Data Visualisation Using Seaborn Python.html

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

<title>Data Visualisation Using Seaborn</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>


<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Data-Visualization-Using-Seaborn-Package">Data Visualization Using Seaborn Package<a class="anchor-link" href="#Data-Visualization-Using-Seaborn-Package">&#182;</a></h1><p>Here we will see how to utilise python for analyising data.</p>
<h2 id="Following-Plots-are-created-using-seaborn-package">Following Plots are created using seaborn package<a class="anchor-link" href="#Following-Plots-are-created-using-seaborn-package">&#182;</a></h2><ol>
<li><p>Distplot - Meant for showing Histogram and Kernel Density Estimation (Sum of all Gaussian Curves + RugPlots)</p>
</li>
<li><p>Jointplot - Generates Histogram and Scatterplot together.</p>
</li>
<li><p>Pairplot - Multiple Plots Together</p>
</li>
<li><p>KDEPLOT - Kernel Density Estimation Plot</p>
</li>
<li><p>Facet Grid Plots</p>
</li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># this allows to see the plot in Jupyter Notebook</span>
<span class="o">%</span><span class="k">matplotlib</span> inline 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Use NUMPY to create arrays.</span>
<span class="c1"># linspace will return values from 0 to 5 with 11 values </span>
<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">11</span><span class="p">)</span> 
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>[0.  0.5 1.  1.5 2.  2.5 3.  3.5 4.  4.5 5. ]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span> <span class="o">=</span> <span class="n">x</span><span class="o">**</span><span class="mi">2</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[10]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([ 0.  ,  0.25,  1.  ,  2.25,  4.  ,  6.25,  9.  , 12.25, 16.  ,
       20.25, 25.  ])</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Functional Way</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;X Squared&quot;</span><span class="p">),</span> <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Values&quot;</span><span class="p">),</span><span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Plot of Squaring Values&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Lets Create Multiplots</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="s2">&quot;r&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">x</span><span class="p">,</span><span class="s2">&quot;b&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Distplot">Distplot<a class="anchor-link" href="#Distplot">&#182;</a></h3><p>seaborn.distplot - Flexibly plot a univariate distribution of observations. This function combines the matplotlib hist function and plot the estimated PDF over the data. The calculation of bin size is automatic here.</p>
<p>The most convenient way to take a quick look at a univariate distribution in seaborn is the distplot() function. By default, this will draw a histogram and fit a kernel density estimate (KDE).</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">auto</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;~/Downloads/Automobile.csv&quot;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">auto</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[14]:</div>


<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 th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>symboling</th>
      <th>normalized_losses</th>
      <th>make</th>
      <th>fuel_type</th>
      <th>aspiration</th>
      <th>number_of_doors</th>
      <th>body_style</th>
      <th>drive_wheels</th>
      <th>engine_location</th>
      <th>wheel_base</th>
      <th>...</th>
      <th>engine_size</th>
      <th>fuel_system</th>
      <th>bore</th>
      <th>stroke</th>
      <th>compression_ratio</th>
      <th>horsepower</th>
      <th>peak_rpm</th>
      <th>city_mpg</th>
      <th>highway_mpg</th>
      <th>price</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>3</td>
      <td>168</td>
      <td>alfa-romero</td>
      <td>gas</td>
      <td>std</td>
      <td>two</td>
      <td>convertible</td>
      <td>rwd</td>
      <td>front</td>
      <td>88.6</td>
      <td>...</td>
      <td>130</td>
      <td>mpfi</td>
      <td>3.47</td>
      <td>2.68</td>
      <td>9.0</td>
      <td>111</td>
      <td>5000</td>
      <td>21</td>
      <td>27</td>
      <td>13495</td>
    </tr>
    <tr>
      <th>1</th>
      <td>3</td>
      <td>168</td>
      <td>alfa-romero</td>
      <td>gas</td>
      <td>std</td>
      <td>two</td>
      <td>convertible</td>
      <td>rwd</td>
      <td>front</td>
      <td>88.6</td>
      <td>...</td>
      <td>130</td>
      <td>mpfi</td>
      <td>3.47</td>
      <td>2.68</td>
      <td>9.0</td>
      <td>111</td>
      <td>5000</td>
      <td>21</td>
      <td>27</td>
      <td>16500</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>168</td>
      <td>alfa-romero</td>
      <td>gas</td>
      <td>std</td>
      <td>two</td>
      <td>hatchback</td>
      <td>rwd</td>
      <td>front</td>
      <td>94.5</td>
      <td>...</td>
      <td>152</td>
      <td>mpfi</td>
      <td>2.68</td>
      <td>3.47</td>
      <td>9.0</td>
      <td>154</td>
      <td>5000</td>
      <td>19</td>
      <td>26</td>
      <td>16500</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2</td>
      <td>164</td>
      <td>audi</td>
      <td>gas</td>
      <td>std</td>
      <td>four</td>
      <td>sedan</td>
      <td>fwd</td>
      <td>front</td>
      <td>99.8</td>
      <td>...</td>
      <td>109</td>
      <td>mpfi</td>
      <td>3.19</td>
      <td>3.40</td>
      <td>10.0</td>
      <td>102</td>
      <td>5500</td>
      <td>24</td>
      <td>30</td>
      <td>13950</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2</td>
      <td>164</td>
      <td>audi</td>
      <td>gas</td>
      <td>std</td>
      <td>four</td>
      <td>sedan</td>
      <td>4wd</td>
      <td>front</td>
      <td>99.4</td>
      <td>...</td>
      <td>136</td>
      <td>mpfi</td>
      <td>3.19</td>
      <td>3.40</td>
      <td>8.0</td>
      <td>115</td>
      <td>5500</td>
      <td>18</td>
      <td>22</td>
      <td>17450</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 26 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing seaborn Package</span>

