7K/7Dxfs8xJgmyLrngi0kP0YXJLv/40MnAjZMv8x80TBj6mFfdqcANxJdvet3h9Pp/VpszlwHtkP/KVkP9wXkQ1tORfYuU/7WwY7b4O1YQgJsHy9vcl++D2dn/vFZMmGQ4eyH4r8aCzhPM8hu3Npb+L1ln7a9SaSftVP3X+yJimxxUDX0hg77x/J23y3nGOar9tMlqR+iSz5dCdZ769D823eXuoxWt/rJl9nX7JE01KypPjtZDfS6He/rMfnf4AYzs+3eT7ZPE9X5LGvJEuYzAaqBtnGu/Jt3FTuOen7OSn2ORpk3T2B/87jXZJfs21k33EfBbZaj7h+VBDbQMvXi6y/PWsSdE8OdCzJbiIwl2zy/GX59XlK4fEpdtwG2N6f8mtrKVkS+hAGSCINMYbxwIVkd23s6NuOIgmwvK6KbJjwbXmMq8gSwl8FpvbTvmjsef1pmABzcXFxKXmJlBKSJI1GETGdbN6URSml6RUNRqqAiLiBbJ6rnVNKzwzTNj8JfA64OKV09nBscySM1s9/RPwvcCTwlpTSVZWOR5IklcY5wCRJkkahiKgF/gn4WrnJr4jYJiK266f89WTD1CAbBqgyRMQssuTXAuA3FQ5HkiSVYX3vyCVJkqQRkFLqBCYOcfX9gd9ExN/JhhD2kN0hc2Ze/8WUUst6B7mJiIjvA5OAN+VFn0gpdVcwJEmSVCYTYJIkSRuf+8jmyDosXyaSzXN0I9l8YtdUMLax6F1kc1stBC5MKV1R2XAGFxGfAF5RYvOrU0pXj2Q8kiRVmnOASZIkSRuZiLiFLPlZis+klM4fuWgkSao8E2BFbLXVVmn69OmVDkOSJEmSJGmjcddddz2XUpq6offrEMgipk+fzrx58yodhiRJkiRJ0kYjIhZVYr/eBVKSJEmSJEkbNRNgkiRJkiRJ2qiZAJMkSZIkSdJGzQSYJEmSJEmSNmomwCRJkiRJkrRRMwEmSZIkSZKkjZoJMEmSJEmSJG3UTIBJkiRJkiRpo2YCTJIkSZIkSRs1E2CSJEmSJEnaqJkAkyRJkiRJ0kbNBJgkSZIkSZI2aibAJEmSJEmStFEzASZJkiRJkqSNmgkwSZIkSZIkbdRMgBWxcuVK2tvbKx2GJEmSJEmS1pMJsCKWLFnCxRdfbBJMkiRJkiRpjDMBVkRPTw/d3d20trZWOhRJkiRJkiStBxNgA+jo6GDKlCmVDkOSJEmSJEnroaIJsIg4NyKujIjHIiJFxMIy1v1yvs7LRerrI+KCiFgQEasi4tGIOC8iakvdR21tLUuWLCm1uSRJkiRJkkahmgrv/wvAC8DfgJK7WkXEq4EPAy8DUaTZHOBfgUuBO4DXAJ8FdgFOK2EfVFVX0dTUVGpYkiRJkiRJGoUqPQRy55TSlimlfwaeKmWFiKgG/ge4AbirSJs3kiW/LkopvSul9P2U0ruAi4BTI+LgwfbzIi/yLb5FO06CL0mSJEmSNJZVNAGWUnpsCKu9H9gTOGeANu/IH7/ep7z39cmD7WRFWsFLPS/R0tpSfoSSJEmSJEkaNSrdA6wsEbEj2TDGz6SUFg3Q9ACgNaX0RGFh/vqpvH5Q7R3tzJgyY6jhSpIkSZIkaRQYUwkw4DvAY2RDGQcyDWgtUtcK9DuxV0ScGRHzImIey2FC7QQWLFkw9GglSZIkSZJUcZWeBL9kEfF24F+AQ1NKXYM0nwCsKlK3Mq9fR0rpEuASgKpp1akm6mluah5ixJIkSZIkSRoNxkQPsIjYgmz+rh+klG4vYZXlQH2RunF5/YDSCzvx0ufns3hhY+mBSpIkSZIkadQZEwkw4NNAA/A/EbFL7wKMByJ/vX1B+6coMswxLy82PHKNVZOhfSpz5qxn5JIkSZIkSaqosTIEckeyBNhfitT/A3gAeGX++q/ASRGxfeFE+HmSbBrwm9J2m9jvyEeAXYcWtSRJkiRJkipurPQA+zLw1n6WB8nm9Hor8KGC9r/IHz/YZzu9r38+6B4nPgXvfSV3df906FFLkiRJkiSp4iraAywiTiHr3QUwFaiLiPPy14tSSj8FSCndUWT9s4EdU0q/LCxPKV0fEdcBH46IycAdwGuAdwE/SyndNmhwk56GrZ9m5yk7D+GdSZIkSZIkabSo9BDIdwGH9Sn7bP54K7A+3a/eCpwHnAycQjbv16eAL5WzkRsevYFT9zl1PcKQJEmSJElSJVU0AZZSOnyk1k8prSRLgJ1XrE0pDtnukPVZXZIkSZIkSRU2VuYAq5j3/+79zF04t9JhSJIkSZIkaYhMgJXg2/O+XekQJEmSJEmSNESVngNsdEvZw/t2fntl45AkSZIkSdKQ2QOsiKalcNx8uPXndcxqra50OJIkSZIkSRoie4AVsU07XHUFMHk8NDdXOhxJkiRJkiQNkT3ABpNSpSOQJEmSJEnSejABNojujlXQ0lLpMCRJkiRJkjREJsAG0AO8xCru2Ka70qFIkiRJkiRpiEyAFbFgCpzyZnjF2fCVR35U6XAkSZIkSZI0RCbAinhhPFy2NyyeCDc9dhNt7W2VDkmSJEmSJElDYAKsBCklWlqdB0ySJEmSJGksMgFWgpQSM6bMqHQYkiRJkiRJGgITYCVY2b2Sg35wkMMgJUmSJEmSxiATYCVa3rncYZCSJEmSJEljkAmwEvWkHodBSpIkSZIkjUEmwErUUNvAgiULKh2GJEmSJEmSymQCrAQNqYb6qKG5qbnSoUiSJEmSJKlMNZUOYLSauhze0gLvuB+WjuuiufUlGo9dDDMbKx2aJEmSJEmSymAPsCJ2eAm++1uY9Tgc/TA0tgNz5lQ6LEmSJEmSJJXJBFg5jjyy0hFIkiRJkiSpTCbABlJbC1X5Iaqvh8cfr2w8kiRJkiRJKpsJsIF0dkJPT/Z81So45xxoa6tsTJIkSZIkSSqLCbBydHdDS0ulo5AkSZIkSVIZTIANIAEd9bWkgM4J4+ipqYbm5kqHJUmSJEmSpDLUVDqA0eqpifBPx8OUjk4emwI7LVnJQzvX8ecGaKx0cJIkSZIkSSqZCbAinp4ET89Y83r+1lBXtZKbHr2Jk191cuUCkyRJkiRJUlkcAlmGjp4OZv92Nm3tToQvSZIkSZI0VpgAK1NndyctrU6EL0mSJEmSNFaYACtTTVUNzU1OhC9JkiRJkjRWmAAbxBeP+CJXv+3q1a+XdSxjcfviCkYkSZIkSZKkcpgAG8TyruXc9cxda5XNeWBOhaKRJEmSJElSuUyADSASnLjNkZxYvx+RgJSX1e9X6dAkSZIkSZJUoppKBzBabbsM/vc7MLPrJqiq4r7vwpyZcOIDMHPBr+Hgf610iJIkSZIkSSpBpJQqHcOotH9Emtf74vOfh09+cu0Gt94Ks2Zt6LAkSZIkSZLGrIi4K6W0/4beb0WHQEbEuRFxZUQ8FhEpIhYWaTcuIt4dEddExMKIWJGv84uI2KPIOvURcUFELIiIVRHxaEScFxG1ZQf6859DVZ9D9e1vl70ZSZIkSZIkbXiVngPsC8ARwKPAiwO0mw5cAmwB/AA4G/gF8Hrgnoh4bT/rzAH+E/gjMBu4Bfgs8D+lBpdP+8Xj7zkJJkxYq+zutxxS6mYkSZIkSZJUQRUdAhkRO6WUHsuf3w9MTClN76fdlsD2KaV7+pTvCdwN3FfYfS4i3ghcD1yUUvpIQfmFwIeBQ1JKtw8U27RJkX45Gb5wCFy/J8w/4VZqf/xz7v3NJVx0EPx5Btx66q3Mmu4wSEmSJEmSpFJUagjkqJkDbKAE2CDr3QXMTCmNKyj7GXASsENK6YmC8u2Bx4HvpJTeN+B2p0XirDWvj9v9OJ55+RnubL1zddmJM0/k8hMuLydcSZIkSZKkTValEmBj+i6QEVEFbAs826fqAKC1MPkFkFJ6IiKeyuvLcvVDV69T9vaZby93M5IkSZIkSdrAKj0H2Pp6D1kC7Md9yqcBrUXWaQWa+quIiDMjYl5EzGP5wDseXz2e6urq8qKVJEmSJEnSBjdmE2ARcTBwEXAv2WT6hSYAq4qsujKvX0dK6ZKU0v4ppf3XaZHPfh8JJlaPZzzVNNfNWI93IEmSJEmSpA1hTA6BjIj9yCa5fwp4U0ppZZ8my4H6IquPy+sH3keC3Z+B6UvhPfNgWb61fZ6BBZuvoPnFCTR+bRbMnw+NjUN+L5IkSZIkSRpZYy4BFhH7Av8LvAS8NqXU31DHpygyzDEvLzY8crV9n4F5382eJyAK6vZcDMFyeiZVUdXSAkcfXcY7kCRJkiRJ0oY0poZA5smv3wPLyJJfi4o0/SvQlN/1sXD97cnmB5tXyv4S0FPwvHcBWFYLS7raWTzTYZCSJEmSJEmj2ZjpARYR+5D1/HqZLPm1YIDmvwBOAj4IfKSg/IP5488H298zDfDxA6F1MizaDN5+P2y+Al4cD794JUzpgHt2qOG7nQs4mplDfFeSJEmSJEkaaRVNgEXEKcCO+cupQF1EnJe/XpRS+mnebkey5NfmwDeAg/NJ8AtdlVJqB0gpXR8R1wEfjojJwB3Aa4B3AT9LKd02WGytm8F/zcqe11PDn2d0rdNmct04mpuay3jHkiRJkiRJ2tAipTR4q5HaecQtwGFFqm9NKR2etzscuHmQzc1IKS0s2PY44DzgZGBbsnm/fgh8KaXUOWhs0yQpzEMAACAASURBVCI1vh0+dE89Z9xfww079fDho2tZtnwpez8Dp/0d3tq6GY33/MNJ8CVJkiRJkkoQEXellPbf4PutZAJsNNs/Is0DqKqCnh6orobjj4drr4UVK7JGNTXw9a/D7NmVDFWSJEmSJGlMMAE2yqxOgPU1YQIsX7522f33w0znAZMkSZIkSRpIpRJgY+oukJWSCh7nj19OR9+6OXM2eEySJEmSJEkqjQmwASTWTn4BfO4QaK9fU5eAfxy5XyXCkyRJkiRJUgkqehfI0ayjCl6ohju2h+t3hRPnw1cPguv3hP/dDY5/EHZ+AS7dB07ovosL+NdKhyxJkiRJkqR+OAdYETEtEmeV1vbWU29l1vRZIxuQJEmSJEnSGOccYGPU+JrxvPmKN9PW3lbpUCRJkiRJktQPE2DraUXXCjq6O2hpbal0KJIkSZIkSeqHCbBh0N7RzowpMyodhiRJkiRJkvpRcgIsInaIiPED1I+PiB2GJ6zRa0LNBA7Z7hBqq2pXl9VX17NgyYIKRiVJkiRJkqRiyukBtgB48wD1x+ZtNj4pWyZ117DgkTfx67bDaUhrEmDjqutpbmquXHySJEmSJEkqqqaMtjFIfRVZqmijUN0Dk5bDO++GRZvDQa1wxj1dNLZfCcBDDXDTTsC4eo56Kmh8F9BQ0ZAlSZIkSZLUj3ISYDBwgmsPYMl6xDKqvPpZmPeV7A33l/lrbIeT7oNgFSvr6lh0ZQs7zj56Q4cpSZIkSZKkQQyYAIuIU4FTC4rOi4h399N0C+CVwFXDGFvFpT6P69YFy2igs6OW5rOb+ePhMHPmhopOkiRJkiRJpRisB9gUoPf2hgmYCkzo0yYBLwOXAp8c1ugq6EUm83E+zoPsyXv4Jh1Nf4faBpYuOpgH01600sTd7MtOPEYLB7KYqcyZAxdcUOnIJUmSJEmSVChSKm3arojoAU5OKV02siGNDlG1byLNg7qXoboTZu+RVVw8H1aNg55184Df+M3NnHPM6zZ4rJIkSZIkSWNBRNyVUtp/Q++35DnAUkrl3DFy7Nv8MTjxlbBkJ2hqgYmLs/LZe0BrM7RPhnveDXvMgRXbwMw5XPncVpyDCTBJkiRJkqTRpNxJ8ImI6cCRwNbAz1NKCyOiDtgGeCal1DGsEVZK/Uuw9Uuw9fy1yycuht2vz57vu3ZnuEO3O3cDBSdJkiRJkqRSldWrKyK+DPwDuAS4ANgprxoHPAi8b1ijG4WmT55O44RGzj34XA7f8fC16r54+xe5Zv41lQlMkiRJkiRJ/So5ARYRZwEfBS4GjgKity6ltBT4DXDMcAc42uy/zf48+9FnOXPXMzkoHUSsOQwAXHjnhRWKTJIkSZIkSf0pZwjk+4CrUkofjIgt+6n/O3D28IQ1em352JbMnz+fK664gi66qKGGTjpX15+43YkVjE6SJEmSJEl9lZMA2w34zgD1i4Gt1i+c0WdbtuUADuBRHmV/9mf7tD133nknABOZyAf4AH/hLzzGYxzCIUx4su/dISVJkiRJklRJ5STAVgINA9TvCCxZv3BGj23ZljM5c/XrfdgHgC66mD9uPg35oZjIRI7I/wuCgw46qCLxSpIkSZIkqX/lJMBagDcD60xyFRHjgFOAPw9TXKNCDz0sYxnP8zxP8ATP8zyPdT1G+8Pt7MAOfHz6x/n2wm8zlansxE7cxm1s8dIW7MEelQ5dkiRJkiRJuUgpldYw4kjgd8BlwKXAH4CTgeeBzwD7AbNSSneMTKgbVkyLxFkDtzlx5onMeWDOWmXbb7Y9j3/o8RGMTJIkSZIkaWyKiLtSSvtv6P2WfBfIlNLvgfcCJwC/z4t/CvwW2Bt498aS/Fot5Us/guB9O7+dcSsK2iX4aMPrN1x8kiRJkiRJGlQ5QyBJKV0SEb8B3gq8AgjgH8AVKaXWEYivYqIHUg9ENzTWTWJFXTBt0jR23XJXpk2axjnN5zCzZQGLLg7+c1bi+t3gY7fB6TV/o2DqMEmSJEmSJFVYyUMgNzX7R6S/Ai/Vw27nwOKJa+om10/m4XMeprEdmDGDtHz56rpj3wZf+ub9zGycucFjliRJkiRJGs1G/RDIXhHREBFHRsRJEbH1SAQ1GjzTAO97w7rJL4AVXStoaW2BxkZYsICbTzqEO5rgmLfBdXuyzrxgkiRJkiRJqpyyEmAR8V6gFbgJ+AkwMy9vjIiVEfHu4Q+xMlo3g+8euG7yC2B8zXiam5qzF42NbH3R9zj03cH1e2Zzg50488QNG6wkSZIkSZKKKjkBFhHHAxcDNwP/Tjb/FwAppTbgRuC44Q5wNPhg8wcZXz2e6qhmfM14/nzGn2lsaFxdP7VhKpPqJ1FXVcek+klMbZhawWglSZIkSZJUqJweYB8Fbk4pvRm4pp/6ecArhyWqUebrLV9nRfcKulM3PamHt/3ybVwzf80haGltoSf10NHTQU/qyYZHSpIkSZIkaVQoJwG2F3DVAPVPA40D1G8UVnWv4sHFD3LcFcetToLNmDKD9o52ANo72pkxZUYlQ5QkSZIkSVKBchJg3YO0nwa0r184Y8uFd14IwIIlC5hQOwGACbUTWLBkQSXDkiRJkiRJUoFyEmD3Aq/vryIiqoC3An8djqDGigUvLOCa+dfQ3NRMfU09E2om0NnTSXd3d6VDkyRJkiRJUq6cBNi3gDdExGeBLXrXj4jdgSvJ7gj5jXJ2HhHnRsSVEfFYRKSIWDhI+wMj4vcRsSwilkbEjRHx6iJtp0XETyJicUSsiIh5EfHWcuIbzJMvP8lxVxzHHY/fwaXHXMryruV0dHdw3BXHMXfh3OHclSRJkiRJkoaoptSGKaU5EbEX8Eng3Lz4RrK7QQZwfkrphjL3/wXgBeBvwJSBGkbEQcAtQCvwqbz4bOBPEXFwSum+grZbALeRzUl2EfAk8A7giog4I6X0wzLjHNCFd17ItEnT1ir79rxvM2v6rOHcjSRJkiRJkoYgUkrlrRCxL3AS8AqyxNc/gJ+mlOaVvfOInVJKj+XP7wcmppSmF2nbku9zj5RSa17WBMwH7kwpHVXQ9itkd608NqV0bV5WDdwB7AzsmFJ6ecDYpkXirNLex+XHXs6UcVP4lyv+ZXXZjW+7kdfv0e+IUUmSJEmSpE1SRNyVUtp/Q++35B5gvVJKfyPrsbXeepNfg4mIXYADgEt7k1/5+q0RcSVwekRsk1J6Jq96B/Bob/Irb9sdEd8EfgK8EbhiqHFXUcUEJjCOcfwz/8w+DfsA8O7qd3N79+0cXH0wM6q9E6QkSZIkSdJoUHICLJ8/6+aU0nMjGE8xB+SPd/RTdydwBrAfcH1EbAs0AT8v0rZ3ewMmwLZlW84qoQtYfX09TU1NAOxSPYMZXdOorl5TJkmSJEmSpMoqpwfYHKAnIh4A/pgvt6aUlo5IZGvrnWCrtZ+63rKmIbQtrqcH8rs5Vnd0sNV22zF5yy0ZN24cm222GStWrKCxsZGZM2fS0NAADzzA7M9/ntamJppaW2k49liYObOkNydJkiRJkqSRU04C7E3AEcBrgXOA9wPdEXE3axJif0oprRz2KGFC/riqn7qVfdqU03YtEXEmcCbADsCnP/tZAHrGj2PpT/6H726ziLkL5zJrq1mccdAZNDY0rll5zhwmtLez28MPk/LXXHBBKe9NkiRJkiRJI6icu0DeANwAEBGTyRJhvctHgY8BHcD44Q+T5fljfT914/q0KaftWlJKlwCXAOwfkRKQgJfSSvb525ksql8BwA2P3sAXbvsCj7z/kdVJsOeOOZIt8oRZAp4/5ki2Ku29SZIkSZIkaQSVPQk+QErppYi4DngOeBGoBvYA6oYxtkJP5Y/9DV3sLWsdQtuiFkyB9x0MS+vh9zvD4vq1O7at6FpBS2sLR+92NAB3Tl7K+R8YzzF3r+BXe1Vz8LOXcUH7K9buJSZJkiRJkqQNrqwEWETsA7wuXw4lG0r4PHAz8A3gD8MdYO6v+eNrgO/3qTuIrNPVXQAppacjojUv76u3bN5gO3xhPHy3ubAkrVU/rmYczU1rGsyYMoO7Nl/BXUcAdHPfXd/j8vsv5+FzHjYJJkmSJEmSVEFVpTaMiOfIEkfnAZ3AfwL7pJQaU0onppS+l1J6ZCSCzLc7D3hrRPROck/+/K3AH1NKzxSs8gtg54g4pqBtNdncZUuA35az/2qq13pdRRXfedN31kpsLViygNqoXatdby8xSZIkSZIkVU45PcC2AHrIenv9jizp9PD67DwiTgF2zF9OBeoi4rz89aKU0k8Lmn8g3/efIuKbedk5ZEm8j/TZ9JfIEmOXRcRFZEMe3w4cAPx7SmlZqTHWUksQdNO9Vtm9V93Lsj8vI6XE7rvvzoydZ1BXXUdnV+fqduOqx7Hlyi1pb2/P7hQpSZIkSZKkDS5SSoO3AiLiILKhj0eQDUWsJ5tvq/cOkH9MKT1R1s4jbgEOK1J9a0rp8D7tXwN8DjiQbEzi7cC5KaW/9bPtJrJE2BuAicCDwJdTSnNKia1uWl068KwDOSgfNfkgD/Isz9JIIzOZyUQmrrNOR20HD6QH2HLPLZm51UyW3L6E8T3jqa6uZvbs2SbBJEmSJEnSJi0i7kop7b/B91tqAmytlSLqgUPI7gD5OmA/st5kj6aUdhvWCCtk2rRp6ayzzip7vbq6Oo4//ngAfvmrX9LZ0UltXS0nHH8Cu+22URwaSZIkSZKkIalUAmyod4FcFRF/IesFNgHYEtgV2HkYY6u4RP/JwSDWqgsCyJJf1dXVNDU1sbh9MUs7llJFFSs6VlA3ZaRukClJkiRJkqSBlJwAi4g6sl5fR+TL/gXr3wd8nWwo5EahJ/+vmG66aaONWmp51Z6v4i2HvYUlS5bQ1NREQ0MDN7fezA9rf8iUziksqV3CoUsOZXrj9A33BiRJkiRJkgSUNwfYCqAOCOBh1sz9dXNK6fkRi7BCYlok8hGQ46rGsbJn5eq6q992NWdcewad3Z3UVtcyf/b8te4ICdDW3sbu39qdVV2rqK+p56GzH1qnjSRJkiRJ0qZkLAyBvBz4A9lk90+NUDyj0kcO/ghf+8vX6OjqYFztOF6zw2uYP3s+La0tNDc1m9iSJEmSJEkaxarKaPtp4FfFkl8RMT4idhiesEaRBHMv/xLVqzrpSl3Ey+20HNhE42bbcvQpn6Vx4WJoa4PrrsseAdraaLnqW3R3drCiawXdXZ20tLZU9n1IkiRJkiRtosrpAbYAOAW4rEj9sXld9foGNWrko0M/MrebM47rZlIV1PYkmhd2QQ/Q0gKvfCVMngw9PVBbC3PnwqxZNFetoPaMFfk67TQv26yib0WSJEmSJGlTVU4CLAapr4Iit00cg5qWwgHz4UN3wqzH4cGL4a9N0NwKje1r2iWgp72d6q4uuiZMoOdnP6O2s5PGZStWr3NAKzTW/x72m1Wx9yNJkiRJkrSpKicBBgMnuPYAlqxHLKPKNu3w6yuy54ks6fWmh9e8LtRZXU1nVRU9KfHT5ct5Z1cXVbW1NLZ3rl7nuSOPZKsNFbwkSZIkSZJWGzABFhGnAqcWFJ0XEe/up+kWwCuBq4YxtopaPn48jzU20hnBds88w4O7784WS5aw2dKlNCxZQl1KPL3ttlx73HEsb2igqbWV1qYmVkyaxHc/8AG2XrSIlXV17LRgAQ/MnMme3d28ttJvSpIkSZIkaRM0WA+wKcCM/HkCpgIT+rRJwMvApcAnhzW6CloyZQo/Pf20dcqDIJGIPiNC/7H77gDU1tTQMWUKj01soLurmydmZIdvmxnbjHjMkiRJkiRJWlekVNq0XRHRA5ycUio2Cf5GZZtp26QzzzpzrbIeeqiiipWsZDnLaaedg7c/mK232pqlS5ey4447su+++7K4fTHH/+B4Xu56mWk901hQs4BltcuYP3s+jQ2NFXpHkiRJkiRJlRURd6WU9t/Q+y15DrCUUtVIBjLaPMuzfJbPDtimKqp4hEeofaGWg7c/mJfGvcSiRxcB8A/+wbKeZTzMw9AFE6sm0tLawtG7Hb0hwpckSZIkSVKu3EnwVaAn9XDbE7cBcPOim1eXb1a/GdVV1UyoncDyzuUAtHe0M2PKjH63I0mSJEmSpJGzSfXq2lA6uzv55hu+yUde8xEm1GRTpk2oncCCJQsqHJkkSZIkSdKmxwTYQFIZS4H6mnqO2vkozm4+m3G145hUN4n6mnqa62bAdddBW9uGfBeSJEmSJEmbNIdAFhE9kHpg+xfh1c/CE5NhaT1MXgVT26GzBvZ+Bp6aBIsb4OAnYNvucUz+/Fc5at+3rp7sfv7s+bS0ttBcN4PG/WZBZyfU1sL8+dDohPiSJEmSJEkjzQRYEfs+C/MGngN/XeODRYvgy8u/zNQJU9lu8nbss80+ANTNu5uezg6qlr1MR8M4ls+9iSknnDz8gUuSJEmSJGktJsAGkAZvspbO2ioOuPdsFk9cUxYEDXUNbLO8ir90vUx1HXT1rOSge2fz5zcctbqnmCRJkiRJkkZG2QmwiJgATAe2BKJvfUpp7vqHVXk9+dLXKmBVNbzQAH+ZBrsugVt2gHuaYFlj9VrJL4BE4uWOl2kdN55XnVPLq5/opKUJXq7voOWqb3H0UWc7FFKSJEmSJGkERUql9XPKE18XAafTf+IsgJRSqh6+8ConpkXizDLaA1f9Ao57O2ulBXt7gNVU1dCTeli6aikAU1YGD106gcaueucDkyRJkiRJm4SIuCultP+G3m85PcD+G3gX8Fvgj8DzIxLRaJJ3ARvfAY3LYNHmUNUNPdVAFWy5AvZvhekvwTl/hZmL4f5vw6Un7sbUt52+eg6wBUsW0NzUDMBNj94Ed9/NUR/7Ho1t7TCpClpa4OijK/c+JUmSJEmSNmLl9AB7DvhdSumkkQ1pdNi/ujq11NURK1euVb7OmM/+3HorzJpVvL6tDfbYg9TZSU9VFSvvvpuGGTPWK15JkiRJkqTRbiz0ABsH3DJCcYw6L06ZwoVnnMEujz7KIXPn8o+dd+ae/fbjpKeeYsqf/gQnnwyTJ8ORR8J998HcubB0KZx77sDJL4DGRtrnzePGCy7gyWnTWHXllcyePZuGhoYN8+YkSZIkSZI2IeUkwOYBu45UIKPNivp62ic28Pe99+bevV9FECQSZ239PI+9cScWvngZz618jsY7v8dhMw6j6bQmFr7UwWlTX6T64etobmpe6w6Pbe1ttLS2rC5v7ezk4d12o6Ojg7rublpbW9ltt90AeKDtAeY8MIcTZ57IzMaZlToEkiRJkiRJG4VyEmCfAK6NiCtSSvNGKqDRIpENDV3FKuqoW/36Tu7k8acfX92ubUUbVz545erXVz90NRNqJjCudhzzZ8+nsaGRtvY29rh4Dzq7O6mtrmX+7Pk0NTVRXV1NXV0d1dXVNDU1AVnya6/v7EUi8bm5n+O+995nEkySJEmSJGk9FE2ARcSl/RQ/CdwZEXcAjwHdfepTSuldwxhfxbzIi3ybb7M5mwOwF3vxV/7K4zw+yJqwvGs51VXVtLS2cPRuR9PS2kJndyfLOpYxqW7S6vLZs2fT2tpKU1PT6uGPcx6YszrZlkjMeWAOFzReMHJvVJIkSZIkaSM3UA+w0waoOyRf+kpkd4oc81axisX5fwAP83DJ69ZX19OTevj0zZ/mD4/+gV222oXqqmom1U2itrqW5qbmtYZEFs79deLME/nc3M+tToJNqJ1AW3vbWsMpJUmSJEmSVLqS7wK5qYlpkThraOvWUEMXXWuVbVa/GRe/8WKO2vkogHWGRBYmuOYunMtRPzuKVd2rAJgybgoPnf2QSTBJkiRJkjSmVeoukFUbeoebgr7JL4Blq5YB0NjQuNaQyM7uTlpaW9Zqu7RjKVWx5tQs71zOTY/eNLJBS5IkSZIkbaRKToBFxIyIOGaA+mMiYvpwBDXW1VG3TlkicfrVp9PW3kZzUzO11bVrDYks1NzUTH1N/erXHd0dnHPDObS1t4147JIkSZIkSRubcnqAfR742AD1HwGcrR04fb/T+cbrv7FOeVfq4qZHb6KxoZH5s+dz2fGXrTP8EbJeYg+d/RAfPujD1FdnibCunq51eopJkiRJkiRpcCXPARYRjwOXpJQ+V6T+P4AzU0rThy+8ylmfOcAAJtdP5qVVL61TPqF2Ags+sKCk+bweaHuAvb6zF4lEENz33vuY2Thz6EFJkiRJkiRV0FiYA6wReGaA+jZg6/ULZ+w4drdjqaa6aP2KrhX9lq/qWlVyT64FSxYwoXYCkCfOliwoP1BJkiRJkqRNXDkJsCXAzgPU7wIsW79wxobxNeP5wuu+wOTxk4smwcbXjGdS3aTVCazV5bXj15nzq5jeucAm1k0kIpgxZcZ6xy5JkiRJkrSpKWcI5JXAa4FXppSe6VO3DXA/MDel9JZhj7IC+g6BnDp+Kiu7V3Lcbsfx1X/5Ko0NjbS1t9HS2sI1D17DT+/7KbtusSuH7HgI5zSfw9SGqbS0ttDc1Mwdj9/BF//8RY6ccSTvP+j9JQ1/7PVA2wMc9IODSClRX1Pf75xhkiRJkiRJY0GlhkCWkwB7NXAn8CJwIXBPXvVqsgnwNwcOTSnNG4E4e2OYCLwfeDswHVgFPAxcAvw4FbyZiDiQbOL+A4EE3A58IqV0DyUYaA6wCdUTeOOub+TJZU/yiUM+wb/u8a+rk2EzpszglkW38NgLj3HGPmes95xd1z18He/41TtY1rGM8TXjueSYSzj5VSev1zYlSZIkSZIqYdQnwAAi4mjgh8CWZEklgACeA96VUrp22CNcs+8q4FbgYODHZMm4CWTJsGbgKymlj+dtDwJuAVqBb+WbOJtsHrODU0r3Dbq/MibB/9GxP+LD//thVnWtor2zfc02hmHi+rb2Nnb/1u4sWbkEgCnjpvDQ2Q/ZC0ySJEmSJI05Y2ESfFJK1wE7AG8BPpEvbwZ2HMnkV+5A4FDgGymlM1JKl6SUvg78E7AA1kpXfQPoAGallL6WUvoaMIssaXfhcAf2lTu+Qmd351rJL4BEYs4Dc9Zr240NjXzzDd9kfM14ALp7ukueRF+SJEmSJEllJsAAUkorUkpXp5T+K1+uSSn1f8vD4bVZ/vhUn3g6yHqgtQNExC7AAcCVKaXWgnatwJXAkfmcZcPmPfu+h9rqWhpqG9YqD4ITZ544pG22tbdx3cPX0dbexlE7H0V9TT3ja8ZTXVVd8iT6kiRJkiRJgppKB1CGFrI7UX4sIhYCfyEbAnkqsB/wnrzdAfnjHf1s407gjLz99cMV2Kdu/RS3nX4bC5YsGJY5wNra29jj4j3o7O6ktrqWuafNHa5QJUnS/2fv3uPjqsr9j3/W3HKZTBsoHUrDpaHQNqSFA9QBRAMoFjkEFTkQQATkKAhtUeQoesQbqHgDlV4QRC7H/oqhcumhiFYQiNwcyrUNoaHQHmwEpiJtk0kymZms3x97ZjJJJmkmnTRJ+337ymsye6+917P3TPp68fisZ4uIiIjIHievBJgxZjpwJc5yxL3oX0FmrbXTCxRb3xO/b4z5BHAbcE/WrlbgTGvtA6n3U1OvLfSX3laRaw5jzCXAJQBM7NnuMi66bfeAsbV3tfP4psc5qPwgJvsnM/8D83d4PYMJt4SJJ+O0drUS8AWob6wn2Z2kI+EU2q1+Y7Ua4YuIiIiIiIiIDNGQl0AaY+YALwCfB3zAwTjLDotxnsiYBN4qfIi9tAHrgJ/h9CH7PLABWG6M+VhqTGnqNZbj+M4+Y3pJ9RWba62dmz1isOQXQFd3FwseXsC5955L1ZIqItHIEC8nt1BFCK/bS8AXwOv2Ulddh9vlBqAj0cHChxfu9BwiIiIiIiIiInuKfHqAXYvTWP4I4KOpbV+y1k7FaUBfDuxc6dMgUgm4p4E/W2u/aq2931r7G5zG+O8AvzbGuIH21CFFOU5TnHptz7Fvp7V1tRFPxne6SX3QH6RpfhPLz1xO0/wmqoPVaoQvIiIiIiIiIjJM+SyB/BBwq7V2vTFmUmqbAbDW/toY82HgR8AnChxj2pU4CawV2Rutte3GmIeABTiVaOkm+bmWOaa35VoeudO8Li8u4yJUESISjRBuCVNZXsmL77zIttg2JhZNZN70eQT9wV7HpceGKkL99qXNmz6PEm8JHpcHr9ubaYQ/lGNFRERERERERPZk+STAAsAbqd+7Uq/Zjz18Cri+EEENIJ28cufY58l6fS71+3E4/cKyHQtY4PmCRwfEu+Nsi23jtS2vccY9ZxBLxIjGo73GlBeXs37B+kyyqm/D+6b5TQD9tqWrwrKTXbmOVRJMRERERERERKS3fJZAvgtMAbDWtuL0/5qRtX8vcienCuXV1OtF2RuNMeXAJ4H3gQ3W2g3AGuAsY8zUrHFTgbOAv1hr3xnBOFm6ZinxZLxf8gugPRZjdWPP8sXshvfp5ZO5toGzNLJ2Rm0myZU9risRZ/H9YSJqDSYiIiIiIiIi0ks+CbCXgLlZ758AvmSMqTHGnIizBPHlAsbW1y+AfwE/Msb81hjzRWPMfwMvAvsB11hrk6mxX8LpAfZXY8yXjTFfBv6Kc71XDXlGO4SfPuMMhsvnXo7X7cXv9fc7X1dHEQs/Hcokqvo2vA9VhHJuyyU9rswbILrdy41XhaiqQkkwEREREREREZEsxlq741GAMaYOp8n9KdbaDmPMkThJsHSWpwP4uLX2yRGJ1IlhOvBtnCb8+6bmfAn4hbX2vj5jjwO+DxyDk556GviGtfaFIc21r9dyaQK2TYH3q6DoXdjvVegqgdYK8G2FklY8nQeQfHAJtvx1mPwaXz79o3zjgg+y4tUVvPmvN/nkzE/y9N+fZsVjTTSu+iixVz9OwBVk6e1bYcYqAI6cciQbt27s1cdrqL29ItEIi+8Pc+NVIaKRIGWBbq786RoWnD9NyyFFREREREREZEwxxjxvrZ2745EFnneoCbCcBxtzk9h2qAAAIABJREFUAHAGkAQetta+WajARpsxc21PO7EB+LbDfx4Hd/4Vkh5wJ2B+Ff692jPLH8t8ZUS7oti2fWBJE353OV6voXv+TLZ7NgD9+4LlKxKBqiroincTTWyl9Mq5FE3cpp5gIiIiIiIiIjKmjFYCLJ8m+P1Ya/8O3FSgWMagbtjvr+DyQuUjMP3P8OLFsG1/mP4IHHUnlG2B+VXQEoKKMJRtoSPRs7K0M96JxWbG1e51I7UnBbnkLy2QcMbEEjHCLWFqZ9QOK8pgEJqaYPH9a7jxrXOI+jbiSgZ26pwiIiIiIiIiIruLvCvAjDF+nCcs7gs8Yq19dyQCG21mqrFcOrxj3bhJ4rQjy1SAYTEY1l62lsn+ycxcPJOtnVuBna8AS9vRUyGHuqxSRERERERERGQkjIslkMaYy4DrgQk4fbU+Zq39izEmCLwFLLTW/npEIt3FdiYBlnb9R67n4qMuZkt0C/WN9dRV11EdrAacZNTqN1YDMG/6vIIlpAZKcu0oOSYiIiIiIiIiMtLG/BJIY8yZwBJgJfAgcFt6n7U2Yoz5I/ApYLdIgBXCS+++BEB1sJprg9f22hf0Bzn/8PMLPmfQH8y57DHcEiaejNPa1UrAN/zlkaoiExEREREREZHxxrXjIRlfBR6z1p6BkwTraw0wuyBR7SYeXP8gVUuqiEQjox0KoYoQXreXgC+A1+0lVBHK+xzpKrLz7j1vzFyXiIiIiIiIiMiO5JMAmwPcP8j+t4E9siSoxFXCBYdfwGdnf5aDJhxEaGqIUk8p7Yl24sk44ZbwaIdI0B+kaX4Ty89cPuzlj9lVZGPlukREREREREREdiSfp0AmGTxhNhWI7lw4Y1vAF+DmD9/MZx/9rPNkR+COuXfQ/n/tHDftOI488kii0SivvPEKpz18Gm6XG6/bS3V5Nc3NzVRUVOD3+0ct/oGWRw5VuoqszFsG3VDpqyxgdCIiIiIiIiIiI2PITfCNMX8FtltrTzPGTAK2ACenmuC7gJeAFmvtqSMX7q6T3QR/bnAup884ncSaBMXJYjbHN9NII9VUsy/7Zo455ZRTaGhoIJlM0uHq4PBTD+foKUez4s4VJJNJ3G438+fPH9Uk2M5q3NTID+76ARVUUEYZl112GcHgHln4JyIiIiIiIiJ5Gq0m+PksgVwMnGqMuQ7YO328MWYmsAKoBm4qcHyjZj/247t8l2u4hu2R7bzU9BJFySLi8Tj7si8f4SPsy76ZSjCAJ596klg8RldXFyXdJRxefDhb3tmS2ZZMJmlpaRnFq9p5kY0RZjKTMsoAaGxsHOWIREREREREREQGN+QEmLW2Hvgh8E2gKbX5j8CrwBnA96y1Dxc8wlFksSRI0EILq99bzfb4djrpzCS9+r4+2PEg0USUGDGMy+Ar9/Hphz/da1tFRcWoXU8hTKmcgs3635TKKaMdkoiIiIiIiIjIoPLpAYa19hpjzH3AZ4BZgAFeB35rrV0zAvGNmjbaeIiHaKKJKFGwsIQlVJgK3rfv82/uYyAZI2qiHMERRPaK8ELbizyffJ7p7kO48oPf4fbV69iW3M5iFnOI5xC+c+p3Blz+GIlAOAyhEAx1ReFwjtnZ45+PvMFvuJNDqGSjZyNzu+ZSRdVOxyIiIiIiIiIiMlKG3ANsT2OmGsslA+6F++6AT1+UeXvnKQ/wuQcuxrrimG4vgf9pIpmE9s9V4Z8Qx+fxDvj0xUgEqqogHgevF5qadpxEGs4xhZhz5lERtp5fBa445RO8rF/YBNHgTsUiIiIiIiIiInuG8dADbM8SL4aOALy/D3QDG2pg6Tp44luwdC2svRDueALW1XFh8gkm/fOTlN7RBPcup+i2JuJbg0QjQUrvaOLKA5cPmPwCp3IqHofWVuc1HN5xeMM5phBzJrcHYXETJX9YzqKZzjXtbCwiIiIiIiIiIiNJFWADMGauheeGMNJy0/8+xkdmH84xR04gEQdMAp+nGLrdOSuiItEI4ZYwoYoQQX+woBVgfc+d7/HDmjPHdvxDi0NERERERERE9hyjVQGmBNgATPGhlunXwt7NsOkE+MdR4InBhM0w9SWYdS+88wGorod9myj1ltL+vh9aQlARBgyLjwhz1ryD+iW/qpZUEU/G8bp7lkUWogfYQOce6vHDmTPXdvz5xSEiIiIiIiIie4bRSoDl1QR/j7L3Bjj7vMHHHPZQ5teOeAeUtcPMnm3vVvyGYPDaXoeEW8LEk3Fau1oJ+AKEW8LUzqglGITa2vxC7HvMQOce6vHDmTPX9lXNveNY/cZqyovLVQ0mIiIiIiIiIqNCCbACsfSupDMY6qrr+o0LVYTwur0EfAG8bi+hilDBYhjJcw83DrfLzcKHF5LsTqoaTERERERERERGxYBN8I0xbxpjPpH1/tvGmNm7JqzxY3LJZL754W/i9/oB8Bovn5r5KdZetpbqYHW/8UF/kKb5TSw/c/DG+MMxkucebhyLTl1EsjtJa1cr8WSccIs65IuIiIiIiIjIrjVYBdiBQCDr/XeBDcC6kQxoPJlSOoVzZp/Dnzf8mc5EJx6XB6/bSYBd13Adx+9/PI9uepRjK47l9Jmns3HrxswywMGWJu6MkTz3cOKIRCO4XW5KPCW4Xe5Rq0oTERERERERkT3XgE3wjTH/B9xtrf166n038Blr7d27ML5RY6Yay6WFPWeZrwyf27dHLQOMRCPMXDyTWCJGkaeI9QvW7zHXLiIiIiIiIiK9jVYT/AGXQAIrga8ZY14yxvwlte0aY8xfBvl5dBfEPG61dbXRlezqtQwwEo2wqnkVkWhkFCMbOeGWMMnuJB2JDpLdycy17+7XLSIiIiIiIiJjx2BLIK8G3gdOBg4CLDAZKN0Fce22ol1RKssrAScJVLWkingyvts2iM/VmH9PuG4RERERERERGTsGTIBZazuA76R+0ksgv2ytXb6LYhsfLGB63npw8fvgFdzdtYbj//Y2j+71PhODB/F792u0JzsotR42LrqW6n/uTXiGJZ7oojXeRsAXINwSLkz/rkgEwmEIhSA4uomldEP8cEs40/9sVfMq4sk4rV2tg1/3GLoOERERERERERm/BuwB1m+gMRcCT1hrN41oRGOEmWosl+R/3BVPwy//3HtbxA9VCyBuwNsNTUsgGE1vN8Qn+PF6CtQbLBKBqiqIx8HrhaamMZc8GlIF2Di4DhERERERERHJz2j1ABtsCWQv1tq70r8bYyYBlam3G6217xU6sFHXnfpJSwJu2DsKl70AmydAcQJO3QDf/yCsnQqXPtc/+QVOsqtpMYQrINTivM9sv8VDeNGVhM5YUJhlgOGwkzRqbYVAwHlfO/pPhcyWqyqsn3FwHSIiIiIiIiIyPgy5AgzAGHMEcBPwoT67/gpcYa19pYCxjaq5xtjn8hhvdjSgtBTa2/tvnzgRmpsLV920u1ROpa6jO95FwgXbXnyWyZXVox2ViIiIiIiIiOyE0aoAy2cJ5GzgGaAYeBBoTO2qBk4H2oEPWmsbc59hfDmqTwIsDjxb4SxhLEmA18LafWDOFogXwawTz6b00vnw1lvOAYEA/PKXTiLqtNPg4othyxa4/XYoKYH33oPZs+GsswqfoNpNemdt2djIFdcey9+mWrZNLFKzfBEREREREZFxbjwkwO4DTgRO7FvplUqONQCPWWvPLHSQo8FMNZZLB9jZp/F9iaeEez52K7WR8uEnnXaTpFUhrWpexXn3npdplr/8zOWDPyRA91BERERERERkTBvzPcCAGmBJrmWO1tp1xpilwBcLFtlYMFhuMGtfkfEQ+vRC2J4c3rLD3WXZYoGFKkJ43V4CvgBet5dQRWjgwbqHIiIiIiIiIjIAVx5j/cA7g+x/OzVmtzChE2dRZ3fPz0Hvw/WPwLql8Nv7YPFD8Ns/FLG+8wsEtyedhu3xuFOFlI/shu/DOX43lW6Wv/zM5Tte/qh7KCIiIiIiIiIDyGcJZCPwlrX21AH2PwwcaK3dLTqV52qC32flI+0e6PTChy+Cv94JniQk3DBnvpv9DzmKqmAVVftUESgOcOcLd7LmnTXM2nsWv6/7Pe+1v8eNz97I7MmzOcK1H2d8+pskujroJMlnf3A0X/3UT6mZVpOZKxKNEG4JU1leyd3r7ubRNx/l68d/neMOPK7f0xTTYwd8wmKOMUM5ZkwrcAXYuL8fIiIiIiIiImPQeOgBdjVwPfA74AfAa6ldVcA3gHOAr1trfzoCce5yM33GrumG1ZXwt4MgGIXbj4S92+HyNbC8GnBDuAK2lMHkNgi19LzPV67jn7jwCWqm1RCJRqhaUkUsESMaj/Y6rsxXhsHgdXtpmt8EQNWSKuLJeGZb3wRO+nzpMQ0XNVBzZ82gx4wLBeoB1vf+jNv7ISIiIiIiIjLGjIceYD8DjsJJdNXhLAwEZxmlAe4BbihodKOoeR+YMEAT/Kcq+2/bUgYPzRz+fLmOX7pmKTXTagi3hIkn4/2SXwAd8Q6SNknAFyDc4iz7iyfjmcbx4ZZwv8bx6fOlx9Q31u/wmHEhGITanY87+/6UeEpY/cZqzj/8/AIEKCIiIiIiIiKjYcg9wKy1SWttHXAK8Cvgz6mfm4F51tpzrLXdg51D8nP53MuBnmbwfm//Fmsl3pJeTeKH0ji+75i66rqhN5vfA4QqQrhdbgA6Eh0sfHghkWhklKMSERERERERkeEa8hLIscIYszfw38CngP2BVmAd8G1r7V+zxh2Ds1TzGJz2XU/jLNF8aUjzTDWWdAVYMmuHu8/7HNs9wJGBWVS974KAn9/FX6bLdgGwf9n+/PGzf+S99vf42iNf44V/vEDcximliNqDT2Hdtg3sXbo3P/jIDwrXA6yxEerroa4OqqtzjtmlPa8KtFRxJGNZ9soyLnnwEjoSHQRcJSw/5VZqQ6oCExEREREREdkZY74H2FhgjDkIeBwoA34DNAMTgcOBP1lrf5cad2xqXAuwOHX4AiAIfNBau3aHc001lkuc3yfG4KnfQM3nIO4Cbzc0LXH6gu1IxA9VCwzxCX68Hl+vflKRaISqRTOJb9/qnHNZOcEX1hc2KdTYCHPmgLVgDKxdm0mCjYoCN6sfqVh2yWcjIiIiIiIisocZrQTYkJdAjhHLcAqsDrfWft1ae7u19ufW2s+lk18pNwFdQE1q/8+BGpxKsCH1KTtgG3zxOVj8EDQvguotTtJr+X1DT36BM67pFg/LD7yyXzP1oD9I08xFLP9DCU2LIbg96VQjFVJ9vZP8Aue1vr6w589XOOwknFpbnddCX2+BYtkln42IiIiIiIiI7BLjJgFmjKkBPgT8xFr7tjHGa4wpzTHuEOADwAprbUt6e+r3FcDJxpgpO5ov2A5L/+A88XFy1MmcTY7Cac0973f0k7ZPdzG+6TMAp7JoVfOqTE+pf804kBPfSOJPuom7YUt1Za/9+eh7bsBZ9mhM+uY473dSJBph2SvLWPbKsvzjDIWcaqtAwHkNjWK/sR3EEjx+HrV/LyHoCtDtcbN60lb1AhMREREREREZh8bNEkhjzI+Aq3F6f30eOBWn89brwLXW2mWpcecCy4EvWGtv63OOLwC3ArXW2ocGm+9oY+xA9T6bS+DdibBubzj9DXhpX/jeSXB2s4d/X5/gD7M8/PHwYlZ4zycx7SBCW3/M2yXJTGP1ZHcSr9vL/Wffzwl3ncDkNgi1QLgCOvcOAOB1e/tVjA0mEo1QtaSKeDLe/9gcPcCGKxKNMHPxTLZ2bgWgvLic9QvW59c3bBz0AMvev7VhNce8spC3S5J5fy4iIiIiIiIi0mO0lkB6dvWEO2Fm6vXXOEmvCwEfcBXwW2OM11p7BzA1Na6l/yky2ypyTWCMuQRSnb8mgufK/AJ8prKbL59isCQI+Az3n3Y8ze81s/npLtq72p05MFgsZb4yrnnsGgC2lMFDqatzx9tJ2iQel4dvP/ZtFoYWsnHrxh02pw+3hIkn47R2tRLwBQi3hKmdUevsrK6Ga6/N72IGmSeWiGXexxKx3nMNRTBI5KSQ03Tfvwua7u8gFmoHiT0Y5MnDy3n79WTOe7tLHx4gIiIiIiIiIsMynhJggdRrK3CStc5jFY0xDwBvAj80xtwFpJdFxvqfgs7Ua7+lkwDW2ltxKsScJvh56qY783uiO8HChxcSi8foSHb0zJFaHNnW1cZzm5/rd46kTWaOv+X5W7j1+Vvx+/z43L5BK49CFSG8bi8BXwCv20uoYmSWFoYqQhR5iuhIONdU5CnKe65Bq9XGoIHu7Xi7DhEREREREZE9Vd4JMGPMNOBkYF/g/1lrNxljfMAU4J10YmoEpLNId2fPYa193xjzv8AFOFVi7aldRTnOUZx6bc+xr6BKPCXEu+O9kl/Z3MZNZ3dnr23p6rBsFktbV1v/qq4+gv4gTfObRrwaKegPsn7Bela/sRqAedPn5T3XoNVqY9BA93a8XYeIiIiIiIjIniqvJvjGmB/jLD+8FbgWODi1qxh4Fbi8oNH1tjn1+k6OfW+nXvcC/pH6Pdcyx/S2XMsjC+rSoy7F6/ZS4i7Jub/UW4rf6++1ze/z5xzr9/qHVNUV9AepnVE74lVIQX+Q8w8/n/MPP39Yc+2qarVC6ntvI9EIWzu34na5c1aGDfdBBiIiIiIiIiJSeEOuADPGXAp8FbgJWAWsTu+z1m5PVWGdDvyi0EGmhIEvAvvn2JfeFkn9ABwH3NZn3LE4D2h8vpCB7V+2PxOKJ3Bk8EiWv7ocL15uefEWbj/9dj51z6cy43zGx8F7H8wttbcwa/Iswi1hKssrefGdFwGnmmpLdAuLw4t5r+M9VjWvwmAwxtBwUcNus7xuV1WrjZTspY9ul5ulpy3NVMJpWaSIiIiIiIjI2JNPBdjlwP3W2i8DL+bY/wo9jepHwgM4/b/ON8aUpTcaY/bDeTJks7V2g7V2A7AGOMsYMzVr3FTgLOAv1tpcVWTD4jIu5uw7h8s/cDkfn/lxynxldNFFPBnnzpfv7DX26g9fTdOCJmqm1WQqiqqD1b2qqaqD1XzvpO8xa59ZuF1u2hPtGAwbt27MK65INMKyV5ax7JVlu6QSKd+qp+yKqvFWMZW99DHZnaS8uDznssh4Mk64pfezRMfbtYqIiIiIiIjsDvLpATYDuHmQ/VuAfXYunIGlen39F3AL8Kwx5nacp0BelnpdmDX8S8BjwF+NMYtS2xbiJPyuKmRc3babh994mIffeJiAL5BZEud2uXlk4yOZcQZDXXXdDs+XriCKJWK0x9sp85XlvUwwEo0wc/FMtnZuBaC8uJz1C9aPWCXSzlQ9jceKqcGWcA62bzxeq4iIiIiIiMjuIJ8KsE4gd5Mqx0HA1p0LZ3CppzSeCbQB1wHfBNbjPBUye0nm08CJwCbg+6mxG4Aaa+3LIxVfLBlj0amLWH7mchadugiDAcDn8rHo3xdRHaze4TnSFUTReJRSbylXHntl3omScEuYWKLnIZixRKxfJVIh7ajqaaSOHS3pJZzLz1ze77MZbN94vFYRERERERGR3UE+CbAwcEauHcaYYuCzwFOFCGow1tr7rLXHWmv91tqAtXaetbbfvNbaZ6y1H7XWlqXGnWKtfSG/yfL7KUnAvEiA2j//H/NueQRvPEnAW0ZZURlnTT4RVq2CSAQaG+Hb33Ze+8iuICryFLEgtCDvKqFQRYgiT89DMIusi5Cvsv/ASASuuQaOOw5WruzZNoQ4s8ftTFP7XscaN6HGrc65B5hrrBjsgQMD7ctcq7cMb9L2/kwGu9ciIiIiIiIislOMtXZoA405GfgTsBy4HXgUOB94D/gecDROhdUzIxPqrmWmGMsl/bdP2QalSSiNQ3kXzG2BTi/MjsBZTRCM9oyN+CF8aCmh2x4mOO8MiMfBGGhtBWud39euherelWGRaGSnG8RHohFWv7ACrr6aeW9AMFEETU0QTJ0vEoHKSmhv7znozjvhK1/ZcZyRCFRVOeO8Xmhqcq51mDFHohHCjasJfXohwe3JzDkJBnPOlbmGcSiyqZHwmccS2mx7PpMtW2DOnEG/EyIiIiIiIiK7A2PM89baubt63iH3ALPWPmKMuQz4JXBeavNvU69dwBd2l+QXwNHvwprrBt5vIbXAcWDBKNS+moCVjzgJnNZWkh4PLmudY62F+nq49trex6UqiHZG0B/k/G0HwTqXk8gKuCAchtrUecNh6OzsfdBPfpKJE5/PiS9XnOFwz7hAAMJhgrW1w4456A9SGymH7cle56S2ttdc3YEy1ty/mGnn518VN1YE122k9nUDrW09n0k43O9eR65eMG6fkikiIiIiIiIy1gy5AixzgDFTcJ6mOAsnB/Q6cI+1tqXw4Y2eucbY5wpwHjshgOvpZ+j+8Idoa99KNzAh5tw4M9LVPoNVTxW4Amynq7IGOmdqe3e8i62JKHOvLGXbxKLx20A+13X2qQD7598eZ+ZjZ6hZvoiIiIiIiOx2RqsCLO8E2J7iqKwEWCeQdEObF9p9sHkiNO4NdU3Q6gXjgscOgvfKoPXUk9i+5mkO/UeM16cWceo3bmPeceez+pll3ParS3g82MFB8VL+X/x0Zlz+rZFf6haJOBVGoVD/JFUkAjfdBI8+Cl//Onzyk73Hb9niVH7V1fWPc7DzFjrWSITw/Ys5560b2eiLEkh6WG4/Te3M02HevPG3JDLXdTY2Zu71Ku9Gzrv3PFq7Wgl4/CyP1VJbtwu+KyIiIiIiIiIjTAmwMcZMzd0DbNBjDDx+4ROccU//6p1INELVkipV9QxTJBqh6heHEG9rxdsNTUtS/dbKy2H9+vGXBBtE5rsSj+HdHnWutV29wURERERERGT8GxcJMGPMccAC4FBgEv3bYFlr7fTChTd6pgaM/d3ecNu/wcqZsN92iBZDdQS8CXh8GlRuh6ue8/DslATW62HhZ35B9VnzB2xiX4jm9nuyyGc+RXjNSkItWQ8bKCmBe+7p6W22m4hEI4R/fAWhG+t7rvVb3+rXL05ERERERERkPBnzCTBjzAXAHUAcaMZ5+mM/1tqTChbdKEr3AGsHSgcYY0pLnWbxyeRu8YTCMa+hAU44ofe23bACLKOxMdMbzBrDEw8u4rATz1LyVERERERERMat8ZAAWw8kgZOttf8Y0ajGgINLjD3sE4AbDvgXLFwDr+0Fs94DDPz+MDj7V08wa/KswvfCkoE1NMCNN8Ls2TBr1vjsAZaPxkbalt3Ox7puo3Efq+WzIiIiIiIiMq6NhwRYJ/BVa+2ikQ1pbDBTjeXSQQZY+NazRVzbPBUOPNBJgpWWwnHHQXOz8wTF7m445hj44Q9h8mRnTGUlbNwI770HN9/sjD/6aCeRA86YZBLuvhsuv9xJ8qQTbOn9Q0m25Wq0PtTG9elxEybAI4/0NMFvaID/+i/YtMmpvPrpT53G+QOdY8UKePNNuPhi5/pXr4bNm53m+hdf3Pupktn3RsnEXlY1r+ppiu8qYfkpt1IbOn+0wxIRERERERHJ23hIgG0AfmWt/dnIhjQ27KgJvgHWLoXqLUM84cSJkEhAe7uzbDIW671/wgRwuZztHR092wMB59Xtdl6HstwyEoGqKojHe8ZC/225jk8f29npxApOd/877oCLLuo//oEH+ifBIhE49FDYvr33dbS29rw3qabukyc788Viznx+v3N/tJw0IxKNULVoJvHtW50HACwrJ/jCbrrsU0RERERERHZro5UAc+Ux9lfAZ4wx7pEKZkzp7v0z7Z9wwYvwzSfgK0/nmfwCJ6kVjYK1/ZNf4CSc+ia/0se1tjr7YjHn93jcqZgaSDjsjMkem2vbYMemk1/gxPyTn+Qef8MNuc/R2dn/OrJZC/X1PfOl701b246vbw8T9AdpmrmI5X8ooWkxBLcndX9ERERERERE8uDJY+zzwJlA2BizBNiI0xOsF2ttQ4FiG1VHvwvPXTf4mKE/PxO6fC6MpwhvRxcmRwVYd3ERCbrxUIyrozNz7niRB09JMd3G0NXdhbu0GLfbxf3+/yPy3BImFk1k3vR5mZ5QkWiElyZt5WSPG1cg4FR7hUJsiW5hosviCZSBx80jk7byb9FI/15SoZBzTGlp7wqwr30tdwXYVVf13xYKQXExdHX1bCspwWZXgAHvnX4y+xw0y5nP7++pAEvFvCtFohFWv7EaoNf9HCuCx8+j9u8l4PJk7o+eKioiIiIiIiIyNPksgezus6nvgQaw1trdokLs31zG/qEIJnRCSY79nUB7EbxfDJsmQOgfEPPCU/vDrH+BvxPcQLgCrjkZ/umHUAtsmVLGnz54M+XRZKYH2LbqQwi9dQ3xZJxj/mG4/sQf8vyNX+HnRyZongwnRIp5IuhUVIVanHNuKeuJpby4nPUL1gNQtaSKeDLOfh1u/nb4Ispr5hHxO9snbosRaoHnD3DzbukgDdVHoAfYllK45hshJv8rTnlrnN8dU8LGqSXO/FFGtQdYJBph5uKZbO3cCvTczzGXVMrq4Zb+TOPJuBrji4iIiIiIyLgxWksg86kA+9yIRTEGvTwFKgZrgj8MD82EYk+CJw8vp3ZGLVx4IQB/bV7F2/cmae2K8s8ZAQ49cAs/O9tLRyIBwAOBBAnbc46+YokY4RZnSVw8Gae1qxVKAs48wSDh5lXEk3E2+qK8c2gJ0E1HVwcBX4BwS9iJJVswCLWpbTU1Pdtraoa+9C4YhPnzM2//1ryKu49w09qVXlrZQSDp6Zk/PV+6Mf4uFG4JE0v0VOSl72e/+zLasj6X9Gfa2tWa+RxDFSFVhImIiIiIiIjkMOQEmLX2rpEMZHfiMz66bFfOfZ2JTirLK3ttC1WE8Lq9BHwBvG4vddV1LAovoiPh9M0q9hbT1tU24HxFniJCFc6SwezzpLdln9/tcgr0PC5PrzEjLR2D3+unPd6O3+ffpfPvKLYiT1Hmfmffz7Gq73emsrxSFWEiIiIiIiIiA8inAkwr+I6kAAAgAElEQVSGaKDkF4DBcO7vz+W8Oedx+szT+fGTP2bl+pXMmTyHcw8/lznBOfz0qZ9SUVZBwBvg1ENO5cPTPsyBEw5k5fqVHLzXwZw47URefOdFtsW29eoB1rCpgSOCR2CM4TsnfAeAVc2rCFWEaLiogUXhRc78s89le9f2fpVC6Z5SleWVbNy6MbM/u9cUMKwqo6A/SNP8psz5X3znxWHe3cIL+oOsX7B+TPcA6yv7fqYrv1QRJiIiIiIiIpLbgD3AjDE10NPUPv1+R3aXJvhmqrEUeAnkcJV4Sijxlgxa1dOwqYET7jqh17aJRRPptt24XW4S3YlMFZnBsPaytVQHe5YbRqIRqpZUEUvEMhVaPrePhosaqLmzhngynqkeS3Ynd6rKKD2XqpUKp+89zf7cdI9FRERERERkrBitHmCuQfY9DjxmjPFlvx/kJ71fCqwj0UE8Gc/0+cpl6ZqlOY9r7WollojRGe/MbLdY6hvre41NVxBF41EslrauNuLJOPWN9ZnKolgiRiwRo7WrdYfxDCa7WmlnziM90hVhy89cTtP8JjZu3ah7LCIiIiIiIpIy2BLIi3Ge9BhPvd+jmuCPJSWekl79srKXJKarei6fe3m/pFaJp4QidxFulxu3y92rAqyuuq7X2IF6dNVV17HkuSUF7R/Wt3/VWO+3NV4E/cFM4/5QRQi3y02JpwS3y617LCIiIiIiInu0AZdA7ukKtQTSixeAQ/c5lL2K98Lv8xNPxvngAR9k0XOLaIu10U03LlwUe4rxuD18fPrHaf5nM91085Vjv8Ik/6Re/bgGWj7YsKmB65+8nqA/yNeO/xqT/ZN79e5a8eoK3vzXm1x85MW9lj+mjWQPsIHmUn+qkRGJRpi5eCaxRIwiTxHrF6zXfRYREREREZFRN1pLIJUAG8BgCTCDwdL/vnldXjwuDx2JDgK+AMvPXJ6pyOlrVfMqzrv3PFq7WinxlADkfdyOxsqea1d+T6LRKC0tLVRUVOD3+0dkDhEREREREdk9jFYCbMAlkMaYA4dzQmvtW8MPZ3wodhfTkezot93V7cLr9uLx7XiJYPYywHyWFmr5oAzFrvqeRKNRlixZQjKZxO12M3/+fCXBREREREREZMwZrAfYJshR5rRj7uGFMrb0rfLai704gAM4wXUC537iXJ7Y/gSPvvYoe7fsTTzVJm0609k/uD/Ta6bvcGlfuml5vksL+x6nZW2Sy676nrS0tJBMJunq6sLn89HS0sKMGTNGZC4RERERERGR4RosAXYtw0uA7RamMIVLuKTf9s7uTj52/8eIEsWPn/nMp4SSzP6lLUtpvruZ/Ur34/Aph7Nv2b6EKkJs69jGkjVLOGrKUWz41wbe2v4WB008iFOmn8JjGx/jkzM/ydbOrax4dQWtsVae+fszbN6+mStCVzDJP4kJvgk8svER6qrrqA5WU1leyeLwYuqq69jw3gauf+p6DggcwCvvvkLCJpg7dS7zPzCfpzc/TcOmBo7a7yhmTZ7FkVOO5MHmB/nb5r9x0REXsblt86B9wXbGUPp87Y69wAa6pnyutRD3Jbsp/kipqKjA7Xbj8/lwu91UVFT0G9MYaaS+sZ666rpefel2l89bRERERERExj71ABvA1KlT7ecv/TyttBImTBddxIjxJm8SJZoZ58fPB/gAB3MwT/IkzTQXPJYiVxGx7hjgVKbdf/b9nHHPGTn7kA2XwbD2srUFS4IN1qw/nzHjzUDXlM+1jrf7MlgPsMZII3NunpP5rk4smki37R4X1yUiIiIiIiKFN1o9wFy7esLx4m3e5jqu4xf8gqd5mjWsYS1reyW/AKJEeZzHuZ3bRyT5BWSSXwAWyw3P3lDQ5Ff6vPWN9QU7X7glTDwZp7WrlXgyTrglPKwxQxWJRljVvIpINDIi44dqoGvK51oLeV92Bb/fz4wZM3L2/qpvrO/1Xe1IdIyb60pr2NTAOb8/h4ZNDaMdioiIiIiIiAxTXgkwY4zbGHOBMWaZMebPxpgjU9v3Sm3vv/5JdlqRqyjzu8Fw1bFXYTAFncNgqKuuK9j5htKEvVCN2tMVU+fdex5VS6p2mNTKd3w+BrqmfK51d3rQQV11Xa/vaomnZFxdV8OmBk646wTqG+s54a4TlAQTEREREREZpwbrAdaLMaYUWA18EIgCpcBeqd3bgR8BtwPXFDjGccmDB7dxk7AJkiQz2124CJYG2dqxlX38+3DStJNojbdm+nGte3cdk0omsTaylk1bN/GRyo9w9NSjOXDCgb16gK29bG2mr1LfHmCdiU4OLD+Q/zruv2h6r2nQHmBN7zXxt81/48pjryxoD7ChNGEvVKP27IqpgC9AuCU8aO+rfMfnY6Bryudad6cHHfT9ro63HmBL1yzt975mWk1B59gd++CJiIiIiIiMNUPuAWaM+QlwBVAHPA28C5xsrf1Lav9i4Bhr7QdGKNZdykw1lktH8PwYSrwldMQ78Pv8eFxOLjLZncTr9tJwUQM1d9bk3Qdqd+41NZB8r2N3uW4ZeekKsLQnLnyioAkwfRdFRERERGRPMx56gJ0F3GqtXQl059i/AZhWiKD2BBZLe7wdi6Wtq41YIkYsEcv0R6pvrB9WH6jdudfUQNIVU8vPXD6kBEK+42XPVTOthicufIK66rqCJ79g9/kbFBERERERGevySYBNBV4eZH87ENi5cMYYm+NnR+N3tC313mAo9ZZigLK4oShpKPIUZfoj1VXX5e4D1dgIV10FS5ZApH/vqkz/KI8fbyxBqHXCgOEOqddUJAKrVuWcK6OxEb79bec1l4YGOOcc5zXbypVw7LFwzTU950/P19DgnLOhYfD5U3MHN22hdkatk8zqG0+Oawj6gz3jBzpv+j43NjrHr1zpXMfKlbBsmfMTiQx+/QNde75j0teRPW8uK1dCTQ3cdZcTczr27PF95xvKZzxSdvTdgaHfn0LGlPU3VjOtht/9x+92PvmV4/PL/A16y/AmLSFfZQEuQERERERERPrKZwnkP4BfWWuvNcZMArbQewnkL4HTrbUHj1i0u5CZaiyfH2Cnu/+mIzfDf74EcyJw98ITaSpuY9PrazijCc5YD49842xOvv4e3pqYGv+rB9j48uNUfucXbNwLQi3ATTcR/lBlphdQv95AjY0we3bPpBMnQnMzBHsncSLPNxA+7wRCLRBsN7B2LVTn7u81aP+hSASqqiAeB68Xmpr6zUVjI8yZA9aCyTFXQwOc0LOEjCeecBI0K1fCpz7Vs72sDJ591tnX2Qnt7T37/H4oKuo/f665ofe2xx+HM84Y/Br66nufjXHm7+zsP7asDKLR3Nc/0LVnG8oYcD6LmTNh61bnfXk5rF/f+1r63tPiYojFnPvn8znX/tprved74AG4+OL87k+h7Oi7A0O/P4WMaQh/Y3kb5POLbGokfOaxhDZbgokc33MREREREZHdyGgtgRxyE3zgUeBzxpif9d1hjKkELgZ+W6jARtvRb8Oa6/pvt8Dd1fCZs3q2vbIEZm8Bk9q/108e574q+FaDU2LXDXRffw8feqvn/c++dQ7/vraTw7ZA9RbnuHVfv4LT5zsN9APFASb6JtKV7GJqYCqxZIwL7nuDr9BTthdr28YPfvRxpn/2Szz8xsOcOv1U7nz5Tk797TN8tTkdj+X1pddR/pObMgmuvkmvUEWIcEuYyvJKNm7dmHnd59FnObxjO6UdCWKlxfzkp6fzwCEJrghdwST/JOf4+nqstc5c1vL4jy/Dfe332d613dm/tKeJuAWeu+Zi3r7lBmZ84xJmQeb5gMn2Njbf8hMOisd7Jb8sYKJRul2GNfcvZtr5CzLX0bbsdvxZc6/+4efZq6ScD2Rt61z0c0ricWhtpTtQljkH0Ose9Lon9fW9P3NrMZ2dTix9vxCdnU4CJzUuuux2yq6/gUg0QvzH1zA1+5ilS/snb5Yu7f++pqZ/YjIcdpJZabGYs602q3n/DTf0i80Cpq0NAgFn/LJlvcfccIOT/GpthUCArQ2refLw8rwasg+3iXv254e1UF8P117b+3wD3J98549EI6x+YzUA86bPGzjOPp89HR397/NwDPL5BddtpPZ1A61tEHAVZr4UNdgXERERERFx5FMBdgiwBmgB7ga+B9wAJIEvpl6PtNb+fWRC3bXmGmOfG2Dfhy+Ep7JWKp33Aiz73573538CXqyAdTf3bPvE2fC/9/S8n30ZHNnS/7jlRw0cU9W7zjnTCZVtRTBjIWwpyz0uLXRFCRsrSmia3+Tsz2q6nW62H0vEaI+3ZxrzF7mLCGzrpGkJeJKQcEPV/J65SjwllHhLuKfqu5z0iSt6XVfTvuD3+inyFNF8xO3s/fGeqqT0vTvtVXgw6360+uDY/4SX7w7g7Upis5JgbV6Ie2DulX62TSzKXMfp35rOMz9v6zU39NwjC9R+sYxV9R5IJNiaiDL3ylLen+AFBn7gwPqT7mef0AmZ1asW6HBDac/DPHuSWmVl2FQFmAWO/8oEbrv6aWrurOHoDR386dcdPeOHWAEWOXpW/8boUfKqAEvHXJyEqA/8/nJcr60ftAKs2+OmagG8XZIcckP24TZxj0QjfPLbh/LUjdude2MMZu1aItMm9zpf8xG3Mynr+9P3Hg5l/kg0wszFM9na6dy78uJy1i9YnzvOUagAG1Kl5XCmVIN9EREREREZg8Z8BZi1doMx5qPA7cC1qc3/lXpdB3x2Vye/jDGlqbkrgSXW2gV99s8EfgycAPiAF4DvpJdtDmZzAJ4ug3064J+l8NK+sF873Hhs7+QX9CStvv4M/Oi4nvezL4O6RqivdpJCfd837Zv7uIGkz/G5F+HNveDe6v7Jr+xxmbn27iCQ9GQabKebbgd8gUyz/Wg8CkB73Ek8dSY76Sxzkl6hFghX9J6rI9GBx+Xhe/9cwcI+1wUQjUdxGRfPVLp55xcXUvrru1g6t+fePXQYnH42fOMpeKQSlhzrnH/+zz7Crft+nu++cCOuRx/jz5VQ3gUvHODmbV+UQNKVuY61k5L97inAEfNdnNvoYllVgs0HGB55aBHlrzRzzls3stEXpSRRkrmG7HuQvifPTtxO7bp1PPXd/+T/Rf/GE9Pg4K1AEi58zcNBl15NaMIsZ7J583jiuRU8e+NX+J+ZXWzex2bO9+eKDk75Qgl3tMyl4urv5166V1PjJHWWLoXLL4eaGsLNq3rFE24JUzuj1kmYrF6dmbdfkuSTn3QSWjfcwIunHc2PXr2Fdf4OZkdL+PwXFzEvGHSO6TMfTU0QDvPIpK28/fjl/ecdRHYT96Eekz6ucR/L7MvggvU+jv3KjZxYXd3v2p+pdFPbN9485w+3hIkleqqvYonYwHFWV8O6dXD77XDwwXDWWYVZjhgMDvz5BYOZz4BQqGDLH4f72YiIiIiIiOyOhlwB1usgY2YDVTiFLa9ba18sdGBDjONnwKVAGX0SYMaY6UAYSAC/ALYBXwBmA6daax8Z9NxTjeXSkYp810pXY+VbAdaZzNHzKqXYU4zH5eGHJ/2QK/50Rb/92XNuiW5h9s2zc5ylv/ST9ho2NXDCXT2VSgGf83yFdCUL0KuqJ1vAF8Dtcveq8HrxnRdZ8IcFdCW78Lq9uIxrwAqwdKVMY6SROTfPwaZqwbKvKbuSpm+lzUDnG6pCVO4M5xy76pjBjsv3fAWvANuNjGYFmJZeioiIiIjIQEarAmxYCbCxwBhzFE6C62s4SzH7JsDuAc4EjrbWvpTaVgY0Ap3ALDvIxY90AmyibyLburbl3Ne3B9hk/2ReibySScTMKJ9B5d6VrHl7DXP3m8u5s8/t1QPspXde4oI5FzCxdCInV57c049rgB5g6fd9e4Alk0nubrybc6vPZXPbZlZvWM3m7Zu56IiL+O/H/pvu7m46Ek6yLGmT3PCxG9jSsSXnnI2RRhaHF2OxnDr9VO5/7X7ejb7LOdXn8Nimx3g3+i7f+NA3ej1pr2FTA0vXLOXyuZcza/Ksfv9Bnd3X6cAJB7Jy/UoO3utgzqp2GrSlrymd4IvGoxR7iin2FPPk555k49aNAz9wIKUx0kh9Y33Oa8o20D0dbgKgEAmE4ZxjVx0z2HH5nq+gPcB2M6ORiNLSSxERERERGcy4SoCllh5OIkdPcGvtWwWIa0fzu3GSX28DC4CNZCXAjDF+4D3gKWvtR/sc+y2cJZzHWGvDA86xEwmwDx/4Ydb8Yw0diY5++zwuD/fX3Q/A2SvOzowp8ZRwz1n35FyitKp5Fefde15mKdPyM5eP6lKm7HjSxkJcuYynWGX0RaNRWlpaqKiowO/3j3Y449LO/nulz0BEREREZPc25nuApZJOVwPzgSmDDHXvbFBDcCUwC6fCK5fDgSLgmRz7nk29fgAniVZwnz34s7z8zst00D8BVuIpIVQRAqDIU5RJgBV5ijLb+wpVhPC6vQR8Abxu74DjdpV0PH6vn/Z4O36ff0zElct4ilVGVzQaZcmSJSSTSdxuN/Pnz1cCZhh25t8rfQYiIiIiIjJShpwAA24EFuI0kl8BvD8iEe2AMaYS5wmU11prNxljpuUYNjX12pJjX3pbRY5zXwJcAsDEnu3FFDv7MTmTWhOZSDXVbGMbc5nLXlv24o6j7mDZs8sA8OKlZVILtUfUcvFRF2eWA61fsH5Iy7KC/iBN85vGTE+d7HjSyyXHQly5jKdYZXS1tLSQTCbp6urC5/PR0tLCjBkzRjuscWdn/r3SZyAiIiIiIiMlnwTYZ4D7rLX/MVLBDNGvgDdxEnIDKU29xnLs6+wzJsNaeytwK8DUqVPtJalc2FCYrNWg06uns6FtA0dwRGbbfxzzH5xw2Am9/mMw6A8yb/q8zFMNs33poS+xZM0SfC4fNdNquOGUG6idUZvppVVXXUd1sDozfiT6Jg0m6A9mljVlxzEWjadYZfRUVFTgdrvx+Xy43W4qKvrlyGWIsv/m8jHePgM1+xcRERERGT/ySYB5gdUjFchQGGPOBz4G1Fhr44MMbU+9FuXYV9xnzIC66e63rYsufPjopBODYQtbeI/36KCDTxzwCY4/7nhOfvBk4sk4waIgP5j9A7657ptEHongfax3Q+iBmkV/6aEvcdOamwDo6O7gT2/+iT/d/CceOPsBzrjnDCyW7zd8n7WXraU6WD0iT84T2dP4/X7mz5+v/lOjaDx9Bvp3VERERERkfMknAfY0cNhIBbIjxpginKqvPwDvGGMOSe1KlwhMTG37J/CPPvuypbflWh6Z8TZvcx3X5RXj3hP2Zpp7GvFk3Gm67oNGfyMRG8k0hA63hDOVEeGWcGZs9r5fv/TrnOe/4dkbMk+CtFjqG+u5NnjtgOcZSK7xoYqQKhnGqeFU/614dQVv/utNLj7y4l1SFTdeKmX8fr+W3I2y8fIZ6N9REREREZHxJZ8E2NeAR40xj1lrV45UQIMoASYDp6V++jo/9fNVnGWSMeC4HOOOTb2uKXSAl8+9nFmTZ/VqAF1XXceS55bkbAg9ULPoL/zbFzIVYNmuOvYqnnzrSSwWg6Guum7Q8wyk7/jK8kpVMoxTw6n+O3TRoWyPbQfg58/+PFNJOFZiFBkP9O+oiIiIiMj4MuQEmLV2rTHmC8C9xph/ABuBZP9h9qOFDDBLFDgrx/bJwFLgj8BvgFestW3GmAeBTxtjjrDWvgxgjCkDPg+8ToGfALl30d48/fenmVQ6iV9+/Jds3raZZzY/w7m/P5fTpp9GS1sLk0oncfsLt7P/xP0zTe8bLmqgvrGekytPzjRq/9ihH6M93s4dL9/RqwdYdbCatZetpb6xPtMDLF1Z03BRw5AbvPdtUp1vBdmOjJdqn93BcKr/OuOdmffZlYRjJUaR8WBn/h3Vv5EiIiIiIruesdYObaAxpwH34fQC284AT4G01lYWLLqhxTUNJxm3xFq7IGv7IThJrjjwc5yYvwDMAU6z1v5p0PNONZZLhxdTiaeEjkT/p0VmKy8u58nPPUnNnTXEEjHa4+2UeEvoiHfg9/nxuX27rJdXISt0VO2za+1sBZjBqAJMpACG+j3X34OIiIiI7OmMMc9ba+fu6nnzWQJ5PfB34Axr7doRiqdgrLUbjDHHAz8Cvg74gBeAj1trHxnJuXeU/AKIJWLUN9YTT8aJxqMAtMedvvxtXW3D7uU1nMqavpUMO/MfY6r22bXy/eyC/iCvL3x9l/YAK+T3S2SsGur3XP9GioiIiIiMjnwqwDqAq621/ZtT7YbMVGO5ZHjHlnRBh2/wMeVdLp589jBqajYQM9202y5KjJcO4vhdxfi6kjSVfo3gf17hHLBiBbz5Jlx8MVRXQyRC5KnVVK1f6FQSdCVp2uc7BOsuhuAgCYaGBli6FC6/HGpqhneBg1B1wy4WiUA4DJWV8Pjjvb8jIjLmZP6NTHTh7Yam858lOE1/ryIiIiKy5xitCrB8EmCvAbdba38ysiGNDWZK/wTYAe/DxC54bSIkip1t3k6IF8N+rXDFc3B6M2zcCyZ0wpK50DQZjvs7xDxggap/wv6tMO9NCEYh4odwBVS+7xyXfg21OPvx+8EYaGtLBWacRMcZZ0A8TqTUEp7Y1jN+4kRobs6dBGtogBNO6Hn/xBMjlgRTtc8uEIlAVRXEYhCN9mw3BtauVRJMZIyKbGokfOaxhDZbgokiaGoa/P+4EBERERHZjYyHBNjlwJeBo6y1bSMa1Rgw1xib/ZhIC5hRiMO6XBiXCxKJzLaO//gUnof/hDfaQdLjwZVI9MTm88G999IYquzVLB+Ac86B+vqek9fVwe9+N+zYGiON/edIGSgJtrPJMSXXsqxaBeedB62tvTZbIPr1r1B2/Q263+OM7vceIvtvNxCA5cuJnBTSZy8iIiIie4TxkAC7AFgA7AfcQe6nQGKt/Z9CBjha5hpjnxuFefsm2tp84Pf5cbU5FT7WGE671M+yu9pwJ8EamBBzjjEAEyfy2lP/y2G/PxGL7d3kvIAVYI2RRubcPKf/HAy8DHJnl0dqeWUffSrA0n/JFjj+KxO47eqnqbmzRvd7nND93oOk/3bjcfB62bKmgVkrhv+3KiIiIiIynoxWAsyVx9g7gblABXAN8JvUtuyfOwoY26iKlMLdh8F9M+Ch6XDHYdAOdANdqdfsn/S2jj7bY/+fvXcPj6o6F/8/e+7JZJJYYESiQIiCGEBRGuGxjWgt1ZZWPR6JcjzVYusliucoVVut9FRtsbXa/uTW02OpnnpQtP4UjVqprRJrwREbBcZIBINKLEwEA8lkMtf9/WMyw8xkrsnMZCZ5P8/DQ/be6/Kud6299p53v+tdgBP43AB/PgE+KoPWSmirhL9PgBVna9n03XN5+Itabj8XrrnUyP/ds4jnTwken/p9M69s+g2sWgW33MLm51fyt4kKJ98A/3YJTF0KZ/5HKR9edWEwTVsb6x2voPabQ1RUNtj7vb7q64NGr4aGIS9/3GDfEL8OooM8e/1ebB22pOfTZaj5RxxWa3Dp1BNPwM6d7Fh+HSvP0jHjerCPVcObLIi+iwPR9ygidO+uXw+trbzpbZe+FwRBEARBEIQck8kukOfkTIoC5JMK+LdF0eeuTiOfHj1evGnXY9abWH3Bt7npxb/j8asEVDcvGJtxXlEaLE+r57RZC3DMCv5Arq6sRm/X03uMmRfLejHqjOzWGbD89LfQ7zHQQAP3Nt8b9s5qqG04WmF9PdTX07y3mTV/vIzGOY3UT87cEHZe9Xnc03wPwIA66qrq0Gv1WAwW9Fo9dVV1Sc/Ho3lvMw9ufZC5VXNZcvoSrGZryvzpLh9LtnSz6LBaYWFwB7nxt/2En5ifDHuRNNQ2sPqt1Un1nUxnmfRXrsj1ksBCWnJYCPoW8jgmIu7dOvPw930h3QuCIAiCIAiCkAvSXgI52lAmKCrX5r4ek9ZEn78v7rUV565gyelLAKKWRjVf1UzL/hZuePEGvH4vRp2RXTfuivrRkszI07y3mbMfPboUcvOVmzMygoWWavV5+wgQ4OV/e3lA/qHEAIuVz2KwsPum3eFllInKTWf5WLKlmyOBWP0k03c6OhvOH8W5XhJYiEsOxQgxvAznmBjJ95ogCIIgCIIgRFIMSyCFHJDI+AXw4u4XgYFLo9q72qk0VaKqKi6fC3/AP2DJTK21lrvPuZuDvQe56ImLuO/1+3A4HQCs2bYmKu2abWuwO+wse3kZq22rw+kSEZKn19eLXqPniOfIgDRWs5WFUxcO+BGV6HysPJG4fK5w+0KeYLYOW5Sc6S4fS7Z0s5BwOB00tTWl7ItYYvWbTN/p6Cyd/soVuV4SWIhLDuPpe7BjQcic4RwTye61XI+BdNqdTIbQNbvDPmg57Q47y19djt1hH1QbBEEQBEEQBCEVCZdA9ge9B/iDqqpqxHFSRkoQ/EJgW8c2pq+eTvNVzXGXx6RaMhPpSbVx10Z+9refsfum3TTOaYwy/FxQcwEz1s4IH9/51ztpW9qW0OiR66VasfKV6ErCdSTyVEhXpobaJMtDC4R8eWMU+pK7XMtX6O0H8czJN4U4JvIxBtJZXp5IhtA1t89Nr7cXs8GMQWvISM5Iz9x7m+8dcZ65giAIgiAIQmGQLAbYIwQ3lHuCYIz30LGSOAsqIAawJIwxjeFg38GocyatidpxtXzW+xkfHfmIMaYxHHEfweV3ofVrae9qp/WG1gHLY+Kdi1xGk8iTauHUhWy+cjNrtq2hcU4jr7S/kjBdPKxmK603tLJpz6a0253J8p76yfVsvnLzgBhgEO2pYDFYwnKGZEpVR621lh3X74haHppqmWCqMrO9dCm2jZv2bKLSVJn1pVHp6my4yLV8hd5+SDzehdyQ6ZgYylLvdMnHGEjV7k17NuHyunD5XANkCMnn9AZ3Ku7x9GQsZzzP3Lutdw+qLbKMWBAEQRAEQUhEwhhgiqKcDaCq6ubI41SE0hc7eYsBpjPh9r+295EAACAASURBVLnDL//lxnICaoAeT09QjgziVMV+pV/3zXVc9ORF4euRsbQisTvsUR5gFcaKpB5g8epK9rU/mx4M2faGSMezIVWMrGx7Z0SWqdVoAfAH/OIBNAoRD7DCJVHf5HOOygcOp4Npq6bR1dcFQKWpMirmZLY9wIYSm3G4dSUIgiAIgiCkR8HFAFNVdXOkMSt0nOpffsQeOXxxwhcxao3h4z5vHx6fJ3xs1Bpp72pPq6zYOC5arZbNV27mwmkXsuLcFXGNXxD0itp5/U5umXsLqy5YldL4Fa+uZLFyshlXJ+SpsP6S9Vn5cZNMtnTkzkXMoMg2rrxgJf6Av6DiVAn5I9vjXcgeie79bM8Jwz0GbB02/AE/EFyOvvKClVEyhOR74l+fYMf1O3j8ksczljPkmXtX/V1DWv5YiHH9BEEQBEEQhMIh2RLIKBRFWQf8t6qqbya4Xgdcp6rqkmwJV+xo0eLHnzTNlI+n8BZvhY+VQMwKUz9sfnwzLZoWAoFA0rJ66MGHDwMGfB4fmx/fTBllnK6cjnuXm7V/XUtFRQVarRafz8eRI0ewWCwoioLRaKS8s5zP+Iy1L60FQK/XU1ZWxueffx6u4wtf+AJHjhyhy9eFDx9GjPi9fj547QPu33g/brcbv9+PTqdj/PjxuFwulDIF1a9Sqi2FAFQ6K3n11VeprQ3+yGlpaeGYY47BYrHw5ptvEggEOOmkkzj99NMBeP3119m1axdjx47l8OHDWCwWTCYTb9jfwGQy0dbWRldX0DvBarUyefJkPvnkE7xeLyeccAIajYaKigpMJhMffPAB7e3tWCwWDh8+jMaigQCUaErwe/3s+NMOPvnLJ5xyyil8uPtD/F4/RowEvAHeeeEdLP+00N7ezkcffQSAz+gDP5h1ZrRoef8v79OyoYXTTz+db3zjGwA4nU46OjqoqqrCbDbT2trK1q1bOe2003A6nezdu5dJkyYxbdo0urq6qKysZP/+/VQeqcTZ5USLFrPOjE6jo9JZyZo1azCZTMyePZudO3fyySefoNFomDdvHscddxwGg4H29nZqa2uxWq1hGfbs2QNATU0NTqeTN954g08//RSXy0VlZSWBQACdTsdJJ53ECSecwM6dO+nu7sbv93PiiSeyb98+Kioq2LVrFxMnTmTy5Mn4/X7eeecdTjvtNMxmMx988AHbtm0DQKfTccIJJzBu3DgOHDiA0Wikt7eXQ4cOMXHiRCorK5k9e3ZYxkg53W43RqORmpoazGZz3PEeqde2tja2bNnCvHnzmD17Ng6Hg5aWFkpLS/F6vXz66adhHe/fvz84hru6KCkpwefzMW3aNDweT1h348ePD+urri4YD8lut0eN2dLSUkwmU5Sce/fuZdu2bdTU1NDV1UV1dTUejyfc9/HkdzqdvP3221RVVaEoCh9++CHHHHMMNTU11NbWYsbMxL6JfPTeR+w37mf8+PHhcdLV1UVVVRVOpzMsX29vL1u3bqWiogKNRjNAx0BYP8ccc0ywjjg6DrVlzpw5TJ48OSxvvHpD7aysrOTNN9+kra2NWbNmodPpEurA4XBgt9sZP34877zzDg6Hg/r6eqZOnRp1v2Qic+y9lqpNycZcSL5QXe+99x779u1Dr9czY8YMxvSNQYuWUm0pWkVLtaGaV199lfHjx6NBQ5m+DEVV6LJ3YeuyRcm8d+9etm7dSlVVFWPHjuXtt9/GbDZz1llncfDgQV599VU0Gg3HHnssiqKwY8cOzGYzNRfUwJijc+bkyZP56KOPOHDgAFarFavVGh6/+/fvp7q6mn379rFv3z7mzp1LaWnpgLHr9/vZsmULGo2GMWPGMGnSJGpra3E6nbS0tNAX6AvP33pFz1njz4rqv1D/zjDMYKdtJ16vlx2f7MDlcuF0Ovn444+ZOHEiZrOZkpISXC5XeD7ev38/bW1tWCwWZs2axayDs/B0ePjDy3/gwIEDTJ8+nc7OTrxeL2PHjuWss84aMF9E9nddVR06jQ6zzoyiKrz74rsc2nqIk08+OeGYEQRBEARBEEYPCZdADkioKAHgClVV1ye43gCsV1VVm0X5ho1kSyBLKWUc43DhoptuXLiCP3goYyIT8eLlVE5Fi5ZKKtnPfj7jMz7lUyYxiRM4gXbaqaWWYzmWHnrYQ79xghqAqOMyytKWu4ceOuigiqqM8g2GTOoajFx6vZ5AIIDfn9yIOFSSyZaO3InSzJkzh/nz57N69Wr8fj9arZavfvWrPPfccwll0ev1eL3eAeUf0B7geOV4jD5jgpxBFEUh8p6+/vrrMZvNrFq1ir6+4I6jBoMBj8eTqIi8c/3112O1WnE6nVFyAphMJm688ca4xqOQXgOBAD6fL3xt/vz5vPbaaxnLodVqBz3WTCYT3/rWt3jyyScHXNPr9eh0Om644YZwO0Lyu93upIZtg8GAoii43e4BZXq93oTXYwnpGIKGi7Vr14avGY1Gli5dGqXjvXv38uijj4aPFy1axPPPP4/P50tYr06ni+qHZDqIlSE2raIoaLXahOnjyRw5JiLzJmrTlVdeybhx4+KOuYaGhqi08e5LrVbLYf/huPd+n7aPj/wfRZ0PydzZ2RlVdiES297IOW6saewA/Qzl3smUyPkitr8Bfr7q5+zp28MEJkT1SbwxIwiCIAiCIAwPw7UEMm0PsDQwA96UqYqE4ziOa7MUBOxYjh1wrprq8N9llHEqp0Zdjz1OlzLKmMa0QeXNZV2Dkcvn85GugXYoJJMtHbkTpXnnnXc46aST8Pv9Ye+iLVu2JC0r9kd2qPwyf3pGw1h92e12qqqqogwT8eoYTux2O1arlY6OjgEGFJ/PR0dHB1OnTo0639HREdZrLG++GddJNSVD+QHv8/nYunVr3GterxdFUaLaEZI/lVdnIoNSqA89Hg8aTcKV7GFCOg79HVtHrI5DXnwhtm7dit/vT1pvIllD8kbqIFaG2HJUVcVgMCRMH0/myDERmTdRm7Zt28asWbPijrnYtPHa5vf7E977Jr9pwPmQzNu3b0/Y9kIhtr2R7Yynn3wZvyB6vojtb4CSQAlTmTogX0j/lZWVYc++WM9IQRAEQRAEYWST9JeToigTFUWpVxSlvv/UyaHjmH8XAdcDu3MusTBq0Ol0aLXF61B42mmnUVVVhVarxWAwoNVqmTdvXtI8er0+4flE1yJRlOgltLW1tVRVVaHTHbV1p1NOPgktK4yVE4JjoKqqakCeSL3G5jnzzDMHJcdQxppOp2Pu3Llxr+n1erRabVQ7QvKnMl7pdLq4/RU6ZzAY0urPkI5j/w7VEavjOXOiP8bMnTsXrVabtN7YfoiVN1IHsTLElhO6XxKljydz7L2Wqk1z5sxJOOZi08ZrW7LxEi99SObYsguRZH0ZTz/5nKcj54vY/g6di50H4ei4Wrt2Lc3NzaxduxaHw5E3uQVBEARBEIThJ+kSSEVRfgz8GEjlhqMAAeA7qqr+IXviDR8TJkxQr702D9tApolGo0npLZKIyGVxyWKAdXZ2RuVLFgMs5CGg1WoZO3Yser2eQ4cOxY0BVlFRQVlZGeXl5fh8PiZOnMj+/fuHHANMp9MNOQZYRUUFtbW1eL1edu/eHW7TKaecQnt7O729vfj9foxGIy6Xi9NOOy0qBpjJZGLWrFlUVVVRXl7Opk2bOHDgQFZigB05cgSn0xmOT1VVVcXHH3/Mq6++KjHAGD0xwIAonUgMsMKIARY5XkL9FKuLyPhc2YgBdsEFFzBmzJi8xgDT6XThebyiomKAfkLtNRgM7NwZjAFWXl4+qBhg+/bto6amhp07dw4qBljkuUOHDmGz2aisrAzHALPZbDQ3N4fz19fXc8455wwYJ4IgCIIgCEJuGa4lkKkMYKcCpxE0cK0DfgvEruFSgR7gLVVVP8mRnHlnwoQJ6jXXXjPo/C0TWvir46/0+HrC5yoMFXx1ylfxqT4umnYRv/j7L3jvs/coN5Rz1ayrePOfb3Kq9VTcfje9vl6+UPIFasfWsnbbWhRF4bozrqPT1UlDbcOgd8kKYXfYWfbyMt498C53fOkOls5dGr7mcDpY17KO5r3NjC0Zyweff8APzvoBF06/ELvDzrqWdZToSth3ZB8mvYmldUvjyuNwOrB12KirChoQQn8n2h0sMn22dzpr3tvMmm1raJzTSP3keuwOOxvsG7Kiy6HgcDrYtGcTh92HqTBWsKBmgez0JwhCTkg0x+Zy7i0kYmPJRcbGS5l3lOhIEARBEAQhHxSkASwqYdAb7GlVVXfmVqTCYMKECep3r/1u3GtHOIKRYDDynezkLd5iPOOxYMGMmXd4h0464+bNBgrKkLaKtzvszFg7I+rcQ197iKVzl+JwOqh5qIYeT8+AfA997SFuevmmtORxOB1MXz0dr9+LVhNcHuMP+NFr9bTe0DrgB0Rk+kRpBkvz3mbOfvTs8PEj33qE7zz3HVTUIetyKDicDqatmkZXX1f4XKWpkl037pIfWIIgZJVEc2wu595CJNKzLxPj12jSkSAIgiAIQq4p+CD4qqr+JJeCFBr/5J/cwz1pp8+lwSsWFZUN9g3cbb17UPk32DcMOHf/lvtZOncptg4bfd6+OLmCadKVx9Zhw+v30u3ppkRXAoDL58JisGDrsLFw6sKoMiLTJ0ozWNZsWxN1/Istv0DtX9U7VF0OBVuHDbcvevc+t8+d1bYLgiBA4jk2l3NvIRJaKpoJqXQk3mGCIAiCIAjFQertw4SCQ0GhobZh0Pnj5b113q0A1FXVYdKb4uYLpUlHnrqqOvRaPRaDBaPOiFFnxGKwoNfqw0siE6VPlGawNM5pjDq+bd5tKCgJZc8XdVV1GHXGqHNGnTGrbRcEQYDEc2wu596RQjIdhbzDFj+9mOmrp+NwSmB9QRAEQRCEQiXtJZCjDWWCohIbA18FBm4uFXXthNIqPukNbsdOoP+8FvBDKVq+XnMBPqOOyXorv97523D2hSctpLO3U2KADXcMMIcDbDaoq4MMvQQGg8QAEwQhX4z2GGBDIZGOmtqaWPz04rB32PpL1kd70OX5mSIIgiAIglAMFHwMsNGGMkFRyTAG/rOPw7yuUqZf1YtXA9oAoIBfAX0AWleDFTO8+SaOr32J6Vd04dWAvryS1qUS92nYcThg+nTwekGvh9ZW+cEiCIIgJCRpfDB5pgiCIAiCIMSl4GOAjToCwX86H8zsDP47aIAXpkGJD37UDBO74e3xsPUE+MHf4MI2QOehdTXYqqCu3xEs9LfVCWhcsGED1iN+WleB7cQS6n68UoxfhYDNFvyh0t0NFkvweOHIjYUjCIIgDA2r2UrrDa3xPejkmSIIgiAIglBQiAdYAuYoivrWIPL5SkvQ9boSXlfMZj579UUsX/06eP0EdAr3/fZKFp1zI7XW2oyXDQpZRL7WC0LOCS37BQa15Heo+YXBMxxLJSOXq48zj8t7/UNqc4JnioxhQRAEQRBGO7IEssCYYFHULQEY2wsmwA18XAFePfxpCnRa4Ku74dQDsM8Cz0+DtnHw5xo4vs/I5dvcEIDTDoDeDyccgRdn6vnqf7/CvKYL0X/WRV1H0DussywYjP21K1/j4icvxuv3otVoAfAH/LLtej6ReC2CkDMcTgfTVk2jq68LgEpTJbtuTH/591DzC4Mn6VK/HGF32Jm5dmZ4194KYwUBNZC3+rPS5phnioxhQRAEQRAEWQJZcPzTApNjg+DHcP+X45/vLHPTcv7A8yU6HZ2OV3D73HSVBZdThlBRWbNtTXir9RJdCQAun2tUbE1fMFitskRFEHKErcOG2+cOH7t97ozmtqHmFwaPrcMWfj7l65m0wb4hbPyC4PPQ4/fkrf6stDnmmTKUMSybFQiCIAiCIAwNzXALMJow6ow01DZg1BkHXFNQaJzTGN5q3agzYtQZZWt6QRBGDHVVdVHzn1FnzGhuG2p+YfDUVdWFn0/5eiY11DagRGy9XKIryWv9uWjzYMdwyBtt8dOLmb56Og6nY8iyCIIgCIIgjDZkCWQClAmKSgoPsEgqjBVMqpjEdsf28Lkzq87komkXYTFZqDBWhGN9hOJ/HHYfptvdTaezkyWzl0gMMEEQRjwSA6x4kRhg2alzMGO4qa2JxU8vDnujrb9kvXg+CoIgCIJQtEgMsAIjUwPY8ebjcQfcdLo6g/lR2HH9jgFGrU5nJ+ta1jHlmClcWntp1Iuv/LArLLLxw0eWrCRGdCMIgpAeuYjBFmlcrLXWZklSQRAEQRCE1IgBrMDI1AAWS5mhjD037QEIv7QqisIR95FwmgpjBW1L28JeYRIYt3DIxo+N4QgaXSyIbgRBEDIjmx8NIjcYiPxgJwiCIAiCkA+GywAmMcByRI+nh6krp/K9jd+jz9tHt6ebHndPVBqn18nP//ZzHtv+GJv2bIoKjHu47zB3/eUumtqasDvsNLU1JYz54XA6eGz7Yzy2/TEcTgcOpyNp+mQkyxt5LfR3KtkKiUz0Ehn82Ov3YuuwZVxfvDKG0jcjiVT6Taan5r3NXPbHy2je25wvcQVBELLGYJ8DVrOVhVMXpjR+pVN+5AYDKiob7BsykiUXxL7LCIIgCIIgZBvxAEvAUD3AMqXcWI4/4MfpdUadN2qNePwezAYzBq1hgKdMrOdYubEcjaLBH/Bn7FmTzCsn8ppWowXA6/fS6+1NKFshkanHUS48wJqvaqb+kXrxeiL9sRZ7rXlvM2c/ena4nM1XbqZ+cv2wtEEQBCFTcu39mm75heYBJl7wgiAIgjC6EA+wUY7X7+W8KecNOO/2u1FR6fH0xPWU2bRnE72e3vBxn7cPt88d17Mm1VfhZF45kdfcPjdunxun15lQtkLzdMrUo8tqttJ6QyvrL1kf1+iYTttiy2jvah+yV9lIIZl+k/XVmm1rosqJPc42uRzHhXaPjARGik5HSjuEgWTDuzgb5ddaa9lx/Q7uqr9r2I1fEJQ70gve7XNn5BksCIIgCIKQDrrhFkAIYtQZuWXuLWzctTHqvEFjwBvwYjaYB2zD7nA6WPrSUjwBT/icSW9Co2jQaXRR6dP5Kpxsy/fIayEPMI2iCXuAZVpXvhnMdvah5SaRZNq2yDIGI8NIJp5+IbmeGuc0Ri3VaZzTmDP5cjmOC/EeKXZGik5HSjuE+OT6OZBJ+bXWWu623p3V+gdLXVUdRp0Rl88FBN+JYt935L4QBEEQBGGoFI0BTFGUqcAVwAKgBjABe4CngF+rquqMST8N+DlwNmAA/gH8WFXVv+ZTbgCDYsCjHjVSlWhLmFM1h2Vzl9Ht7QaO7vq46uurWPriUlRUDBi4/Uu301DbQHtX+4DAt7YOG/6AHwCT1kTjFxu5/Uu3h69Fpo/8KmwxWLB12AYYH0JeOfGC7MZeC5VZXVk9QLZ06so3ydqWCUNpW7ZkGOkk01P95Ho2X7mZNdvW0DinMafLH3M5jgvxHil2RopOR0o7hPjk+jlQrM8Zq9nKrht3JdwJW+4LQRAEQRCyQdHEAFMU5T7gBuA5YCvgBc4BFgHbgbmqqrr609YANsAH/Bo4DHwPmAFcoKrqKynrm6CoXAMo/SeSqSkiTbmuFHS68G6PoZhc4XhZulIMqkLrFVuxTh645CD8ldPnQR8gfjqHA2w2HDOqmf5kejGl8vn1dCR/qR3JbROiEQ+w4mKk6HSktEMQsoncFzmmuRnWrIELLoDt22HKFLj0UrCKjgVBEITcMFwxwIrJADYH+EBV1cMx5+8F7gSWqqq6qv/ck8AlwBmqqr7Tf64MsAN9wMlqioYrExSV70acCHA0YloAND5QdTC5Cxbb4bgeqHDDgg