<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Distplot</span>
<span class="nb">print</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">auto</span><span class="p">[</span><span class="s2">&quot;normalized_losses&quot;</span><span class="p">]))</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>AxesSubplot(0.125,0.125;0.775x0.755)
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[37]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Histogram of the Same Variable without PDF</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">auto</span><span class="p">[</span><span class="s2">&quot;normalized_losses&quot;</span><span class="p">],</span> <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">rug</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[37]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a239ac160&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Histogram">Histogram<a class="anchor-link" href="#Histogram">&#182;</a></h3><p>A histogram represents the distribution of data by forming bins along the range of the data and then drawing bars to show the number of observations that fall in each bin.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[30]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">auto</span><span class="p">[</span><span class="s2">&quot;normalized_losses&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[30]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>count    201.000000
mean     125.189055
std       33.572966
min       65.000000
25%      101.000000
50%      122.000000
75%      150.000000
max      256.000000
Name: normalized_losses, dtype: float64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">auto</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[36]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>symboling              0
normalized_losses      0
make                   0
fuel_type              0
aspiration             0
number_of_doors        0
body_style             0
drive_wheels           0
engine_location        0
wheel_base             0
length                 0
width                  0
height                 0
curb_weight            0
engine_type            0
number_of_cylinders    0
engine_size            0
fuel_system            0
bore                   0
stroke                 0
compression_ratio      0
horsepower             0
peak_rpm               0
city_mpg               0
highway_mpg            0
price                  0
dtype: int64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[45]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">auto</span><span class="p">[</span><span class="s2">&quot;normalized_losses&quot;</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[45]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(array([17., 46., 38., 37., 25., 27.,  9.,  0.,  1.,  1.]),
 array([ 65. ,  84.1, 103.2, 122.3, 141.4, 160.5, 179.6, 198.7, 217.8,
        236.9, 256. ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">rugplot</span><span class="p">(</span><span class="n">auto</span><span class="p">[</span><span class="s2">&quot;normalized_losses&quot;</span><span class="p">],</span> <span class="n">height</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[41]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a26d648d0&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h2 id="Bivariate-plots---Cont-Vs-Cont">Bivariate plots - Cont Vs Cont<a class="anchor-link" href="#Bivariate-plots---Cont-Vs-Cont">&#182;</a></h2><p>A bivariate plot is created using jointplots.</p>
<p>A pariplot is used to create scatterplot and histograms between the different numerical variables.</p>
<h2 id="Bivariate-plots---Categorical-Variables">Bivariate plots - Categorical Variables<a class="anchor-link" href="#Bivariate-plots---Categorical-Variables">&#182;</a></h2><p>A Bivariate categorical var plot is created using stripplot.</p>
<h2 id="Scatterplots">Scatterplots<a class="anchor-link" href="#Scatterplots">&#182;</a></h2><p>The most familiar way to visualize a bivariate distribution is a scatterplot, where each observation is shown with point at the x and y values.</p>
<p>You can draw a scatterplot with the matplotlib plt.scatter function, and it is also the default kind of plot shown by the jointplot() function:</p>
<p>sns.jointplot() - It generates scatterplot and histogram together</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;tips&quot;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[50]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[50]:</div>


<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 th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>total_bill</th>
      <th>tip</th>
      <th>sex</th>
      <th>smoker</th>
      <th>day</th>
      <th>time</th>
      <th>size</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>16.99</td>
      <td>1.01</td>
      <td>Female</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10.34</td>
      <td>1.66</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2</th>
      <td>21.01</td>
      <td>3.50</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>23.68</td>
      <td>3.31</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>24.59</td>
      <td>3.61</td>
      <td>Female</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>4</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[148]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Univariate Analysis</span>

<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">tips</span><span class="p">[</span><span class="s2">&quot;total_bill&quot;</span><span class="p">],</span> <span class="n">bins</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;purple&quot;</span><span class="p">)</span>

<span class="c1"># Calculation of Bin is Sqrt of Row Count</span>
<span class="c1">#np.sqrt(244).round() ; tips.shape()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[148]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a37230b38&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[55]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 244 entries, 0 to 243
Data columns (total 7 columns):
total_bill    244 non-null float64
tip           244 non-null float64
sex           244 non-null category
smoker        244 non-null category
day           244 non-null category
time          244 non-null category
size          244 non-null int64
dtypes: category(4), float64(2), int64(1)
memory usage: 7.2 KB
</pre>
</div>
</div>

</div>
</div>

</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">
<h3 id="Jointplot">Jointplot<a class="anchor-link" href="#Jointplot">&#182;</a></h3><p>A joint plot shows the histogram and scatterplot together. These two can be shown separately as histogram and Tips</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[138]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Jointplot - Meant for Bivariate Distribution</span>

<span class="c1"># Syntax - sns.jointplot(x = , y = , data = ) # Generates Histogram and Scatterplot together.</span>

<span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;tip&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;purple&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[138]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.JointGrid at 0x1a3628d0f0&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Jointplot-::-kind-=&quot;hex&quot;">Jointplot :: kind ="hex"<a class="anchor-link" href="#Jointplot-::-kind-=&quot;hex&quot;">&#182;</a></h3><p>The bivariate analogue of a histogram is known as a “hexbin” plot, because it shows the counts of observations that fall within hexagonal bins. This plot works best with relatively large datasets. Also known as Hexbin Plots</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[111]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># kind : { &quot;scatter&quot; | &quot;reg&quot; | &quot;resid&quot; | &quot;kde&quot; | &quot;hex&quot; }</span>
<span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;tip&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">,</span> <span class="n">kind</span> <span class="o">=</span><span class="s2">&quot;hex&quot;</span> <span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s2">&quot;lightcoral&quot;</span><span class="p">)</span>