+BZ59lk/WoZxf0e0v5y2m/4hvU7VOx+ozQ2hr35cKx147tkrnx0zkcMH06eL2g1+N4uxmbZ6B3WDyyuYV6KvJZV74ZyW0TosllX8s4yj4jRacjpR2CkE3kvsgRzc1w9tkDz1dUQFubGMEEQRCEnCAGsEGiKMpMgh5g/62q6nWKopiBg8Abqqp+JSbtXcDdwJmqqiaNPDtHUdRt/X+rHHXyiseA6w0N8MQTAxM2NcHixdDdDRYLrF8PC+O48CdLl24ZgiAIgiAIgpCMyy6DDRsGnFYNBt566HYmX3GjGBwFQRCErCO7QA6e4/v/P9D//yzACGyJk3Zr//9fTKdglaMrHyP/TnZdBWhMEJi7rg70+qDhSq8PHmeaLt0yBEEQBEEQBCEZcd5ZVeCIxsNlHz/I9NXTZedNQRAEYcRQNEHw46Eoiha4i2Csr/X9pyf0/98RJ0voXFWC8q4BrgEoN8GLVbB5Evz9BLj6HbjkwBjKD3XDrFmgqnxSZeHtttf43Sw45SDM3QfvLj6Hn9QnCMxttQaXM9psQcNVIrfyZOnSLUMQBEEQBEEQklFfD5s3R8UA21nm5ELfY7QbnFj8Gtl0QBAEQRgxFPUSSEVRVgI3Aneoqrqi/9y/A/8LXK2q6rqY9FMI7hz5/6mq+p9Jy56gqFybG7lNiokAAc447gwOOA/Q5+9j0SmLuHj6xbzS/go1lTW8tOel8C53G1s3cnfz3YwrHcexZccyfex0LCYLFcYKFtQsoNPZybqWdUw5ZgrzJ8+Pu2NkLLGxNDKJreFwOnjqvaf48NCHLJm9hHHmcTz13lPsPLCTGdYZXFp7aVQZqcpu3tvMg1sfZG7VXJacviQtV/tUZUZeD+mnRFeCy+diyewlAGywb6ChtoFx5nHYOmyUG8p5pf0VGmobqLXWDihvxesreOmDl7jhizdQ/YXqIcddG2w8E4fTEd4pa/b42YPq70LC7rCH+yJW74kYTHsKWQfFRKweV25dyZ1/vRO3102JoYQplVP4+tSvc1z5cVQYK5g9fjavffRaeL4I9XGonMj7LnQv5rKPsjUOQvPWjHEzOK78OAC63d181PURM6wzmGmdybqWdew+tJsvlH6BCZYJLK1bmvYYL3RinwO5bpfcv9knF8+nkUg2dFFs+nQ4HUxbNQ23z41RZ2TXjbuKQm5BEASheJAYYBmiKMo9wI+A36qqem3E+UuAPwKNqqqujclzCsFA+CtUVb0jafk5NIBlwk/n/5Q7X7sz4fUyQxk9np7wsYKC2WDGoDUk3CUpdjel5quaqX8k/d0kT1p5UniXSwCz3ozT6wwfVxgraFvaFjasJdu5qXlvM2c/ejT4qsVgYfdNu1Mac5KVGXldUZQoWSP1pPYvYK0wVgR36fT1hq/tuH5H1A/1yb+ejMvnCuc36UyU6ksHvfPmYHe0Cr2UdvV1hWXNtL8Lafcsu8POzLUzUVEH6D0Rg2lPIeugmIjV47IzlyWdn2IJ9fE48zimr55On7cvfN9B8F4MqIGc9VG2xkHsvJUu6Y7xQif2OZDrdsn9m31y8XwaiWRDF8WoTzGACYIgCLlGYoBlgKIo/0XQ+PV74LqYy5/2/x9vmWPoXLzlkQVJqh+XTo8z6lhFpcfTQ4+7h6fsT9G8t5lzHzmXL6/7Mje/dDPXN13P8leX4/a56fZ04/a5uaf5Hjx+D92ebg65DnHsL49l7H1jGXPfGDQ/0aD8RKH6V9Vc+9y1zFg9Y4BBKdL4BeDyurB1BPcYsHXY8Pq9dHu6cXldPGV/ise2P8bqt1Zz39/u44pnrojK2+vt5Sn7UzS1NdG8t5llLy9jtW01DqcDu8PO8leXs+4f6+j19tLt6cbj94Trcjgd3Pe3+7jw8Qvp8/bR7emmz9sXV29qREQ3p9cZ9SNcRWWD/WhAWFuHjT5fdDl9vj68fm+47nhEtj02bbxrDqeDprampLE2bB023D53lKw9np6ksiSTIxPSkS9TNtg3hPsiVu+JSNSeZPJlSwepCI1Ru8Oek/KHm1g9/urNX2WUP9THoXIi7zsAl88Vvq9X2VZlPe5MtsbBmm1rBpUv3TFe6Ng6bFFza67bla/7dzSR6fNptJINXRSjPm0dNvwBPy6fC3/An/Y7Sipy8R4hCIIgCJlQdDHA+o1fPwYeBb6rDnRh2wG4gXlxss/t/39bnGtFiTogNH8QT8DDjS/dGHXub5/8bUA6p9fJc7uei/JuAjjoPhh1vPfIXn7b8tu0ZPIEPFRXVgNQV1WHVqMFgj9uY2WKxa/6ufGlG8PLFUPc/srt9Hp7B7TX6XFSXVmNw+mg5qGaKG+4Ul0pOq0Oj9szoJ5IDzBfwDfgWkNtQ/i4rqoOk840wANMr9VTV5V4E4K6qjr0Wj0Wg2VA2thr1ZXVaX0hrquqw6gzhmUJeYAlkyWZHOmSqy/YDbUN3Nt8b9gDLFLviYjXnlTyZUMHqYj0Zru3+d4R4ekTS6wevzf7e6z4+4q084f6eJx5HHqtnlJdaZQRrERXgkFrwOlx8uCWB1n91uqsektkaxw0zmkclMEn3TFe6NRV1WHSm8Jza67blY/7d7SRyfNpNOs7G7ooRn0O9h0lGcXoCScIgiCMPIpqCaSiKMuBnwB/AK5SVTWQIN1TwL8Ap6uq+m7/uTKCyx/dwLQ4hrPoMgpkCWQxYtKaeGrRU+GAqY9tf4xrnr9mgJEtEzSKhkCc7g7VBXDxExfjU48as7488cv8cdEfeeq9p7j5pZvxql50Gh2/Pv/XzJ80n3ua7+H5Xc/T6+ulRFfC8rOX0+vtHZYYYLYOG4ufXky3pxuLwcL6S9YnDDg7HDHAmtqa0pYvU7IRAywd+XIdg2X5q8u5p/me8PFd9Xdx9zl3Z72e4SZ23F7y+CV4CBpCSrQlnDzm5CHFAFtlW8WDWx7E6XVmfazFyi8xwAaPxAArfiQGWHqMxhhgMPh3lETk8j1CEARBKD4kBlgKFEW5AVgFfExw58dYa8gBVVX/3J/2RMAGeIFfAUeA7wEzgW+oqvpyyvpGgQHMqDXi8Xso1Zfi9XnxqAM9pQZDpakyKl5EKJZEn7ePPn/8JYkhSvWl9Hp7B5zXoCEwoMuD6a874zqOuI7w8LsP6bQKzwAAIABJREFUR11bdMoilp+9HIC5vws6/0XGyooXCy1kTALCL36hv6srq2nZ3wKkb3hKRLxNCJLFY8n3i3Mm8hUChSDfYOKZFTvpxON76r2n2LR7E+/88x18qo+FJy3ky5O/zIKaBUUXs04QcsHG1o08sPUBrj7tasaYx1BdWT2k54sgZJt8xUIrRkOhIAiCMDjEAJYCRVEeAa5MkmSzqqrzI9JPB+4DzgYMwD+A/1JV9ZW06itSA1iZviwYm0UhyhsqhF7Rc9tZt7HyrZV4/V60Gi2hMRBQAwR8Ady4OcZ4DJ+7Pw/nm1g2kfNPOp+Xd79Mp6uTEn0J1RXVHHQdRK/V8/UTv86JY08M70wZ+yM4FExVr9Xzs6/8DAh6S/z9k7/zYtuLaDVaTHoTZboyPnV+SjapMFbgC/hQFIWtV2+NMkqEXraqK6vDGwGElmz6A/7w316/NyrWWTrB5xOR6CUw3ovfcBgDMpGvkCgE+QbjzVbsJNJ7vA0zIok1lKdTpiCMNDa2buSiJy8KH5u0Jtx+96CfL4KQK3LtCScfPwRBEEYXw2UAK5oYYKqqXgVclUH6VuDCXMlTiJh0Js6bch5/2vOnAUHbQ+i0Olw+F16/F5fPRYmuBAjG5yozlPH9+u9zY92NA9zdV39z9aBd1SODqeo0OiZVTAq71B9ffjyv7X2Nbk83RtWYdeMXBNvm8XuwGCy0d7VHGSasZisLpy6kqa0pHKQ2UieRf0cSCj5fZijD1mHLSDeRAXEtBks4f0iWdNLmkkzkKyQKQb5aay13W0fessdkJNJ7bKD0WNw+d8LxXAh9KQj54IGtD0Qdh7ykezw9eZvzBSEdsjEvJytjsO87kWEhEnkWC4IgCEKIojGACanp8/Xx7K5nk6YxaA083PJw2KCj1+rRKBq0Gm1U4Onmq5qzFrQ1WTBVrUaLVqMNX5taOZW2rrZB1xWPEl0JRq0x7UDxIa8vnUYX/lujaAbsdglHg/BnQiYBcYcjeG4xBuwVCo/YQOmxGHVGGVvCqGfZ3GW8/vHr4eNIDzCZf4XRxGDePUIrDLr6uoDknsWCIAiCAEW0BDLfFMoSSC1avnvGd1k8YzEPbn2QF3a9gA8fRsVIVWUVH37+4dG0iha/6o/Kb9QYObf6XOon1XN8xfEANL7QGPZ0+u03f8uCmgVxA0+HvLSysQwpWTDVNd9YQ6WpMlxP7cpa3jv0Xrj9Y0rHMHv8bAw6Az3uHk76wkm81/keR7xH2OXYhVt1o0VLib6EeVXz0Gl1TBszDY1Gw5LZSxhnHpdWOyJlhMQxwFr+2cJvtv2GXl8vZr2ZJ/71iYy/imaylKAQYoAJRYDDATYb1NWBtTD6bDAxwARhtCExwISiwG6HdetgyhS49NKcPGcyffdoamti0VOLwh91S3QlPHnpkwPfyQrw+SgIgjDakRhgBYYyQVG5ZrCZgURqVYLxo0w6U9xdEc364FdfCMagio3BFBkf4ZlFzzD/0fmo/ZVZDBa6Pd391cSPUZUsvlO+Yi9kq67hihchcSqEgsPhgOnTwesFvR5aW+UlXxAEQcgOdjvMmHH0uKIC2tqG/TmTlgeYPB8FQRAKEjGAFRia8YqqZmgAUwIwqQvGakp5z9SLVwtaFco9UOaBGZ9rWPCV7zF/4VLau9opN5SzcddGSnQluHwuLpx2IUc8RwZ4IMUGlo48Hxl0e5x5XDgOQrJdCpMFrc6X10+26houTyXxkBIKiqYmWLwYurvBYoH162GhxA0SBEEQssDy5XDPPUePDQZ4+umCeM6kjAEmz0dBEISCRAxgBcYcRVG3DTbzs8/CkiXBr03aYAwp/H758iQIQm6QL9yCIAhCrihQD7C0yPT5KMslBUEQ8oIYwAqMtA1gGg388IfwxS/C449DYyPU10c/QEEepoIg5BZ5aRcEQRByRR5igOWMdJ+P8jFJEAQhb4gBrMAIGcBUgiG9QqjA5okwez9UeOCwAf7tEnhhGph1ZjSKBq/PS2VJJUc8R/D6vPjxYzaYmVQ+ienW6RxjPIZn33+Wz/s+5/ya81nx1RW89tFr7DywkxnWGcyfPJ+H//Ewz7Q+Q3VlNQadgc96P+OSky9he+d2Guc0cvK4k7F12DjoPMjv3vkdy+Yu48LpFwLRy/M6nZ2ssq1CRWVp3VJqrbXhwNQfHvqQJbOXUGutTUsnG1s3suKNFcyrmseJY0+kwlgR5W5e6IHd0yWVbHaHnXUt65hyzBRmWmfySvsrNNQ2hPVYTG0rZFmzQeQS4XTHeboUwlJiYfSSy7E9msmnXmWuEIQCI2a5ZNe6NTRNDV6SjVsEQRCyixjACow5iqK+leDaNxfBo8+Dzg8+LUy/ATrL8ioeFoMFr89LX6AvfO7ZRc8yb+K8cIB2RVE44j4Svq6g8NqVr/HNJ74ZPq+gsOP6HSlf9De2buSiJy8acD4UcBRIOzB8IQeRTyWb3WFnxtoZA/KF9DjOPK5o2tZ8VTP1j9QXpKzZwO6wM3PtTFTUtMd5uhTCZhLC6CWXY3s0k0+9ylwhCAVIhAdYQKdl2g0BduuC78txA+wLgiAIg2a4DGCafFdYLPTqYPMJcMW34Jdz4Zd18Mw0+PKV8MIpQaPXv10yPMYvAJfPFWX8Anhg6wPYOmx4/V66Pd30eaOvq6is2bYm6ryKygb7hpT1PbD1gbjn3T43tg5bVL1evxdbhy1hWZmkzTepZEukq5Aei6ltG+wbClbWbLDBviG8Q2q64zxdEvVzIfe/MHLI5dgezeRTrzJXCEIBYrUGlz2uX88rL6ykw+QNXwq97wqCIAjFjRjAEtA6Ds65GtafDredD7d9HS65HN6oDl7vLAsuexwO4xdAia4Ek8YUdW7Z3GXUVdWh1+qxGCyY9NHXFRQur70crUYbde6M8WcwbeU0lJ8ojP35WDa2bsThdNDU1oTdYaeprYmrT7s6rhxGnZG6qrqoevVafXgny3ikmzYkg8PpSFctQyaVbA21DXHzKSg01DZkpId8EytbQ21DwcqaDRpqG1D6FzCH+idbJOrnQu5/oThIZ97L5dguFIZj/s+nXmWuEIQCxWqFhQs5bdYCjDpj+HTofXcwDMd8JgiCIMRHlkAmQJmgqFyb3TJPOuYkplRO4eX2l8Pnzj7hbFYvXD0gBthDbz7Eb//x26PyoGDQGLjgpAu4ee7Ng4oBtnjGYi5+8mLcPjcBNcC3T/02F9RcEHdpY5mhDFVV6fX2YjaYMWgNPPjVB1n79tq8xAAbzuUhEgNs5CAxwIRiIpN5byTHABvO+V9igAmCEMLhdLBpzyZg8DHAZLmzIAhCfIZrCaQu3xWOZi6beRlOjzPKAHZM6TEATKqYxMxxQWMKQKmuFAUlajmGThvsrh2OHZw87mT8fj9r317LedXn0bSricuevoz6E+r599n/zoKaBQC0d7Vz+YzLeXzn49z651s53HcYv+rHpDMx0zqTx+2Px5W119tLQA0A0OPpwWKwMMY8hq3f3QocfXGPxGq2snDqwqhziV7w46WNzLPKtgqP3xOu29ZhS1i23+/ncfvjNM5ppH5yfSL1x60nU9kAaq21PPC1o0tCY+tMlX8osg01f6xs2ZC1kKm11nK39e5B50/WD4l0N9J1KuSOyGVxiea9EEMd25E4nA7WtayjeW8z9ZPqWXL6kgHjPZ/Gmkz0kIzByJxNvSZDjF+CUPhYzVaumHXFkMrI1nyWiGwY6QRBEEYT4gGWgFx4gD276FmuePYKejw90XWhYNKZcPlcaZdVoi3B5U+cvtxYjkbR4PF56PX1Jkxn0pro8/clvA5g1psx6owZB/oezFevUB63zx3lfRabN5TO5XFF6WHzlZvTMoIV8he5ocpWyG0rJkSPQr4ZjjHncDqoeagm6rlkMVjYfdPuKO/efMqVjfoK+f4tZNkEQcguubzfHU4H01ZNo6uvC5BA/YIgFBcSBH8UcMdf78Dr9w44r6JmZPwCkhq/AFxeV9CIlMT4BQwwfpm0Jv7zzP/ErDcDQU+0W+bdEvXATjd4b6p08WIihPI4vU5K9aXcPPfmuC8LoXSxelizbU3S9saTzeP3sMq2KhzvbLhjNAw1OHKhB1cullgYudBjsbRdGB6sZiutN7Sy/pL1eTOK2DpsAzZMcflcUeM933NKNvRQyPNgIcsmCEJ2yeW8buuw4fa5w8exgfrlnUMQBGEgsgQyj7z32XtZKyuVB5g34KVUH1xGmcgIpqBQoi/B5XVRqi+l19uLVqPlkXcfCQbnVYLBeW+suzHqgZ1u8N5k6RJ9EYvNE1t3bNmxemic05hSd5H5ywxlOD1OHvj7A9zbfG9Cj7N8MtTgyIUcXLmYPB+yrcdiarswfOR7CW1dVR0mvSnKA6xEVxI13odjThmqHgp5Hixk2QRByD65mtfrquow6ozhj+iRgfrlnUMQBCE+sgQyAblYAhnizKozaflnC56AJ+0859eczy8X/DIcfP3S2kvZ8vEWVryxgvOqz+NA9wEe3f4oPtWHiopZb+Y3C39DpamSckM5j+98nLc/fZtt/9yGiopRa+SBrz3ApIpJVFdWs8G+gQe3PIjT68RisLDmG2uoNFUmDVKfTvySROma2ppY/PTicEyE9ZesD78cZFr2UGKArbKtCrc7RKw8w0GuYoANN8n6vRDJph6Lre3C6KHQYoBli0KWuZBlEwSheEgUA0zeOQRBKHSGawmkGMASMFgDmF6jxxsYuMwxkmcXPcuS55fg9rmjDC+RHlk6RYdXPVpOOrGtUn3tSXa9GGO8DLbe2F0Q04k5VqgU24+o0fxFcjS3XRAEQRCE/JFJvN5ieo8UBGHkIAawAiNbHmChnRwnWibyqfNTDBoDJr2J5quaae9qp7qympb9LQDMHj+blv0t3PDiDXj9XhRFYcGUBdw89+a0PZtSPciSXc/3Q3A46ov3MhCSo7qymvau9qJ5CShWg8poftkazW0XBEEQBCF/pPOboBjfIwVBGBlIEPwRSmi5oVFvJKAG6PX1csh1iO88+x227tvKj/76Iyx6C4fdh7n/jfv5v+3/h9vnxuVz4fF7OG/KedRPrsfusLP81eXYHXYAmvc2c+4j5/KVR79C897mcH2hOAOJHmCx1+0OO8teXsZq22qAhHlj6w8RL8BmukE3E8kamT8k332v38dj2x8bUiBPW4cNj98TDnxv67Bhd9hZZVtFuaE8q8avfAQe3bRnEy6vK+1AyqlkStTH2cLhdPDY9sfYtGfTsBqA8tE3zXubueiJi7jv9fui6kl1f2aLVG2Mvcfi9fvKrSuZ+KuJrNy6clB15IOhjNmhyN+8t5nL/nhZ1NybCwpBx4XCSNbFSG6bIAjDR6p3jkw25JB5ShCEkYJ4gCUglzHAMuXZRc9y8ZMXo6KioPD7b/2eq567KipNOkskY7E77MxYOyN8XGGsoG1p24AHpd1hZ+bameH6d1y/g1prbdwvR8CQviZFlqkoCkfcR6KuD2WL59h2PLPombBeAcx6M0adcchfwPLxRS3Tra9TyZSoj4dL3lyRj75p3tvM2Y+eHT62GCzsvml33tqayVJoRVHodncP6PeVW1dy08s3hfM89LWHWDp3adp15IOhjNmhyB/bv4OZe3Mt40hjJOtiJLdNEITCJpNlkjJPCYKQbcQDTEjIA1sfCBtpVFR+seUXA9Ks2bYm43I32DdEHbt8rrhffzbYN0TVH8oX78vRULd3j8zf5+0bcD12i+dMaO9qp1RfCkCpvpTH7Y+H2wXg9DqzsiV9Pra4t3XY8Af8QHDHtpUXrEz6MpJKpkR9nE15k23VnS/y0Tex92Ki+ypXpGpj7D0Wr9/v33J/VJ7Y43zoMRVDGbNDkT+2fwcz96ZDIei4UBjJuhjJbRMEobCxmq203tDK+kvWJzVqyTwlCMJIQgxgyVCH+C+ynEzqimHZ3GUoKEAwptht824bkKZxTmP8ch0OaGoK/h9z3FDbEJW0RFcSdzv2hvHn9dcOSv8xRGzlri9D7wtQ9/ePqDNUJ9/ePVS/3R4tVz+R28Ob9KYBskRu8Zwpoe2iLQYLRp2RxjmNYb1C0AMsG1vS52OL+8g6SvQlLKhZMCSZGmobosZY7NjIhrxGnTF8PJR+jEuKcRUpR677JvZeTHRfZZWI+zpVG2PvsXj9fuu8W6PyxB7nQ4+pGMqYHYr8sf2bcO4dIkPWcWhMbNwIl10GzbldrplLCmG85YqR3LYRS+x7lSAUMemEZsj7PGW3w/Llwf8FQRCyjCyBTIB2vKIGrhlaGVWH4artUOaBLVXQ/gUoc8G7x8G57XCqA+xWuOod2FcOb00Akw9qD+t55LLpnHjsySw/ezm11lrsDjsb7BtoqG2g1lpL895m/uu1/0JRFH589o/jL8FxOGD6dPB6Qa8P/gCqrz963NqKnU7WtaxjyjFTuLT20oEPQIcDpk3Dru9iQy002KHWWwm7doHVimOvHdu/nEldmxOrE6isxNHyN2yeOPG0QvK43dDbC2YzGAzQ2grW6CVaoaCdnc6gfONKx3F8xfFRWzwPhtiAoCG9nld9Hkc8R7IaAyzXwc4zrSNV+tgxlgt5423VPfSC0xtXkXLkum+a9zbz4NYHmVs1lyWnL8ntUoHY+7y1FYeZtDfD6HR2xu33lVtXcv+W+7l13q1Ryx/jlTFcSyGGMmaHIn/z3mbWbFtD45zGnCx/DDFoGUNjwuUK/guxeXPwGVCEFMJ4yxUjuW0jjjjzbbznjCCMNPI2T9ntMHMmqCooCuzYAbXZfycVBGH4kV0gC4w5iqJuG2IZKoT9i9L5O4RPgf+4ZiKdXzmTw32Heb/zfbo9wTg9Jq2JUkMpJ33hJMpN5TicDvZ+vpev1XyNWcfNotvdTaezk/qJ9XQ/8ziXr2hC2+Okr9TAkeu+g/V/1kN3N1gssH49jnPq4j7QQg+6L23vovzb30PjOrocMVBiYtuvbsV8cQPOZzYw5+b7w9d9JgM9f/gdngsWDDA0tTx8T1iecLstFj5as4LfVR2I+hGbzoM29sdvvDzpGF0yMcyk+wIgP2jySFMTLF4cHNch+sc3CxdmXFzR9V1k+/vb/TPLdu7fcj+Tyyczvnw8l9Vexp6uPZwx/gze3v92zoyc+abo+ipfNDURWHw5mu6e6GdMQwM88cQwClZ8yBjLPkWt0zjz7WCeM0OhqPVXJIiO809I5/N//ypl9z149MJdd8Hddw+6POlDQShcxABWYMxRFPWtHJSbSNuRRrBuA5x4E3SWDa2ucT3Quhp0fvBpof4qePfxCnT+AOj1dG5r5uSn6gcEtYwMdnlsr4Ltl0eo6AvKqAKHTXD6zaV8ZHQxyVPCPx7spbLv6LW675fzWZkGf8CPXqvnmUXPMP/R+YztUWldDQY/mD3gNICp1MLx3+3GUUY4kPU487iUwTZjA2C/duVrXPzkxQMC8qcKvJ5JcHYJFlqgZOgBlrSoYuy7GI+EX//uWm5+d0XSLLnY6CDfFGVf5YnOdjva2pkYvSqlvuA5BYraA2w4kDGWfYpep8PsAVb0+isCRMf5J1LntZ8p/P1X3ShD8ACTPhSE4mC4DGC6fFdYLPgU6FbAZQQXUOWKDpjmAXaPgT/VwPE9MPFz8OrgreNgbB/06uHxGTCzE2oOwbPTYFL/hoYt42H2/ui/T/sU5n8EL54Iq+cO3fgFwTKm3wB1HWCrCh4/8Lurud1wDtTV8WbX0aCWFoMFW4eNhVMXhgOWO71OPEYjM2/Sc/YHXsrd0GvS8tpUPR8bewHYa+jljFvM/Fw9j5d3/4nnJrnpMXnBFwz+XaIr4Vdbf4WKGpbnrP06dll8zHCWUFl/Lo59G4GjgazrquriyhVJbADsNdvWDMgDxA28HllWouDssfU5nA5W2Vbh8Xvo8fQklCtUZir5hSxitQZ/hNhsUF0N7e1QVzeoHyVF2XeR7a+r46ePpH5RVFG545U72Lh4Yx4EzA1F2Vd54k1vOzfdXMop7U6Mip5fHjyD6jt+LsavDJExln2S6bQoPDZi5tt8L3+UMZl7RMf5J1Ln9rEWNj+/kvlvHgh6LQ9i+WO8Pqyrir/iRRCE0YcYwBLw7niouHbo5bxRHfF3xPnWY6P/Xn/q0OuKR2cZvDDt6PHCLy2Bfq+POnP8oJblhnKcXicAbr+brgoz60/1Bq8ZzWgUDWa/ll5vL2aDmcMlBk656qdc98jreP0GjBotqqri8rlw+Vy80v4KCkrYCPZqrZmAGuCAVs8zX7mFhx99LuzJ1VDbwDjzuJTBNhtqG7i3+d5wvsY5jfz5wz8PyGPUGXH5XOG/4wUET5Um9CXJ7XPT6+2lzFCWNAioBDUeBqzWo8tQhhAromj7LqL9N595M3e+dmfKLM998ByPtjzKlbOvzLV0OaFo+yoP1FXV8Xm5vn/u9/JX0/vsOuNk5JU/M2SMZZ9EOi0qj43I502ekTGZe0TH+SdW56fMvxS+Mfj7P7a86srq4plfBEHIObIEMgHKBEUlCwawdDFqjLgD7qhzGjTMss7ikOtQOAYYQJe7K3x9+tjp9Hh6BsQAK9GX8LPXfxbOA3B+zfm8dMVLUXXE++K6/NXl3NN8TzjNLXNvYfZxswHCuw3aOmxUV1bT3nU02H1kWZv2bOKa56/B5XNhMVhYcd4KDvQcCBu44gWiL9QYYE1tTSx+ejHdnm7MejO3zLuFG+tulBhgI5SR0Hc/2/yzuDHAft/ye/Z17wunO2XcKdgbi3eXpZHQV7nise2PRc3B6y9ZL14Mg0DGWPaJp9PI56yM1+TImMw9ouP8k22dR5Zn67DJ/CIIBYjEACswlAmKSrxdIGMj1sPRwF5xrhkVA+6AJ36+fsx6M29+903qH6kPexmZDWYMWsOArxSZxKGqeaiGHk9P+NzmKzentWNZbHytwcQKKqqvuSkYSW0RRjePtjzKVc9dFT5+5FuPFK0HmJAcmbeEYkLGqyAIuSKt+cXhGLalzYIwWhEDWIGhjE9gAAuhgtUFPh8cKgejFy78AL7ermP16T46yxRuOWMp1fc8RPXn8NAX4YWp0PiOjoqAnue/Xcf7R/Zy8ckX88P6H0Z5UMV6VsWSyU6E61rW8ea+N7l57s1pGb9CxPPKypSR9AVtJLVFGN082vIov9jyC26bd5sYv0Y4Mm8JxYSMV0EQckXS+WWYN7cQhNGKGMAKjDmKom5LcC20rbxHAb161LlL7f+nAQ4b4IWT4DL70eD5oXw9Jg2P3rqAwNe/ziPvPoI/4OfTnk85f8r5nDnxTCqMFeGleA6ng4fefIi/fPgXfnDWD5g3cV7S5XqplvOFrh92H46qJ1MSLTdM9+U10xfdYnwxLkaZRwoh3W//53Z+84/fcOu8W1k6d+lwi5VVUo0vGX+p2di6kQe2PsCyucu4cPqFwy2OIAw7wz1vpBO2IB1Wbl3J/VvuH5FzvyAIWaapCRYvhu5usFhg/fphi/NXbAz3M0MobsQAVmDMURT1rQTXVKDHAAGgwhN9rVcHPg34tHDhImh+NNpA1mMArza4G2KynR4rTZX87Tt/o+7hOnq9veHzpfrS8HGlqZJdN+6KMkBNWzWNrr6utK7HS5MO8VyJgbSXL2S61KEYl0YUo8wjhZDue1w9eDh6gz70tYdGzA+hVONLxl9qNrZu5KInLwofP7voWTGCCaOa4Z43Ur3DpMvKrSu56eWbwscjae4XBCEHiAfYoBjuZ4ZQ/AyXAUyTOsnoJdD/zwd0lML/PxUaL4AZ18PiS2DqTfDlK6FlLHxuhNvnQ/V/wr9dEjRwvVEdTPvLudH5Uhm/ANw+NxvsG+jz9kWdjzx2+9zYOmzhY1uHDbfPnfb1eGnSIXJ7Ya/fi63DFvdcJvkzra/QKUaZRwoh3UcavwDu33L/MEmUfVKNLxl/qXlg6wNJjwVhtDHc80aqd5h0iZ3rR9LcLwhCDrBag0av9evF+JUBw/3MEITBohtuAQqVt48DXZJdIFuPDf7fWQZn3Bh9Lbj1/NF0t50/MF8qjDoj51Wfxy/+9ouo3SH1Gn342KA10NXXhcPp4P3O93n4Hw+jUTRRZURu31xXVYdRZ8TlcyVMA6ndWRNtER275XBTW1PcMuqq6tBqtJToStAomnAbEn01yOaW1Ply1ZVttIePkO4NGKKMYLfOu3UYpcouqcaXjL/ULJu7jNc/fj3qWBBGM8M9b8S+o8R7P0mHW+fdGuUBNpLmfkEQMsPusHP35rvZfWg3y+uXM2/ivKjfAVHxl6dCnRni/TqI/P0AhPO07G9JGFYm3djOhc7G1o2seGMF86rmcUbVGSyoWcBLbS/x480/ps/Xh1lvHvDMCIWYuPq0qxljHhNue/PeZtZsW0PjnMaMYlOniyzJFNJhxC6BVBRFA/wHcC0wGegEngSWq6rqTJl/gqKSxAA2VHSKDp1GR3VlNa0HW8Pn7jnnHo6vOJ7Z42eHd4X0+Xx4VS8BAgCU6kq5q/4ufv73n+MP+FFRo3Z7vPNLd3LyuJMHFQMsk10mE8UAq66spv6R+qTLs6atmobL68Ltd1NmKIu742Wq+jIl3666MgkPHxIDTMZfOkgMMEGIZrjnDYkBJghCtrA77MxYOyPqXJmhDAUFvVZP81XN4d9avd5ezAZz3N8jkb8ftBotAF6/F6c3+udk5LLtUJ5UZRc6seEiAExaE33+6BVKm6/cHDZoxeYp0ZVQoi9h3TfXRZ2PzJMNZElm8TFcSyBHsgfYr4CbgGeAB4Dp/cezFUU5T1XVQFZrC0W4T5HmFAd8UgHdJh8lTh//+pdWfj0Xuk1Q4vIx47s/ZGEbNE0F77+A0wQlHtBpwNPfW6qrl97lP8Tfn0/nA7T99auwe+1PufdpYOJEeOgh+NOfgi69djtWj4crdDowm+Hw4eD/NTVw8snw8MPY+uvtNoHFp8V23TdZqDkZTjgB9u0DVYW6OqyicWcnAAAgAElEQVTz57Pw+Z3w51+BywWffIJ1zBgWHjxI01nj8E530o0bSx/YLpjFwqt/Dnv2QEMDtl3P43f24Nb6AOjx9GDxKNj+63ssvOpn0N4OBw8GZT/xRFi+HOvBgyy85vvBa1Yr3HsvjBkT3K4YglsXh/KUl4PJBD/8IdT3T6x2O7b//RHekh66FU+wbU8/FGzb4cPwP/8D774brO/ZZ2HcONi0KXitogIWLIAtW2DFCpg6NRgw8/PPoawM/uM/4KSTYO1aOO88uPxyaG/HWlfHwqkLg7EFnnkM3n8f/vEPOP30YL7OzqB8b78NDQ1QG7Pb5sKF8MIL0eeOOw6++U146y347DO44AKYNSsYuPP994PtXtr/sr9uHUyZApdeGu3OHbvVs90O998P770HihIcC7fdFpQnlLa8PFje1q1BPf/Lv8A99wTzNzfDgw/CjBngdMLrr8OXvwy9vbB5M9xwA1RXR28t7XAE9Qswe3awXxNdX7AgvvzV1dDSEuyjf/4z2I6bbwbAumYNCy+/nIXdE7nDcDu8Dby9+mhfxpYXW9fGjcG+Li+HN94Ibve6YAGceurRPjzuuIHl2e3Rer/zTvjf/4Vvfzs4xiKJTRvqs+ZmmDYNNBpYsgT++tdg/1x3XbCv+/VkNVuD4yvUhqeeCo6LQ4fA68V63XUs1GrB2wkPr4A//jE4PkpL4ZZbgvdPeTm88kpw/AFs2BBs67p1cNpp8MAD0eMg3vbgkXWHxl9oLEf2VWwfx5YRr78TjRM4Ks/778OaNdDYePR+T3M78wunX8iFY+YF045xRNcbGvch/cTen8mIrD+erJdfDlptYvmHk+bmxPI0Nwfnu08/hR/9CM49N/E8E49EetmyJTjWli2DCy+M33+pxmBkuQ89BH/5C/zgB8HyIHi/bdiQuC8TlR8a3x9+CJMnw//9X3Cev+mmxH3ncMD3vx+cv5ctgzvugLPPDuqvqir4bJo/P/qeSKSbeDoN9dHllwfn/n374KOPIBCA7duDz/SXXoJvfANuvz2ojxdeCP69dGl0/tA4BFixAuvzz7Pwm9+EH9aBmeRzcTr6C8l7xx1BWUNzj98Pjz8e1N3JJ4frsC5YwBWzrgjOgW3/Hpyv7rorOBcmGwsbNwbH0NVXw5gx/6+9Ow+To6r3P/7+ZplMZjLJEEhAwpYIARJQkC3oRYNP8F5EZRGIsgiy3YiAgMsVJRoRF7wX5AcRr+iFSASFAAkOFwW53EwQxZirLAlhTcIScCYJZF+Z+f7+ONUzNTXVPd0z09MzPZ/X89TTM9WnT5069a1T1aerTnHp2I9y6X5jYdyRrceoSZNCPqtWtcZC5liftn55tiN5aWxsjctp02DjxhBT550X4jFZxlzLy7dd7S6ZfWDBAli/vu25VUefyxU72er3S18Kx8szzwz7b3w9ofu2SbHkWu9c7Wt3Lbu31E8hZSlSue++/5p238+27NhCkzdRU1HD3UvubtORtXH7Rmoqali4cmGb86uFj8xkx7vb2bBjI0MHDQ35xO6mycjctv2J8Z9ouT0wNe9rfhPavwkT4De/CefVxT4PaGwMx+u//CWcKx9wQF51njY8RLLzC+DRxQ+0dGYlP7Pl3S0MGjCo3fxbFt2SfwdYHsfI+C2ZNRU1LFzyCJ94MXozvi92137Y1Xy6K+57wb7W15TlFWBmNhF4Fpjr7p+Ozb8UuAk4093vypnH7uZc1P1lm3U/XHk87BgAg5thwe3w4c+3/r/0JzB6EzRWh7HCdgyAgc3QbLC+MuRRuxX+eFvr57wZNg5tXUb97fDh1zpXvvhy4+Xpzjwy728bAJuHQPV2qGiKpRsyBLZty5p/i6FDQ1qArVvDlFRfH062DzqosHWrqQkn6/FlbWl/sMtq2DCoqAiN4z/9E6xdmzu9GTz7bOsXs7TOr84aMQJefLH1S1Z8oM+5c8MXszT19XDyyaFeN29u/35VVRgv4aST2r+XlOl4WRqudmT//VvrxCx0xFZUpL9fWwsvvNC2/Nu2hc62zkjml1zWjTfCuecWnt+qVaETMGPgwPAlL+OCC1o7wZYsaZu2piakTavnuCFDQl3Fx6hobAwdsOvXt0+fK26T+5lZ6OBOysRB2uCwacvOxPKoUa3bavPmtts4+SUzbXtDepwMin4JaGoK5d3YevUr9fXhpC7fwWzTBr6FMC8e98n9M5d4ngMHZi9rVVXo5EyWv5SdYAsWtG0P4uVJvpcUb2fSZKuXZNzPmhU6SdK2SbYYjOe7bVvbmJ83L/ywcfDBYRukbctsAyDn2rcqK9seczJ11dgYfnyK71t77x06qOLi7d6CBeGzybpJi9+OtkNHLrssdMRkVFWFMiSPodXV4YtS/PgVbzvjcg0gnVbeigrYHhujsbq6tT2vrYWRI0PnUFxNDbz8cvg7uaw//7ntcaiyMtR/dXX4P7nfbdnS2tbFj/Vpx5ruGBS7sTF04qS172Zw++1tjzmZdc32Y0E+7Wp3ybYPdNRWZWvX0/bbeP1+6Utt43Pw4PCjTLLt760Dleda71zta3ctu7cM5F5IWYpV7gceYMmFJ3HQxbF5VuAVYFHZGgdt48DPb2bH8GoGDgxx2OkrwJYcy+g77ste7mKcBzQ2hh9G4m1hTU147aDOc14BFjtlXHzHMCY++QqMHt39V4BlO39IlL3NFWA2kKU3NTP6rajtyuyLzz/fPfthV/fn7or73rCvdUGprgDD3ctuAq4l7JbHJOZXApuAhzrM4z0408M04Cq88qs432ydl5lGX4F/7kT8suPwkV/FTz0Fv/w4fPiXw/v7fBG/6OP4pPPweeNxB2+oxuvGh9e0/zNTfH5DNT774DClfa5+L3zqp8NrPI9m2v6fbWrOstx80qdNyTyaE5/LvL94VHq6fKd3K4f41oqB2T87dar79OkFr1vTwAFtl2O5y5b6Xk2N+/Tp3jS0Mq912fD1K73uhTpv2NjgblZQPeScKirc6+rc3cNrTU1r+aZOzf65qVNb06ZNZu7HHJN/OWpqfMXsmT77e1P93coh6fVVVxemoUNb5w8dml7+zk7J/JLLmjChc/nF4izbdmjY2OB1L9T5hq9f2fa9QYPcBwzIb3mZesqoqwvbuLviJTY1g28+9aS2MZPPsqdPT99Wyc9n2wZpcRBNWyoGtMbPoEHtYzYZ48nlJZedTJstxqZPz55PtjyHDm3Z/5sGDWyfZ1r5SynZHsTLk6utiOI7XteZWG/Y2BBmJOqlZdsm437ChNzbJC0G4/km285jjmm/bya3Zbb8C9m3MnVVV1fYfhYdJ1LrJi1+O9oOHU0p+1TqvAEDQrmytcX51F++5Y3HQFpZMvtKtljIdRxK7mPJ+Ii/n+1Y01E70pG6utzte/KYk1nXbHnl0652l2z7QEdtVa7jeHI94uXPtv3z2Td6g1zrnat97a5ld1fM9mRZilXuqF1YPAo//RT8Axfi86af3u7YlPl/ccPitsesRNkaRld73ezp3rCxoc1nZj8922cunOmzn57d9rPZ8k62STn2rXhZM3/XL6/36Y9N9/rl9f7N//mmj/9/433CzAk+77l5WavinTmz/d1YG9QM3pwpR02NvzMnrMOVv7/SFzcsbrcOl//ucn/vje/1s+892z8393N+zv3n+Dnffr/vcwn+qdNDHe8YUuGP3XRlS/lu+vNNfsxtx/isv81qU6/1y+t96pypPu+5eS3zFzcs9umPTW9Zdq7zh6ahlb6jsiJrvLR89v7Z6ftid+2HXc0nEfcrZs9sUwedzSfffW3HsCq/7uvHeP3y+sKWF9NuO3UCsMi9BH1FpVho0VcKHgaagCEp7z0BrOooj8MyDUQvneI7XSmW39TFz+Uq+8YB+XWENVUO8TWV+JrK1s+0+1x9vfvixR3mlSzD2orWsjaBrx9U4PYZNsx95EhftbDe367MXV8O3mzmk64c7jXfr/GR1430jf88pdPbvd36jRjh3hA1Tg0N7iNHhgZw5MhQP9nyqa8Paaqq0uutqsp93rwO69bBvbLSd9SO8NFfwUd9JWyzlrKatdSXNzSEqba29bO1te3LX12dvdwdTcn8ksuaNSu/dUrml4yzgW07PDacc6aPvG6k13y/xiddObxtWWtqfNvQyo7XZciQ1nrKaGhwHz48vWy5vkwMSXRCxr4Yxstw/LRh3rRTbWvMdLRss1AX8W2V3MZx2bZ3Yn4z+LoKWvb5HcOqQp7xZdfXt4/x5PKSy06mzcyLx31mnfIRy7NpxHB/Z6j5uiGhTWmzTauylL+UovYgtTzJ93K0Mw0bG1pifeR1I8PJUbyua2vDVFPTvn2ZNSv7NskWg/F8kzE/b17Ydpn4TtuW2fLPtW9VVqbXVUND+31r773bfz6+TyxenF43afHb0XboaLrssrb/V1WF5SXXp7o6lCtbW5xP/WUrb7JDJWrPW5Yxblz7z9TUZI+F5HGosrK1fpP7WFVV206weGdS2rEmn3akIw0N2Y+jZu2POZl1zZZXPu1qd8m2D3TUVuU6jsfXI1m/yfgcPLh1PTvaN3qDXOudq33trmV3V8z2ZFmKVe6089N8j+PFLNuZZ+Zuo6O4iB9Ha39Y67U/rPWqa6ucGWSd0jrBGjY2+L5XD/d3Ktqe260bgjfVhPO7cd8c1pKHzbA2HVG1P6xNXVbmXL6JMK2pDPPS8kkrU2bdhv9guNsMa/lM/fL6rOcPTTXD/O1K/O3KqPw7ZTkmZbZd2r7YXfthV/OJxVbm+1FH9dZRPvnuazuGVfnqoa3bqzOdYKnneZ1Qqg6wcr0F8llgtLu3e+aimd0DnEboHNueeO8iCDc+7gWHLStiGZ2OhwzLZWDs7yZgazRvcPR3JbC8Bi4/Ho5/BfZbDQc1hFv/mgdA1U47M2jdZlbbFl4ZCS/tOoAzFjUT3WXJmgp4bjTYzjvxir/D68Nhr/Wh3H8dA/X7wCdehONehsFNMHYdNFbBqE2wZBTUj4UpL8Pk1+DVWpjxYRi/Fh54/xBuPmoGH5rzJBx0EHUb/sZrf/wdxy2D346H2w6DcWvhX3Y6gkuebGoZA4w1a+Cii9qMAfarlb/jynfuBuDIlTBiE/xw6a7sOebA1DHAuO22cEvYSy+Fy/mnTQu3Pqxbx+qb/p3aF1/lxVo49bOwuhqOewWGb4P1Q+AP74XJ/6jkP5/Zi4377M6gh+ez6zZYNxhuPgqWjzIuXOg8vt9gJn3lx0z2veHII3lw7UIu++VnOHrpJsavhsPfhEXvgU1Dwu2Xu51wOmdt35/5R+3Kp565quW+9bs+fReHXPQddqtfRBMwIJoGxsYA2/TW6/xqjzU8Ndqp2QYTVxsfOfCf2efq/wjrXMAYYK9981LeWvS/vOuwbNdB7PndG5l8whe7dQyw67b/L19/9gYARm2Enww+kdMmnNqlMcBm/ux8lrzyF3bbAAc3wtNnHMt3Js9oOz7OunWtny3hGGAPfvVEzrjvjJZt/Nv3/YDJjy1rSfupX3+KA+r+wkdWwHM7wx61u/PZGx7JOgZYGyljgDFtWrhUfOxY+MUvChoDbPOtP+Xxkeu5Ykozb+xZw72Tb+Fja2pLOgbYl1fdyQt//T0Lx4S3vjLoGL52xb1dGgMsa9puGgPskZ3XMu3BaUxYvonnxlYze8LVfKjuqbIfA+zBFx9sE+t3ffqu1vEQNQZYrx4DjLq6cIy56qrWcvXgGGAty9h//3BLbSfHAGvT5jz/vMYA62rZNQZY/jQGWOFlKVa5H3gArrmm9btEIcfxYpbtrLM6HAMsfhzNNe5Y3DF7HcOCzy9oM+/BFx/k9DmnM2ztFs79O0x6A26YBG+OqeY3e13J2veN55OPns/25tavxNM/PJ1rjr2m5bPZljtqY/iuNMDg4XGwaljb9zP5JMXXrWJARZtlT504lYdeeij1/GHh3Jl85rUb2Lh9E5Mbh3LBtFv52NFnZa+QbPtiLxsDLP79CLLXW0f55Luv/ejHp/If7z7esr2mTpzKb079TUFFz3qeV6BS3QJZrh1grwCD3X2vlPfuAM4GdnL3rAMzFfspkB0xjMpBlamNTvKe6QUrFvCRX34k77xHDBnBi5eGUQHjT8uYe/rcNvkYxtzT53LyPSfjpMeJYVRXVDNoQLgnfvu729n87uaW9+afM58T7z6RtVtDVcfvj4f0J7SkrWOa5GcN49kvPMvE0YUf4Bo3NbLfzfuxflv7sV4y65gZFwBol3bEkBE0e3O7p44kxwCIb9N4edOeXALkfJpJ5mma2eq20PUv9pNTljQu4eCfHozjXdpWccnY7+4nynSnjuo4OWbCvNPnlezJhL3xSTp9aVtn9MZ67An9db1FRES6Q9qTJ+PfsdKknTcmvyt09J0m+d0k/tlsqgdXtxsPLdd5fnzdzIwN2za0fDeYf858Tr7n5NTzh3I9tyjG96NcuuN8uru2hTrAulFnrwCLq9izwndcsAOAgQxk5NCR7GjeQU1FDZt3bMZxqgdVs+ndTew5fE/e3PAmG3ds5MyJZzJ86HBGVY2iprKGtza8xX1L7uP5t58HYNjgYZxy4Cmcf+j5/OmNPzH3ubms3baWsbVjGV45nKGDhnLkmCOZvM9klq9dzvCK4fx68a9ZuWElO5p2cNU/XZUapAtWLOCWRbfwoT0+xBNvPMHFh4dRH2948gYmjZnEB/f8IA+88ADjdhrHaRNPa9OYxB95vqRxCTMXzsRxLj3yUiaOnsiSxiXcveRupoydwmvrX2PdtnBFzYghIzh0t0NZvnY5R44Jv8wtXLmQ4RXDeXT5o0ydOLWlAc31WPMljUu47e+30dzczIp1K7hi0hV574hp5e2sxk2NzHluDsveXsaJ+5/Ia+vDkwTi6xivt0za8w49j1HVo7I+Oj5Tx2Nrx7Zs03j9JNMll5PrkfTd9cj4fJbVHTKxlFz3rsjE/sWHX9wnOkRy1fEDSx/g+iev58uTvlyyzq+MnoiHQvWlbZ3RG+uxJ/TX9RYREekO8eMotP2ONWXsFB5Z9ghzFs9h0MBBfP+j38963hj/rpDPd5rkd5P4Z+e/Op/FDYupHFjZ8p3tgFEHtKTZa/heqd9xcq3bqk2r2nw3yHX+UK7nFsX4fpRLd5xPd8e2UAdYNzKzh4EpQJW7b0u89wQw3t1H5crj8MMP90WLFhWxlCIiIiIiIiIi/UupOsAG9PQCe8hfCet2ZHymmVUChwDq2RIRERERERER6SfKtQPsbsJ47Zcn5l8IVAF39niJRERERERERESkJAaVugDF4O7PmtlPgEvM7H7gIeBA4DKgHrirlOUTEREREREREZGeU5YdYJHLgRXARcAJwGrgZuBb7t5cwnKJiIiIiIiIiEgPKtsOMHdvAq6PJhERERERERER6afKdQwwERERERERERERQB1gIiIiIiIiIiJS5tQBJiIiIiIiIiIiZU0dYCIiIiIiIiIiUtbUASYiIiIiIiIiImVNHWAiIiIiIiIiIlLW1AEmIiIiIiIiIiJlTR1gIiIiIiIiIiJS1tQBJiIiIiIiIiIiZc3cvdRl6JXMbAPwQqnLIVJkuwCrS10IkSJTnEt/oDiX/kBxLv2B4lz6g/3dvaanFzqopxfYh7zg7oeXuhAixWRmixTnUu4U59IfKM6lP1CcS3+gOJf+wMwWlWK5ugVSRERERERERETKmjrARERERERERESkrKkDLLtbS10AkR6gOJf+QHEu/YHiXPoDxbn0B4pz6Q9KEucaBF9ERERERERERMqargATEREREREREZGypg4wEREREREREREpa+oAExERERERERGRsqYOsBgzG2BmV5jZ82a21cxeN7Przay61GUTycXMPMu0MSXt/mY2z8zeMbNNZva4mX00S74jzOxmM1sZ7RNLzOwLZmbFXyvpr8zsKjObY2bLojhe0UH6o8zsUTPbYGbrzez3ZnZIlrS7m9kdZrbKzLaY2SIzOy1L2iFmdo2ZLTezbWb2ipldbWaDu2E1pZ8rJM7NbFaOdv7UlPQFxa6Zfc7M/h7tEw1m9gszG9WNqyv9kJmNj+LwyajN3WBmT5nZN9POrYt1fqLzeymmQuLczGbkaMu/kpJ3QbFrZh83sz9F+8/b0TFmbLHWXfqPqH2+08yWmtk6M9scxeUNZvaeLOl7ZXs+qLBVL3s/Bi4D5gLXAwdG/x9qZlPcvbmUhRPpwOO0f5rGjvg/ZvZe4E/Au8CPgHXAhcDDZna8uz8aS1sB/AE4FLgZWAocD9wC7ArMKMpaiMD3gbeBvwG1uRKa2SRgPrAS+FY0+xLgcTP7oLs/G0s7EvgjMBq4AXgDOAO4x8zOc/fbE9nfDZwI3Ab8GTga+C6wL3Bu51dPBCggzmPOTpm3MGVe3rFrZlcQ9od64EvAHsCVwNFmdqS7b8qzbCJJ5wFfBH4L3Ek4JzkWuBY43cwmufsWKPr5ic7vpZjyjvOYK4DViXn/l5J33rFrZqcA9wJPA18FRgCXA0+Y2eHu/maX1lL6uz2A9xBi8Q1CW30wcBHwGTM7xN0boQ+05+6uKTwJcyLQDNyXmH8p4MAZpS6jJk3ZpihGZ+WR7h6gCTgkNm8Y8CrwAtGTYaP5F0f5XprI4z5gO7B3qddbU3lOwLjY34uBFTnSLgTWA2Ni88ZE8x5JpP1RFNOfjM0bGOWxBhgWm//xKO31iTyuj+Z/sNT1pKlvTwXG+axwypZXvnnHLrALsCnaBwbG5n8ySvuNUteTpr47AYcDI1LmXxvF1yWxeUU5P9H5vaZiTwXG+Yxo3j555Jt37AKDCT8Evpo4lzkk2q9uLXU9aSrPCTgtisevxeb16vZct0C2+ixgwI2J+T8HNgNn9XiJRApkZhVmNizLe9XAp4D57v5UZr67bwR+AYwHjoh95AxC7P88kdWNhAPt1G4sukgLd1+WTzoz25cQs3PcfWXs8yuBOcAUM9st9pEzgFfcvS6Wtonwi9NIQsdBPC20PyZk/tcxQbok3ziPs2C4meU6fyskdk8CqoCbo30hU7Y6YBmKc+kCd1/k7utS3ro7ej0Iin5+ovN7Kap84zwpastz3Y1VSOx+BNgd+EW032TK9hThKvmppuEbpDhejV53gr7RnqsDrNURhB7FNrcSuPtW4CnabiiR3uhUws6/wcwao3upR8Tefx8whHA7TNKT0esREO6vBj4A/D3aB+IWEnrZtU9IqWViMFtMG3AYQDQ+wRhaYz2ZNp5f5u+V7v56PGH0/5so/qU01kXTFjP7g5kdlZKmkNjtaB86INuPKiJdsEf02hC9FvP8ROf3UirJOI97htCWb43G7Do+JU0hsdtRWz6c0PEg0iVmVmlmu5jZHmb2MeBn0VsPRa+9vj1XB1ir3YHV7r4t5b2VwC7RPaoivdFCwmXVpwLnAI/ROg5S5svL7tHrynafbp03JnrdCRialjbaR1bH0oqUSiExXUjaTPq0tJn0in/pSf8gjHvxBeBkwvhhhxPa+CmJtIXEbkf7hcXSiHSZmQ0EphPGhrkrml3M8xOd30uPyxLnAGsJ4/VeShin8Spgb+C/zezcRDaFxG6h5zginXUBsAp4HXiYMIbpWe7+ePR+r2/PNQh+qyogrTIBtsbSbO+Z4ojkz92TVwHcYWbPAN8jDGr8PUL8Qnqcx2OcDtJm0ldleU+kp3RXTCfTZv5W/Euv4O5fT8yaZ2Z3EX7x/CmwX+y9QmK30P1CpKtuJDyU4Rvu/kI0r5jnJzq/l1JIi3PcPXnrFmZ2G2EcyB+b2b2xWxgLiV215dJT5gHPE8b0OpRwu+Musfd7fXuuK8BabSZcrpemMpZGpK/4d0IDcEL0fyZ+0+I8GeO50mbSa3+QUuuumE5r4zs6Jij+paTc/SXCQLP7mln81pZCYrfQ/UKk08zsu4Sr02919x/E3irm+YnO76VH5YjzVO6+BvhPwpU0H4y9VUjsqi2XHuHub7j7o+4+z92/Tbjz6EdmdlWUpNe35+oAa/Um4bK5tEodQ7jcTr8OSZ/h7juI4jqalXn8cdol0Jl5mUtQ3wG2pKWN9pFdyH6LjUhPKSSmC0mbSZ/tdoExKP6ld1gRvcZ/fS0kdjvaLzyWRqTTzGwGcDVwOzAt8XYxz090fi89poM4z2VF9Jpsy/ON3ULPcUS6hbs/A/yd8DRH6APtuTrAWv2VUB9HxmeaWSXhEbKLSlEokc6KYncPWgfffJZw2ejRKcknRa+LANy9GfgbcGhKI3MkYVwY7RNSan+NXrPFtAP/B+DubxEOopOypIW2Mf1XYIyZ7RlPGP2/O4p/6R0ytz7GB1kuJHY72odeiD9RTKQzok6BbwO/BC7w6Ln1McU8P9H5vfSIPOI8l2xteb6x21Fbvh54sYDyiBRiKOFp6tAH2nN1gLW6m/Bl6fLE/AsJ95Le2eMlEsmDme2c5a3vEsb5q4OWx8/WAZPN7P2xzw8jDGj4Em2fqvFrQuxflMj3csKgnncjUkLu/jLhYHeambUM1B39fRrwmLv/I/aRXwPvNbNPxtIOJAxGu5bWJ9hk0kL7Y0Lmfx0TpEeYWXV0cpecfyghzpe6+yuxtwqJ3QcIv75eEu0Lmbw/CYxDcS5dZGbfInQKzAbOi77wtFHk8xOd30vR5RPnZjYo8XT2zPw9CQ84WQP8KfZWIbFbD7wFXBB/cm+0P00G5kR3hoh0ipntlmX+scBBRE947AvtuRXWOV3ezOxmwj3bcwlfhA4ELgOeAD6a1piJlJqZ/ZjQo/6/wGuEQQk/DhwL/AU41t23RGn3JTQ6OwhPFFtPaDQOBk5w94dj+VYQDsTvB24Clkb5ngxc6+7Te2L9pP8xs7MJT0WC0DlVAVwf/f+qu8+Opf0gIfbfAG6OfWZX4EPu/nQs7c6EK8J2Bm4gXBH2WcLJ4QXu/l+JctQBnwD+i/A456OB84FfufvZ3bS60k/lG+dmdgjwO8LAsy8Bm1Yw/KwAAAi2SURBVAjt8nmEx4F/zN3/mMg779g1sy8D/wHMJ5yIjgG+THjC0xG6Akw6y8y+CMwknJtMJ8RrXIO7/yFKW7TzE53fSzHlG+dmVgssJ7TlSwm3f+1P6BQYBnzW3eck8s47ds3sNEIHwdPAz4HhwBWEDoPD3F23QEqnmdlc4D3AY8CrhDG3DgM+Qxh3a7K7PxWl7d3tubtriiZgIOGk7wXCpXsrCV+ShpW6bJo0ZZsIj1F+OIrXrYQvR08B3wAqU9IfSPjVf23UYP0RmJIl71rCQf3NaJ94Lmp0rNTrral8J8IXcc8yzU9JfzTwP8BGYEO0P3wgS95jCL/Qro72l78BU7OkrQSuJYzNsQ1YRji5HVzqOtLU96d84xzYLYrZ5wknkTsIX7R+CRyQJe+CYhc4l/ClaSvQCNwGjC51HWnq2xMwK0eMt2vPi3V+ovN7TcWc8o1zwuDdvyDcIvZO1Ja/BdwLHJkl74Jil/DDx5PR/vNOlPd7S11Hmvr+BJwOPEj4cWwr4erx5wk/Pu+Vkr7Xtue6AkxERERERERERMqaxgATEREREREREZGypg4wEREREREREREpa+oAExERERERERGRsqYOMBERERERERERKWvqABMRERERERERkbKmDjARERERERERESlr6gATEREREREREZGypg4wERERkU4ys33MzM1sRqnL0hlmtouZ3WFmb0brMT9H2slRmnN7roQiIiIi3WNQqQsgIiIiIiVzPTAV+B6wDGgobXFEREREikMdYCIiIiL913HAw+5+TakLIiIiIlJMugVSREREpI8ws8FmVtmNWe4GvN2N+ZVEEepFREREyow6wERERKTXMrNzo3GnPmpmXzGzV8xsm5m9aGbnJNJmHY/LzGZE7+0Tmzcrmrdz9PdqM9tgZvPMbLcozUVmttTMtprZ82Z2Yo6yftbMnonSvhYts93V9mb2HjP7aZRmezT+1q1mNjpLmSea2Q1m9gawFZjUQZ1Vm9kPYnX1j2icr72TeQMGnBMtJ+/xvczs82a2JMr/VTP7WpZ0J5nZE2a2ycw2Rn+3q8No2bNS5me2/+R868XMTjCz+mh7bonq+X4zG5/PuomIiEh50i2QIiIi0hd8HxgK/AzYBnwBmGVmL7v7E13M+/fAG8C3gH2By4C5ZnY/cBHwX4QOlsuAe81svLsvT+TxKWAc8BPgH9H/3wb2Bj6fSWRmewF/BiqifF+JlvkF4FgzO9zd1yXyvhPYQhivy4G3sq2ImQ0GHgY+BNwbfWa/KP+PRfm/AdwPvAzMBh4Hbo2y+FMHdQUwDdg1Kv9a4CzgOjN7w93vipXl4qg+ngcyt1ieC8wzs39191vpmnb1YmYfAX4LLAZ+EJVvd2AKoZ5f7OIyRUREpI9SB5iIiIj0BUOAI9x9O4CZ3UsYtP0SoKsdYAvd/YuZf8wM4ApgDHCQu6+P5j8GPE3oFLsqkcf7o/L9LUo7k9DJdK6Z/czdn4zS3QwMBg6NOqIyy5wDPBktd0Yi77XAFHd/N491OZfQ+fXv7t5yVZaZPQo8SOgUOtvdnwGeMbPZwDJ3/1UeeWfsBRyY6agzs9uAV4FLgbuieTsBPyJ08B0Vq8OfAn8Hrjeze9x9bQHLTWpXL2b2r4Q7HI5z98ZY2u92YTkiIiJSBnQLpIiIiPQFt2Q6vwDcfSXhap79uiHvGxP/Px693pHpuImW+QywPssy/5Dp/IrSOqEDCOBkADMbAXyCcIXSVjPbJTMBKwhXZH0srXx5dn5lltVM6Ohq4e7/DTwFnGhmXT3/uz1+lZq7byZ03sXr5TigGrgpUYfrgZuAYYSrsroirV4y5fp02u2nIiIi0n+pA0xERET6gmUp89YAOxch73ei1+Rtjpn30pa5NGXec9HruOh1f8K51/nAqpRpf8KthUmF3LY3FnjT3d9JeW8JUAPsUkB+afLZFmNjy0wrB7TWS2el1ctMwhVmtwBvm9lDZnaZmY3q4rJERESkj9MvYyIiItIXNGWZb7G/Pcfns57zuHu2vPNZZiEyn/sV8MssabakzNvcyeUVS7Z6KYZc56rt6sXd15jZEcAxhKvQPgz8GPiOmX3c3f9cnGKKiIhIb6cOMBERESkXb0evI1Pe6+rVRh05MGXehOg1c8XUy4ROugp3f7RI5VgG/IuZ1aaMrzWBcAvn6iItO1kOgInA/6SUI54Gwrbrlu0WdWjOjybM7H3A/wFXAycUmp+IiIiUB90CKSIiImXB3TcQnsD4UYtGsgcws3HASUVe/HFm9oHYMg3IDEI/LyrfGuAh4BQzm5TMwIKu3qo3j3B+9/VE3scDhwK/dffmLi4jH38ANgGXmllNrBw1hMHyN0ZpMl4EjjazqljanYg9QTMf0XhqSc8TrqxL62ATERGRfkJXgImIiEg5mQlcC/zOzOYBuwPTgMXAEUVc7tPAY2b2E+At4ETCIO+zE7fdfQH4I7DAzO4gjFc1gHCl04nAHbR/CmQhZgHnAP9mZvsAC4B9gYuBBuAbXcg7b+6+1sy+BvwE+IuZzYreOjcqz7/GB9InbLdfEepwNlALXEh4uuRuBSz652a2B/BI9NmhwFTC2Gd3dHqFREREpM9TB5iIiIiUk+uAEcDZwGTCQPTnA4dR3A6w3wIvAFcRBrNvBL4bTS3c/XUzOwz4N0KH11nAVuB1oA64pyuFcPcdZvbPhNv9pgKnAGuBOcDV7v56V/IvsCy3mNlbwFeBb0eznwZOdvd5ibR3mtnuwCXADYTbI68hPNHyqAIWO5vQyXYOMIpwy+dzwKnufl/n10ZERET6OgtP6RYRERERERERESlPGgNMRERERERERETKmjrARERERERERESkrKkDTEREREREREREypo6wEREREREREREpKypA0xERERERERERMqaOsBERERERERERKSsqQNMRERERERERETKmjrARERERERERESkrKkDTEREREREREREytr/B7anIeC5jD0gAAAAAElFTkSuQmCC
"
>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>number of unique accounts:  35613
</pre>
</div>
</div>

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr>
      <th></th>
      <th colspan="3" halign="left">longivity</th>
    </tr>
    <tr>
      <th></th>
      <th>mean</th>
      <th>median</th>
      <th>std</th>
    </tr>
    <tr>
      <th>label</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>CND</th>
      <td>88.3</td>
      <td>74.2</td>
      <td>93.0</td>
    </tr>
    <tr>
      <th>Misl/False</th>
      <td>630.3</td>
      <td>66.3</td>
      <td>895.2</td>
    </tr>
    <tr>
      <th>TRUE</th>
      <td>695.0</td>
      <td>239.4</td>
      <td>855.8</td>
    </tr>
    <tr>
      <th>Tie</th>
      <td>384.5</td>
      <td>59.1</td>
      <td>530.8</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

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

 NOTE: The following table only contains public user info 


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

<div class="output_area">


<div class="output_html rendered_html output_subarea ">
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>FC_Evaluation</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>CND</td>
      <td>82</td>
      <td>0.0</td>
      <td>88.0</td>
      <td>1.073171</td>
      <td>20.500000</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Misl/False</td>
      <td>11426</td>
      <td>29.0</td>
      <td>17094.0</td>
      <td>1.496062</td>
      <td>368.580645</td>
    </tr>
    <tr>
      <th>2</th>
      <td>TRUE</td>
      <td>23254</td>
      <td>555.0</td>
      <td>27577.0</td>
      <td>1.185904</td>
      <td>239.731959</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Tie</td>
      <td>2837</td>
      <td>12.0</td>
      <td>3298.0</td>
      <td>1.162496</td>
      <td>236.416667</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;TRUE&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>8</th>
      <td>CBSEveningNews</td>
      <td>The official account of The CBS Evening News with @NorahODonnell, the longest running evening newscast.</td>
      <td>0</td>
      <td>0</td>
      <td>59</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>CBSNews</td>
      <td>Your source for original reporting and trusted news.</td>
      <td>0</td>
      <td>0</td>
      <td>49</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>UncleSam_1776</td>
      <td>The U.S. Constitution established America’s national government and fundamental laws, and guaranteed certain basic rights for its citizens.</td>
      <td>0</td>
      <td>0</td>
      <td>30</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</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>24</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>KEIMINKEI</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>TomthunkitsMind</td>
      <td>Tomthunkit's Mind Diner is open 24/7. All-you-can-eat smorgasbord of hand-picked deliciously sweet tweets for your political palate. Donations Welcome.</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>NBCNightlyNews</td>
      <td>Breaking news, in-depth reporting, context on news from around the world | Full episodes: https://t.co/wVdgxKe8EP | Newsletter: https://t.co/L0ZBH4PQSi</td>
      <td>0</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>newstwiteafrica</td>
      <td>#Africanews #Newsafrica #Bitcoin🌍#Forex🌎#News🌏#Noticia🌍#Marketing🌍#Health🌏#Fitness @newstwiteafrica</td>
      <td>0</td>
      <td>0</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>NorahODonnell</td>
      <td>Wife, mom of 3, Anchor &amp; Managing Editor @cbseveningnews, proud family in @USArmy , #1 fan of @chefgeoffs. Tweet LOVE</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>sheilamccrea</td>
      <td>No followers, please! Only those  I know personally! —using evidence drawn from a close reading and analysis of reliable published accounts</td>
      <td>0</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>PlascenciaBeas_</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>OccupyDemocrats</td>
      <td>We are the #resistance. Grassroots political information website dedicated to the goals of progressive Democrats.</td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>danvzla</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>VicRantala</td>
      <td>✝️#ProLife #ArmyVet #NRA #MAGA, ex-INT anlst, @BIZPACReview newsman, FB:@SaraCarterDC @GregRubini @rising_serpent @RealEricCarmen @WayneDupreeShow @CampusReform</td>
      <td>0</td>
      <td>2</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>johnwei69904127</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>AnonsSynonymous</td>
      <td>Heavily Censored. Only politics/news/2020. All followers wiped out by Twitter on this acct. 09/27/19 Only here for 2020...Proud to be followed by @GenFlynn</td>
      <td>0</td>
      <td>7</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>WashTimes</td>
      <td>Reliable reporting, hard-hitting analysis &amp; breaking news, plus RTs from our writers and reporters. Also at @WashTimesOpEd, @WashTimesLocal, @WashTimesSports</td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>4</td>
    </tr>
    <tr>
      <th>13</th>
      <td>SChristoffers</td>
      <td></td>
      <td>0</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>JoeFreedomLove</td>
      <td>Trump/PenceUSA 1st; #MAGA; #KAG; Stop Socialism/Leftism; Sovereignty; Superior Military;Constitutionalist;#2A; Law&amp;Order👮🏼‍♀️;Jesus✝️;Home of the Brave</td>
      <td>0</td>
      <td>2</td>
      <td>10</td>
      <td>0</td>
    </tr>
    <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>2</td>
      <td>10</td>
      <td>4</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;Tie&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>PalmerReport</td>
      <td>Political analysis ahead of the curve.</td>
      <td>0</td>