<span class="c1"># certain points make it darker and lesser points make it lighter</span>
<span class="c1"># reg - scatterplot with regression line. The best line fit to the scatter point data</span>
<span class="c1"># kde = two dimensional KDE. Shows density where the points match up the most.</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[111]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.JointGrid at 0x1a2fabdc50&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Jointplot-::-kind-=&quot;kde&quot;">Jointplot :: kind ="kde"<a class="anchor-link" href="#Jointplot-::-kind-=&quot;kde&quot;">&#182;</a></h3><p>It is also possible to use the kernel density estimation to visualize a bivariate distribution. In seaborn, this kind of plot is shown with a contour plot and is available as a style in jointplot().</p>
<p>A Contour plot (sometimes called Level Plots) are a way to show a three-dimensional surface on a two-dimensional plane. It graphs two predictor variables X Y on the y-axis and a response variable Z as contours.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[136]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">tips</span><span class="p">[</span><span class="s2">&quot;total_bill&quot;</span><span class="p">],</span> <span class="n">y</span> <span class="o">=</span> <span class="n">tips</span><span class="p">[</span><span class="s2">&quot;tip&quot;</span><span class="p">],</span><span class="n">kind</span> <span class="o">=</span> <span class="s2">&quot;kde&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;purple&quot;</span><span class="p">)</span> <span class="c1"># contour plot</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[136]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.JointGrid at 0x1a35f99e10&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Pairplot">Pairplot<a class="anchor-link" href="#Pairplot">&#182;</a></h3><p>A Pairplot essentially plots pair wise relationship between variables. It supports color hue for cat columns.
Takes Jointplot for numerical columns and puts it together.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[129]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Pairplot of Tips</span>
<span class="c1"># syntax - sns.pairplot(&quot;dataframe&quot;)</span>
<span class="c1"># hue : string (variable name), optional :: Cat Column especially</span>
<span class="n">sns</span><span class="o">.</span><span class="n">pairplot</span><span class="p">(</span><span class="n">tips</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s2">&quot;sex&quot;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s2">&quot;Set2&quot;</span><span class="p">)</span>

<span class="c1"># Inference - Diagonal is histogram being one variable. Rest It would show the Scatterplot.</span>
<span class="c1"># Hue is used to color the plot using categorical columns.</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[129]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.PairGrid at 0x1a350edc88&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[114]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span><span class="o">.</span><span class="n">columns</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[114]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Index([&#39;total_bill&#39;, &#39;tip&#39;, &#39;sex&#39;, &#39;smoker&#39;, &#39;day&#39;, &#39;time&#39;, &#39;size&#39;], dtype=&#39;object&#39;)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[130]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># RUG PLOT to understand KDE PLOTS</span>

<span class="n">sns</span><span class="o">.</span><span class="n">rugplot</span><span class="p">(</span><span class="n">tips</span><span class="p">[</span><span class="s2">&quot;total_bill&quot;</span><span class="p">])</span>

<span class="c1"># draws a dashmark in univariate dist</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[130]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a35829b38&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[132]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">tips</span><span class="p">[</span><span class="s2">&quot;total_bill&quot;</span><span class="p">],</span> <span class="n">kde</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">hist</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[132]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a35a90208&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[133]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># If we dont want to see the Histogram, we can use kdeplot</span>
<span class="n">sns</span><span class="o">.</span><span class="n">kdeplot</span><span class="p">(</span><span class="n">tips</span><span class="p">[</span><span class="s2">&quot;total_bill&quot;</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[133]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a35a9d4a8&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Grid-Based-Maps---PairGrid">Grid Based Maps - PairGrid<a class="anchor-link" href="#Grid-Based-Maps---PairGrid">&#182;</a></h3><p>Grid Based Maps give you the power to customize the maps. Lets put all the maps in one place in grid format.
Here lower part of the Grid will be a jointmap kde, upper would be a scatterplot using plt.scatter
Diagonal would be a distplot</p>