      <td>7</td>
      <td>5</td>
      <td>29</td>
    </tr>
    <tr>
      <th>5</th>
      <td>AmbiiMoore</td>
      <td></td>
      <td>0</td>
      <td>6</td>
      <td>3</td>
      <td>16</td>
    </tr>
    <tr>
      <th>17</th>
      <td>twoshc</td>
      <td>I would like to contribute peace and justice for the world and Japan, based on the motive inspired by the insight after studying in UK.</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>11</td>
    </tr>
    <tr>
      <th>12</th>
      <td>KennaStevens1</td>
      <td>I like cookies. Dem volunteer. VOTE BLUE NO MATTER WHO!</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>11</td>
    </tr>
    <tr>
      <th>13</th>
      <td>ChattyCarnation</td>
      <td>#Resist 🌊activist,crossword puzzle designer,hiker #VoteBlue #SaveOurNationalParks #impeachTrump  #worseThanNixon #TraitorTrump #impeachTheMFs #ClimateChange</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>11</td>
    </tr>
    <tr>
      <th>11</th>
      <td>LindaHaleRCSD</td>
      <td>🚫NoDMs🚫NO Magats 🆘 #USArmyVeteran @TheDemocrats @KamalaHarris @SenWarren @HillaryClinton @SpeakerPelosi #Liberal #MarijuanaAdvocate 🌊#FBResisters #TorC #NM</td>
      <td>0</td>
      <td>2</td>
      <td>2</td>
      <td>10</td>
    </tr>
    <tr>
      <th>8</th>
      <td>100blackstone</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>8</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Prettyangeljac5</td>
      <td>#LAMBILY #ARIANATOR #SELENATOR #MJFAM #TEAMRESISTANCE</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
      <td>8</td>
    </tr>
    <tr>
      <th>14</th>
      <td>RealMeas</td>
      <td>#MakeAmericaGreatAgain</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Pokodon2</td>
      <td>ポコドン２です。</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>3</th>
      <td>29361RMSM</td>
      <td># Vote BLUE. Citizens Let your voices be heard and your vote count. Our country &amp; constitution are being abused. Lets save our country before it’s to late.</td>
      <td>0</td>
      <td>1</td>
      <td>2</td>
      <td>6</td>
    </tr>
    <tr>
      <th>7</th>
      <td>KevTKel</td>
      <td>Union electrician local 728. Keep doing what you do and keep getting what you get. Be the change you want to see in others.Justice Before Peace. USAF VETERAN</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>6</td>
    </tr>
    <tr>
      <th>16</th>
      <td>Hajo_Hen</td>
      <td>Die Berühmtheit mancher Zeitgenossen hängt mit dem Grad der Verblödung der Bewunderer zusammen!</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
    </tr>
    <tr>
      <th>15</th>
      <td>ossgry</td>
      <td>一度凍結され復活しましたが、twoshcに移動してしまいました。フォロワーの皆さんお手数おかけしますが、よろしければ移動して頂けませんか?</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</td>
    </tr>
    <tr>
      <th>10</th>
      <td>GodessofChaos71</td>
      <td>#Shadower71 #GoddessofChaos #MomOf6 #MimisOf5</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>5</td>
    </tr>
    <tr>
      <th>1</th>
      <td>mike_hardman</td>
      <td>lifelong supporter of Bolton Wanderers Homes in Bradford, Bolton, Thailand, Laos.\nHeavy Metal Rock Metallica Aerosmith Black Sabbath Queen GnR Meatloaf</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>5</td>
    </tr>
    <tr>
      <th>6</th>
      <td>DianaSc99717236</td>
      <td></td>
      <td>0</td>
      <td>2</td>
      <td>1</td>
      <td>5</td>
    </tr>
    <tr>
      <th>4</th>
      <td>WendyJunonia477</td>
      <td>Lover of the Natural World &amp; OUR Wondrous Wildlife❗️The last word in ignorance is the Man who says of any Animal or Plant: What good is it? Aldo Leopold❗️</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>smokesdad28</td>
      <td>JUJU'S BU PRU VETTED NICE LADY UNLESS UR A TROPHY HNTR JINES LEFT. I'M STILL HERE. CRITTER LVR. PRO CLIMATE 4 ALL KIDS. MAIN ACCT@jjsmokkieBOY57</td>
      <td>0</td>
      <td>3</td>
      <td>3</td>
      <td>5</td>
    </tr>
    <tr>
      <th>19</th>
      <td>CarrieGeren</td>
      <td>423-458-4248, Criminal Justice, Political Science,&amp; on to study federal law.  End Times Prophecy News Update, Carrie Geren Scoggins YouTube webcast</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>5</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;Misl/False&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>16</th>
      <td>ChanBahlumII</td>
      <td></td>
      <td>0</td>
      <td>369</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>FundWellington</td>
      <td></td>
      <td>0</td>
      <td>127</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Southrngirl77</td>
      <td>Independent southern lady fed up with political elites on both sides of the aisle. Thank God for President Trump~ #Christian #Conservative #SmarterThanADemocrat</td>
      <td>0</td>
      <td>108</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Pups4POTUS</td>
      <td>#1A #2A #MAGA #KAG #NoSharia #NoMarxism #WalkAway #Blexit #StopTheCoup #Trump2020</td>
      <td>0</td>
      <td>48</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>JimmyEd5</td>
      <td></td>
      <td>0</td>
      <td>41</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>BTreenew</td>
      <td>We lived through Obama.  You’ll live through Trump.</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Paula52958403</td>
      <td>Survivor, wife, grandmother, mother, daughter, sister are the Important things \nMain account locked from report bots\nlove our country w/all its faults. #KAG2020</td>
      <td>0</td>
      <td>40</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>Tompatomp</td>
      <td>Christian, conservative, nationalist. #Qanon #Trump2020 #KAG\nMan made climate change is a hoax.\nMake Sweden swedish again!</td>
      <td>0</td>
      <td>33</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Khaki28358612</td>
      <td>Travel Art Politics Photography History Science News Gov Officials &amp; Agencies Health Design &amp; Architecture Space News Trending</td>
      <td>0</td>
      <td>29</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Hoss40F</td>
      <td></td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>DWDrummer13</td>
      <td>Drummer</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>WorldTruthTV</td>
      <td>Digital Soldier - Shadowbanned by Twitter &amp; Facebook #FollowQ #TrustThePlan #WeThePeople #WeAreQ #WWG1WGA  #InGodWeTrust #GodWins #DrainTheSwamp #GreatAwakening</td>
      <td>0</td>
      <td>27</td>
      <td>0</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Christoffer1968</td>
      <td></td>
      <td>0</td>
      <td>26</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>yakball26</td>
      <td>🇺🇲 MLB, Music, Baseball, Space &amp; Science News, fishing. I'm not afraid of admitting when I'm wrong nor am I afraid of walking away when I'm right.</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>SUSAN46189802</td>
      <td>CONSTITUTIONAL PATRIOT</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>DougMaxwell1</td>
      <td>UofA Grad, MS from Grand Canyon Univ, blessed with my son Joseph, disciple of Jesus the Messiah. Psalm 18:16-19. Blessings.</td>
      <td>0</td>
      <td>24</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>qpruleok</td>
      <td></td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>AAgent361</td>
      <td>I fight to control the evil inside me, hurt those that I love and I will let it out to play, Proud Texan and my oath never expires, Trump2020 KAG USAF</td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>joe_benetic</td>
      <td>All posts are my own opinions\nFollows all who Follow me\nDe oppresso liber   MAGA\nEric Swallows well thinks he can fart AOC meets the challenge with fire.</td>
      <td>0</td>
      <td>23</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>WhiteDeronae</td>
      <td></td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>

</div>

<div class="output_area">

<div class="output_subarea output_stream output_stdout output_text">
<pre>Top 20 active users and descriptions for group &#34;CND&#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>CND</th>
      <th>Misl/False</th>
      <th>TRUE</th>
      <th>Tie</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>19</th>
      <td>petercap7</td>
      <td></td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Rose4Justice</td>
      <td>Radio Host &amp; award-winning author, "Fight Back Legal Abuse" \nRadio Podcast Colombo Chronicles Live! Blogger/ https://t.co/dKkjIbmSjM</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>6</th>
      <td>stevebarag</td>
      <td>Knowledge Is Power! #KAG #MAG President Trump Supporter #Trump 2020</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>Earlgreylipton</td>
      <td>"You can't conquer a free man; the most you can do is kill him." - Robert A. Heinlein\n                 *****\nWell, bloody hell, yes. I ask questions, so what?</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>BaldheadSlyck</td>
      <td>Keep rising to the top! #NYK #NYG #RBG #1980Proof 🥃</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Rachlin51</td>
      <td>Always The Truth seeker.  Truth: I love my coffee very hot in the morning ~ so I have a tendency to slurp :0)</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>alleybear51</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>kaleek12</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>Emytrousdale</td>
      <td>Hispanic Wife and mother, health coach. Photography is an expression of my personality! Cheese and wine are my weakness!</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>14</th>
      <td>brandywineboy</td>
      <td>dreamwurksperfect@gmail.com  For Visual Arts, Cd covers ,and PERSONALIZED LOGOs</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>13</th>
      <td>shavarmcfadden</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>0</th>
      <td>Jim_Courtney</td>
      <td></td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>SweetTParty</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>6Breezie6</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>birdtrees</td>
      <td>You've been chosen as an extra in the movie adaptation of the sequel to your life... #VisionaryArt #InspirationalQuotes #Anarchist #Dissent #Activism</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>wjhollywxxd</td>
      <td></td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Hafasteve</td>
      <td>Originally from Guam.Retired from UPS.Enjoying the good life in Oro Valley,Arizona.Volunteer for charity.Married.</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Saddlebags6969</td>
      <td>Trump...The Peoples President</td>
      <td>1</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>thomveety</td>
      <td>motocross photographer  since early 70's</td>
      <td>1</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>unhealthytruth</td>
      <td>TV journalist, author, public speaker and owner top award-winning independent website, HNN. I spend my little spare time w Dr Mercola, my better half.</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_png output_subarea ">
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