</div>
</div>
</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">
<p>g = sns.PairGrid(tips)
g.map(plt.scatter, color="purple") # Ceating scatterplots of all the Num Variables</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[178]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">tips</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_lower</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">kdeplot</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_upper</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[178]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.PairGrid at 0x1a3d4639e8&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># iris dataset</span>
<span class="n">iris</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;iris&quot;</span><span class="p">)</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">iris</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_lower</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">kdeplot</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;purple&quot;</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_upper</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[9]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.PairGrid at 0x1a19bb79b0&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArgAAALICAYAAACU4oPuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8VFX6P/DPyaRNQklCQgslECBUIRhpwUJR7Gb9rasguBbAtWDnC1FWXcWFlXUX6yq4ii6ICmoWAQEVLIuClABRICIEAgklJISWIaSc3x/JDZPJ3Jl7p9+Zz/v1mpdm5s7cM8wzJyf3Pvd5hJQSRERERETBIszfAyAiIiIi8iQucImIiIgoqHCBS0RERERBhQtcIiIiIgoqXOASERERUVDhApeIiIiIggoXuEREREQUVLjAJSIiIqKgwgUuEREREQWVgFzgXn311RIAb7w5uvkd45Q3jTe/Y6zypvHmV4xT3jTeNAnIBe7x48f9PQQipxinZBSMVTICxil5UkAucImIiIiIXOWTBa4Q4lEhxC9CiJ+FEIuFENG+2C8RERERhR6vL3CFEMkAHgKQIaXsC8AE4DZv75eIiIiIQpOvUhTCAZiFEOEAYgAU+2i/RERERBRivL7AlVIWAfg7gEIAhwGclFKu8fZ+iYiIiCg0hXt7B0KIeAA3AegCoBzAEiHEeCnlQpvtJgOYDACdOnXy9rCIXMI49b2c3CLMWZ2P4nIL2seZMXVMGrLSk/09rIDHWA0sjGP7GKe+E2ox6IsUhdEACqSUJVLKKgCfAhhmu5GUcp6UMkNKmZGUlOSDYRHpxzj1rZzcImR/moeicgskgKJyC7I/zUNObpG/hxbwGKuBg3GsjnHqG6EYg75Y4BYCGCKEiBFCCACjAOzywX6JyODmrM6Hpaqm0X2WqhrMWZ3vpxER6cc4Jn8LxRj0RQ7uRgBLAWwFkFe/z3ne3i8RGV9xuUXX/USBiHFM/haKMeiTKgpSymeklD2llH2llBOklJW+2C8RGVv7OLOu+4kCEeOY/C0UY5CdzIgoYE0dkwZzhKnRfeYIE6aOSfPTiIj0YxyTv4ViDHq9igIRkauUK3xD6cpfCj6MY/K3UIxBLnCJQoSzEjGOHg+18jJEnuDoezMjJw+Pf7wdNVJCCMAcHgZLVS2/X+Rz1nEaHRGGyupa1ErAJATGDu6ImVn9/D1El3CBSxQClBIxylW0SokYoO4ve0ePA3D4XH+OmyhQOYrdzQfKsHBDYcO2UgIVVbVNtmOMk6eoxePmA2X4ZEtRw/2W+jgEgBopG+LUiItc5uAShQBnJWIcPe7P8jKhWNqGgoOj2F288aDD5zLGydPU4nHxxoNN7rflLF4DFY/gEoUAZyViXCkh44vyMqFY2oaCg6PYlW48n8gVavFUI51Ho5ZtAhGP4BKFAGclYhw97s/yMqFY2oaCg6PYDROuP5/IFe7Ek0loCNgAxAUuUQhwViLG0eMjetpvn6l2vyeFYmkbCg5qsTuiZxKcHcJljJOn2YtHrcYO7ujh0fgGUxSIQoCzEjGOHlfLBVy3u8Tv4yYKVGqxO2d1PmpVniMAxjh5hXU8FjlIfzGzigIRGU1WerLDX5pqj/s7D9bZuIkClb3YffSjbXa3FQAKZl/ng1FRqFLiscv0FXZPIggAu56/xtfD8hqmKBCRQ8yDJfIcfp/I30IlBrnAJSKHmAdL5Dn8PpG/hUoMMkWBiBxiHiyR5/D7RP4WKjHIBS4RAXDcVpR5sET6qX2n+H0iXwnlGOQCl4jYEpfIw/idIn8L9RhkDi4RsSUukYfxO0X+FuoxyAUuEfm9FBhRsOF3ivwt1GOQC1wiUi0PEyYEukxfgczZa5GTW+TjUREZl6PvFL9L5E05uUXInL1WtWFesJUDU8MFLhGptnGskRISF3K3+IuZSBtH3yl+l8hblLxbtW5lwVgOTA0XuESErPRkzLq5H5LjzBCoa9FoK5Ryt4jcpXyn+F0iX7KXd6tIjjNj1s39QuICM4BVFIionnXZmC7TV9jdJlRyt4g8ISs9WbU1L79L5A1qcSUArJ8+0reD8TMucImoifZxZrunuCSAzNlrmxQFd1RD1xl3nksUSJRYLiq3wCQEaqRaFmTo5EGS99ibO9XmbnfjzYjzNFMUiKgJtfxBoGk+rnXOl958XXeeSxRIbHMfHS1uQykPkrxDbe5MaWV/ITuiZ5LH9xXo8zQXuETUhHVOrj3WOYTu1FoM9TqNFDwc5T5aMwkRUnmQ5B1qc+eGfSfsbr9ud4nH9xXo8zRTFIjILiUnt8v0FXbLzSi5Xu7UWgz1Oo0UPLTGbK2UXNyS29TiTe3Mge32elIOjDpP8wguETkUFxPh8H613C4tOV/uPJcokGiNWcY2eYJaHNmr2mG7vd6UA6PO01zgEpFDaqmEyv328nW15hi681yiQDJ1TBrsLy0uYGyTp6jNnWMHd3Q6p+pNOTDqPO31Ba4QIk0Isc3qdkoI8Yi390tEnnHSUuXwftsaunpqLbrzXKJAkpWerNo5CmBsk2epzZ0zs/o5nVP1phwYdZ72eg6ulDIfwAAAEEKYABQB+Mzb+yUiz/BW2RmFdf1dokDgakmkZJXvSnKcOeRqkJLnqMWj2tzpbE51ZU434jzt6xSFUQD2SikP+Hi/ROQiZ6enjFpChsged+LZqKdyKXB5Y34NlTj19QL3NgCLfbxPInKDs9NTRi0hQ2SPO/Fs1FO5FLi8Mb+GSpz6rEyYECISwI0AslUenwxgMgB06tTJV8Mi0iVU49T29NTt83/EIyotSBWBXkIm2IVqrLpLLW6Lyi1IzV6JGimRHGfGiJ5JWLe7pOG0se3P/7x1QNAtGLyBceqYo3i011XSXTNy8rB440HUSAmTEBg7uCNmZvXz2Ov7kpAOuq14dEdC3ATgASnlVc62zcjIkJs3b/bBqMjAnF2w7HWhGqe3z/8R6/eWOd0uzhyBbc84/bqHAsaqgWTOXms3P1Evc4TJiEfF/BqrjNOmnMWjK3GmpD1YHxk2R5gwsFNLu3P7+CGdAm2RqylOfZmiMBZMTyAyPC2LWwBQKcdIFNActanWg2k65AnO4tGVOFNLe1Cb2xdvPKjr9QOFT1IUhBAxAK4EcK8v9kdE/ldeYb+8GFEgs84td/dILtN0yF1a4lFvnOndXq07WqDTtcAVQvQAMBVAZ+vnSikd1j+RUlYAaOXKAInINxyVRrJ+TKtA73JDpEaJ+8c/3u7WL/cwIZCTW2S0NAUyGL1zrVqZMDVq3dECnd4juEsAvAlgPoAaJ9sSkUHY5mQppWgUtvlaWozomeTRMRL5ivJ9cPfIVY2UDd8jLnLJFfbyZa25Ut5rRM8kLNxQ2OT+Ns0jcfT0+Sb3D+kar+v1A4XeBW61lPJfXhkJEfmNs1I0ehe3ALBud4lHxkbka/a+D9aS48woO1sJS1Wt09dSvkdc4JIrHMViso4mJNbU5ubjZ+ynle0vNWaqjaYFrhAiof5/PxdC3I+6TmSVyuNSSm1XnRBRQNLbuhGou4y1YPZ16DJ9hd0Wpcw/JKNSi10l5gGgy/QVbr8ekTOOYtHV7nhqr6l2xsKo8av1CO4WABIXSjNMtXpMAujqyUERkfv0tBt11rrR3mMSQIqDX/LK40avpUjBz/a7Yo4IQ4Wdo7MSaKiFaxJCcwoD89HJVWpzswQa1cG1juGW5ggIUXehr725X+011WJaAhjwlzUOXzMQaSoTJqXsIqXsCqBX/f833AD09u4QiUgvve0dHbVuTGnl3i/nGimxcEMhZuTkOd+YyMfsfVfsLW4VygJA6+I2wiSCrgUq+Y6jaxmUeX1GTl6jGC63VOFERZXq3K/2ml2TYlT35ew1A5HeOrg/aLyPiPxIb3tHR60bN+w7oXm/jq61NWotRQpuzvJt3RUbGR7wR7oocDm7lsFSVYPFGw86jGHbuV/tNfeVVGgelxHqPGvNwW0LIBmAWQiRjgu/x1oAUF/yE5FfuJJTa9uONye3CJmz1+q6krxg9nWqaQtGraVIwc3b+YUnLawHTfopKQdaynlpmVut41xvDq6W1wxEWnNwxwC4E0AHAP+wuv80gCc9PCYicpOznFpnnJWmcUQtj8uotRQpuLU0R6Dci4tQ5t+SXnrnXy354NZxqDcHV8trBiKtObjvSSlHALhTSjnC6najlPJTL4+RiHRylFOrhSunbTNT64qtjB3c0e7javcT+ZM7f3dFmAQiwtRfIAxg/i3ppmf+NUeYMHZwR4ftfG3nfrXfD85ex9FrBiK9dXA7CyEes7nvJIAtUsptHhoTEbnJur2jlioKtvSeespMTcCiSUMBoKFawuKNBxuuNmcVBQpUWltKJ9cf9VKOcik1SAH7bVTNEWGYdfNFzL8l3bTOv9Z1cDM6J2iuouDo94P168TFREDKujQbZ68ZiPQucDPqb5/X/3wdgE0A/iSEWCKlfNGTgyMi19nm1DpjXWYmTMOpquQ4c0MdRiVf13qy5IKWjEBL21JlIfHssl8a0hkqzldj84EyrNtdguJyC5LjzBjRM6nh54TYKF8Mn4KQ3la6QOP5XpnLbf94m5GTZ/fAg7L9ox9tM8ziVQu9C9xWAAZKKc8AgBDiGQBLAVyGulq5XOASGZBtzpeWPKyYyDC7z7Vu8xsMkyQFt6lj0pzmO6a0MmPqku2oqr3wvThRUdWo3WlRuaXJz/wekCu0xCRgP8bU5uMlmwuxfu+FnlxK+caCkjPYWngyKOdvvWXCOgGwblRcBaCzlNICq85mRGQsajlfji4M23PsrOpzjVBChghoXCJPzYZ9JxotbrXi94BcYVu2Mc4cgfiYCLvb2saY2nxsvbi1tn5vWdDO33qP4H4AYIMQ4r/1P98AYLEQIhbATo+OjIh8Ri3nq1Zn+Rkt9xMFGuX0rlrbaXdK3PF7QK6wl2KmpS26p+ItGOJW1wJXSvm8EOILAJmoq4X7Jynl5vqHb/f04IjIe7Tk3DrLxe0yfYXqNoFeQoYIaPw9EAKwF+56yydZ4/eAXGGv1bqW8o+u5O/aY9sK2Ij0pigAQC6AJQA+BXBMCNHJs0MiIm+zbU+q9svb2S91R891t8UvkbfZfg/sZSFEmOouxnFUDkyNEUopUeBRa7WuNqdat9511NpXL6O05FWja4ErhJgC4CiALwEsB7Ci/r9EZCDebk8KQFeLXyJ/0PI9iI0Mx8ysfphzS3/Eme3nQdpj3e6aSA+1PFq1OdW69a6z1r56GTkfV28O7sMA0qSUpd4YDBHpY+80lvILVa0kDOB6fpVyDEvLydoaKZEyfQVMQmBI13jsL7W4VJOXyFu0fA/KLVWq7aedefSjbZizOp/xTrrobaVbVG5pSCfwRu5sUbkF6c+taaiJa5Q5XO8C9yDqGjsQkZ85Ks+1+UBZo5JFSkkYoK4Rg6vtSVuaIxAbFa4rx6tGykZX8AZTGRoyNk/lK9qjvC7jnfRyZX5W4iwyPAyV1bUOtxXQdpDC2gmrmrpGiWm9Obj7AHwjhMgWQjym3LwxMCJyzFF5rsUbD9p9jnK/q+1JhbDf5lEvI5/2ouAxdUwa3OjUqxnjnfRwdX62VNU4XdwCQEykKSTmcL0L3ELU5d9GAmhudSMiH3NUnsvZRWNa25PaKq+oalKjMTnOjMzUBIc1c9XGSeRPWenJuo9kuYrxTlq5Oj9rVXG+xm6dXQEgPiZCc655oMe03jJhfwEAIUSslPKsd4ZERGq0lPZqH2fGkZPn7D6mLEJdPTWrlKNx1AY4NXulppJKLJ9EgSDOxXQdvRjvpJU3U2eU11ebwxva/Gr4TgR6TOutojBUCLETwK76n/sLId7wysiIqBEtpb2UskRjB3e0+xrK/a6mGWgpQaO2b1dei8ibcnKLcPZ8tcdf1/YXK8uFkR5qc2Ob5pEOn2eOMKF761in26jFovXvGGeMENN6UxTmAhgDoBQApJTbAVzm6UERUVOO2ukqqQJKWaKZWf0wfkinhiO2JiEwfkinhioKtmkGWtMLtJSgsd23O69F5E1zVuejqkZ/koKj0B4/pBP+ceuARik8LBdGeqjNjcfPqB9VVeKs4rx6Dq6zWHRUNk9JXTBSTOutogAp5UHR+Nvt3WKaRATAcTvdgtnXNbl/Zla/hgUtUPfXeebstY1Kda2fPhJAXUcyLYrKLUjNXtmo5Jg91vvW0l6SyFes03xcyb+de+sAPPrRNtXHMzonOEzhIVKjxKbaEVS11C8BNMzlarFpvY0atTlZAMh9+iqHzw1Eeo/gHhRCDAMghRCRQognUJ+uQETepZbvpCUPSq0zjtKhJiZSe7qCUnJsRk6e18dN5Em23wNXZH+ah7gY9YtwjNz5ifxHT3qALeu5tKXKBWJq96u9jpb7A53eBe6fADwAIBnAIQAD6n8mIi+zlzerNQ/KUUkxoO6qWr3USpHZcmfcRJ7kiQ5+lqoaSAnVHHYjlE+iwONqbNrOpWrpM1qy0IJtrtZbReE4gNv17kQIEQfgbQB9UVdf+G4p5Y96X4colCmnPNU6lzniqKQYoL/oN6B+usyWO+Mm8iRHaTF6it+ftFThn7cOwCMqp4OZfkN6uRIzyXbmUrUSY1pKjwXbXK1pgSuEeBUOvvtSyoecvMTLAFZJKX8vhIgEEKN9iESk2HygDEdOnoMEcOTkOWw+UKZp8lErOxMmhOb8W1t6694S+Zva9yA5zoz100eiz9OrcFbL2Qxx4Xn2Xs+op3TJN+y1WHelNFhxuQWPfLQNj3y0raEdu9rraI3JYMof15qisBnAFgc3VUKIFqirtPBvAJBSnpdSlrs6YKJQNSMnDws3FDYcOdWTC6tWFqxGSpdzEYd0jde0nbP8XyJfUSu/NKJnEmbk5Glb3AKQEpi6ZDtG9EwKqlO65H1q86G9WHLGeu5Wfh/ERNpf1oViWUZNC1wp5XuObsp29Ud6bXUFUALgXSFErhDibSGE40JtRNSEs/a7jrhaFsyR/aXajjY4y/8l8hW18kvrdpdozilXVNVKrNtd0qSrnxHKJ5H/qM2HtrFkXZYrQsfVUnuO2e/BFYplGXWXCXMiU2UfAwFMkVJuFEK8DGA6gD9bbySEmAxgMgB06tTJw8Mi8gx/xqmz9rvOWJ96UktLEAAKZl+nWtrLmtacMWf5v+QdnFObchSLrpzJKC63BNUpXX8ItTh1FIPOYinFxXQyR/sNZnqrKLjiEIBDUsqN9T8vRd2CtxEp5TwpZYaUMiMpKfQOpZMx+DNO1Y66unI01lk5GC35WtbbKDV2u0xfgczZaxulHwRb6Rmj4JzalFrMuZqmwxh2X6jFqTvzoTtn3kIxVr2+wJVSHkFd/VwlKWkUgJ3e3i9RsHHWflcPZ+VgtLTyTWlVN2E6y7ENttIzZFyutqhWE4p5jeQed+ZDLdc9qLXzVebrUOLpBa7anxdTACwSQuxAXe3cv3p4v0RBz1n7XT1sc3JtcwetH1ezYd8JAM5zbJ3ti8hXtMS1HqGY10jucWc+dHTdg/L7QK2drzJfhxJP5+C+bO9OKeU2ABke3hdRyLFtv6uHbWma6poaHD19HkDdUddZK3c2KV2zfvpI1bwvJfdXS46tN/MU7ZXc4eI5sATKZ5STW4Rnl/2Ccot6TVDlKI2WtIVQzGsMBf6K1xk5eVi88SBqpGwo+2U93ztqpbt31rUAgIUbCu1uUyOlpjbr1gLle+sqrXVwP4fjOrg31v93gWeGRUSepKQRKEda7dVJVBa7yuPZn9aVHzMJYfdCNuVIsrt1F91h730p4zbSRBzMAuUzysktwtQl21FV63jpqsStlpqkkeG+uIyFfMnb8ar2+ks2F2L93rKG7ZSyXwAaFqRa5lq1+VrtNfWOEzDO3Kr12/l3AC85uBFRAHOlDaSSZuAs99efObYsQRb4AuUzmrM63+niVqAunrXm6lZW13podBQovB2vaq9vvbi1Zl2+Tstcq+WaDC0l8QLle+sOTUdwpZTfensgROQ9rp5KLS63NPylr3bqzJ/tHVmCLPAFymekZX8SjY9OKTHtapUFMh5vx6ve17E+GqtlrrWdr529pt5xGmlu1ZWDK4ToDmAWgN4AopX7pZRdPTwuInKTdf5UmIPTVo4orXzjYiLQPDocJy1VaNsyGhmdExpt568cW3fTI4yeY2YEztpEtzRHQAigvKLKo5+B7WcbFxOBExXqubdAXUH9zNlrm8SDO/VHyVjU4lUCSH9uDaQETlpcj1VXWvKmTF+BzNQELJo0VNNcq1yrkZq9UnXez5y91uH4/Zl65il6E4jeBfAvANUARgB4H8B/PD0oInKPbekuVxa3wIVWvicqqlBuqfJ5q11vliBjC2HfcNYmutxShRMVno0te5/tmXPVCHNSRrSqFk3iwVEr7MzUBNXHyJgcpad4Yh5UKy2nVt5LsX5vGW6f/6OufTlKV3A2/mAo76h3gWuWUn4NQEgpD0gpnwUw0vPDIiJ3uJJzq4evcrG8WYIsGHLMjEBvm2hPfAb2PtuqWokW0XXtT7WyVNWo5itGhAGLJg11a5wUePSUknMlVtVKy6mV97Kmlqerxra0pC1H4w+G8o56y4SdE0KEAdgjhHgQQBGA1p4fFhG5Q2uelNKa15VTsL7IxfJmCbJgyDEzCi1toq25+xmoPf+kpUpzK2qF2tkPXl8WvJR49WTLcmfbu3qWzRklXUHtvTgav9HbUOs9gvsIgBgADwG4GMAEAH/09KCIyD1a86SUPEhv7sMd3mzzyxbC/qG3DbQn9xETaULm7LW6LhpTO97MOAl+3ohVd+PGUVt0V/YbzHGsa4ErpdwkpTwD4BSAh6SUN0spN3hnaETkKq0tRJU8SFf4ovWjN/PAgiHHzIicleDyxGcwdUwaIkxNl6Znz9fovsDH3tndiDDBOAkB3ohVd9pFR5uEy9cNqP1OCOZ207oWuEKIDCFEHoAdAPKEENuFEBd7Z2hE5Cq1PC+TEJryILXwRetHb+aBBUOOmRHZ/rvHmSMQHxPh0c8gKz0ZsZGeadRpr3Rus+hwxkkIsI3V+Ji6HG53YtWddtHnaqTL1w2o/U4I5nbTemeAdwDcL6X8HgCEEMNRV1nhIk8PjIicsy6FFB0RhsrqWru/kBU1UkLAM/le7ryGnvJc7uSBOduP0XPMjCYntwh/+fyXhnJdceYIPHtjH698BicdtON1V7mTcmNkbM5a5gYaLXnAoXjNgd4F7mllcQsAUsr/CSFOe3hMRKSBbStFS5W2q148dSmDq0eBfdUCMhhaTQaTnNwiTF26HVU1FyKw3FKFqUu2A/D8Z+JKvVE9r03BaUZOXkM7W0Bfe1stbOclT9CaK2z0urZ66b3I7CchxFtCiCuEEJcLId4A8I0QYqAQYqA3BkhE9nm7FJgzWlpC2uOr8lwsAxZY5qzOb7S4VVTVSq98Ju7kOioiwkSTXF7maQc3tbJwWtrbauHuvO3qdQOheM2B3iO4A+r/+4zN/cNQd2CINXGJfMRTp5YE6v6KH9EzCet2lzSczrf+2Tr9wd1Tdr46VRaKp+QCmaN/d298JsoR4Uc+2ubya8y5pX/df9ntLmS4095WC3djfdbN/VyKR3+2VPcXXQtcKeUIbw2EiPTxxCnY5Dgz1k93/nepdS6rvVa9zljntKlRTpU5y5vVmh8XiqfkApmjeJWoa0fq6XzHrPRkzFmd79L3REnBYZ52aDGptDU3CYHb5//YqNmC0j5XD3fmbXcvDg61WNZbRaGNEOLfQogv6n/uLYS4xztDIyJH3D0F66uWtkpOm6PFrTIWZ/uyfS0lP85eO9VQPCUXyLSUI3L0ebpKrWSYNZOdHr41UrJ1cwjqmhRj9/6IsKadxFxpn+vOvD2kazzbi+ugNwd3AYDVANrX//wr6po/EJGP2ZawMUeEQfk9bRICmakJjUpgjR/SyS8tbR3lrtmOxdm+9OTHsQxYYNFTjshT+Y5A/VHc3/dHfEzTFr0mITB+SCe8dEt/u0fHmLMdevaVVNi9/5yd/HFAf/tcR6XHrEvmxUaaGpqMKHG6v9TC6wp00JuDmyil/FgIkQ0AUspqIYT/rnIJER9sLHS+kZVxgzt5aSQUaHxxysndXFZHR24LZl+na1968+NC7ZRcINOTe+jptqVa4uBRlVxd5myHFm+1zLXm6ryk1nWSMWqf3iO4Z4UQrVBfaUgIMQTASY+PiogChrstHtXyxuzd39Lc9Cib9f16XosCi57cZ398nqHYypSaCuSZhDGqj94juI8BWAYgVQixHkASgN97fFQBRM/RUx45pWA0dUxak7qNenJZxw7u2KiupPX9ttTWNcr9el6LAou9OFLjj8/T3Tin4BATacLZ801jNEzY72qXmarvglt3MEb10bvATQVwDYCOAP4fgMEuvAYRGYi75WWUK+K1VD5Q6xCl3K/ntSiwaCnb5c/PMxTLKFFTFXYWtwAgZd1i1t0qCu5gjOqjd3H6ZynlEiFEPIDRAF4C8C/ULXSJyEB81S4XADI6JzTU1G3bMhoAkDl7bZN9ayntNTOrn8MFkJ73Rb6VlZ7cqFWvNa0l69zB1s2kRokNtQzc9nFmny5mrXFOc43eBa7yp811AN6UUv5XCPGsZ4dERN7myza29vZlnWZgvW93T8GxPW9gy8ktsru4BYCUVt7NI2RskBot7XO9HZ9qGLeu07vALRJCvIW6o7d/E0JEQf+FaiFLSonyiiqUnKnE8dOVOHWuCrUSqK2/arNZVDiaR0egpTkcSc2j0SI6HIIXz5AXOCrH5elJU0trSmXfyhE8V49W+PJ9kX6Oyhlt2HfC6/tmbJA9WuYob8enGsat6/QucP8A4GoAf5dSlgsh2gGY6vlhGU+tlCg4fhYFx8+gsLQCJWcqUXK67nb8zHmUnK5E6dlKu73Y1TSLCke7ltGIMIWhfZwZnRJi0CUx1m5RciI9fNnGVutrKtu5c5qY7XkDm6PPwdvlmRgbpEZLDPiifJg9jFvX6W3VWwHgU6ufDwM47OlBGUWtlMg/chp5RSfx69HTjZLTTWECic0ikdgsCknNo9CzbXMkNo9CUv3Pic2i0MIcDlOYQJgQkBI4U1mFU+eqccpShaOnzqFqVWpcAAAgAElEQVS4/ByKyy3YcuAEdh4+BQCIjghDz7YtMLxbIkuDkEOO8ra83cbWet9hKq0v1fZtO+6YyDDsOXa2YTtHF3awPW9gc9amNDV7JWqkRLKOI/da8xMZG6RGa/vclOkrIFBXJ1UIwBweBktVrVt5sc7il3HrOlZAcNH+42exbHsxjpw6h9hIE3q0aY5xgzohtXUsOiXEolVsJMI8dKT1g42FOFdVg4LjZ7Hz8Cn8XHQS2w6Wo0ebZrjhovZo1SzKI/uh4OEsb8ub5WZs9631yEdKK7PdcdtS2mPaW+SyjE5gS2nleCGhxIrWPEM9+YmMDVKjp4SdMptJCVRU1QJwPS9WS/wybl3HBa5OUkp8+2sJvtx5FC3NEbg1oyP6JreEKUzgD5d4r3ZjdIQJvdq1QK92LXBt33bYWFCK7/aU4JW1e3B1n7YY3LUVwpivS/Wc5W15s9yMlnw2ezbsO2G3FaU9au0xWUYnsOnJY9SSZ6gnP5GxQWqsY0PLkVx7XMmL1RK/jFvX+WSBK4TYD+A06qowVEspM3yxX0+TUmJ53mH8uLcU/ZJb4uaByYgKNzU8rrelrqvMkSZckdYa6Z3i8VnuIXy+4zAOnrDg5oHJCA/jNX9GprccjNr2WvK29OS6OhuX9eOuZqrVSOnyLxdrLPUUeJT40JvH6CzPUO3xonILUqavgKk+PcY65YGxQfYosZGi0g5Xi6JyCzJnr3U6b8/IyWuo5W2PbVwzbl3jyyO4I6SUx324P4/7atcx/Li3FJmprXBtv3Z+r3DQ0hyBPw5Nwbe/lmDNzqM4U1mN2wexm5pR6S0H42h7T+ZtORuXlhI7FLrciQ9n8eosd1JvygORu5zF2oycPLvdGK0xv9YzeLhPo5+LTmJd/jFkdI4PiMWtQgiBK9Ja4/8N7IB9JWfw/oYDOMeFhiE5Ol2ld/upY9JgjjA1eszVvC1n43I1JcEdvmyPSe5xNT60xKu9OFfj6LtE5EmOYm3xxoMOn8v8Ws/x1QJXAlgjhNgihJhsbwMhxGQhxGYhxOaSkhIfDUub8orz+DT3EDrEm3HjgPYBs7i1dnHnePz+4o4oOH4Wj328DTX2mmaT27wZp3rLwTi6Pys9GbNu7ofkODME6rpEzbq5n0tHr5zt31vlapRxd28d2+h+X7fHNKpAmVNdiQ+t8Wob594YC3lXoMSpp6nFmqM0HXfmaWrKVykKmVLKYiFEawBfCiF2Sym/s95ASjkPwDwAyMjICJjVWU2txEebD6JWArdmdAzoHNcBHeNwprIaK/MOo22LXXj6ht7+HlLQ8Wac6k0rUNteoq4N7oieSV4dlwTcyldzxBdtW4NdoMypWkswKfbPvk7X61vnJ2bOXutwX85O/bIlqu8FSpwqebF6mVTKIKrFmtr2JiHcmvMYu035ZLUmpSyu/+8xAJ8BGOSL/XrCj3uP40BpBW7qb4xyXMO7JeKuzBS8s74A/91W5O/hkA560wocnZ5V2uEW1V/0peSF5eTqjwlPLZQDfZ/kHXrSCNxNPXEUN85O/Sq5wp74zpCxKHmxei+CNEeYMHZwR13z9pCu8bru14Kxa5/XF7hCiFghRHPl/wFcBeBnb+/XE46cPIevdh9DjzbNMKBjnL+Ho9mT1/bCoJQETPtkB3bVN4igwKc3rcB6ey1czUFct1v7aUNl3OOHdGr0PjJTE2CqT+0xCYHurWMbfnZ3nxTY9MSpu6knanFjEsLpqV+9OfAUPLQeuY2PiUCcOaLR/Dwzq5+ueXt/qf0zDGr3a8HYtc8XKQptAHxWn7caDuADKeUqH+zXbS+s3IXaWokbLgrMvFs1EaYwvHZ7Oq5/5X+4f9FWLJ8yHLFRLHlsBHrLwSjbd5m+QlN5LldyEPU8p0Dl9PKMnLxGNVAHd22FLx+7QnXczJUMLlpLMGXOXuvWKVa1uKmV0ulrsSVq6NJ65DYmMtxuXOqZt70RZ4xd+7x+BFdKuU9K2b/+1kdK+YK39+kJP/x2HJ9vL8ZlPZIMkZpgq3XzaLx8Wzr2l57FzBU7/T0c8jKtZWVcKT8THaFtmlD7G9D29F+NlFi4oRAzcvIc5hdT6HH3FKs78cRYDF1aj1954tS/N+KMsWtf4F4x5Ue1tRIvrNyF5DgzLu9h3FzAoamtMPmyrlj800Gs/uWIv4dDXqQlz9HV8jOV1bWatjOH259O1E7/Ld540KPlzCjw6TkP5sopVnfiibEYutTmLnvcPfXvjThj7NrH89Z2LNtejF+KT+Hl2wbgbKWxa8o+fmUa/rfnOKZ/sgPpHePQukW0v4dEXmCvneOInklYt7vE7atqtVacs1TZXwirnf6rsTptzKt/Q4PeS+T1nmJ1J54Yi6FLbe5S486pf2/EGWPXPi5wbZyr/+usb3IL3HBRe3y4SX/ZEH+zbRl8Za82eG3db7j97Y24c1hKo3zicYPZ+SxYeKudo1pZG1tK2TCTEBg7uCNmZvVz+HzlIjO2oQwdYUL7H0yAa6dY3YknxmJo0lvKzt1T/96IM8ZuU0xRsLFwwwEUlVsw/epeCAszzoVljrRuEY1r+7XDnmNn8OO+Un8Phwxm7OCOura3zrF19Hy9r0vGlpNbpOsQLk+xkq/oKWXHuDQOLnCtnLRU4bV1v+HS7okY3j3R38PxqMFdEpDWpjlW/XwER06d8/dwyEBmZvXD+CGdGpX5ykxNcNo9Ssm9tff88UM6NRzhpdAwZ3U+nJ0INgnhduc9Ir20lrJjXBoLUxSs/OubvThpqcL0a3r6eygeJ4TAzQOT8cra3/DRpkLcf0U3RJj49w1pMzOrn+qCVK30k3VagqPnU2jQkrdYK6VqqTkib9JSyo7dFY2FC9x6ReUWvLO+AFkDktGnfUt/D8crmkdH4PcDO+C9H/dj1c9HcEP/9v4eEhmUdVtINdaNHBy1kWSLyeBl/dmGacjlDvWyRuR/jq45yJy9lvOTgXCBW+8fa34FADx+VQ8/j8S70to2x7DUVvhhbym6t2nm7+GQASltIW0759hSWk/abq/UklSoPcZfIsZm+7k7W9xGmARzG8nvEptF4Ojp83Yf4/xkLDxHDWBn8Sl8mnsIdw1LQYf4GH8Px+vG9GmLti2i8cmWQzh2mvm4pI+9tpD2KK0nHbWRZIvJ4KU1ThSxkeFcNJDfqS1uFZyfjIMLXACzV+1Gi+gI3H9FN38PxSciTGG49ZKOOF9Tiwc/yEVVjb4agBQ4cnKLkDl7LbpMX4HM2Wvd6rCjldYakMp2jtpIssVk8NL7GZ60VHlpJESexfnJGEJ+gfv9nhJ892sJpozshpYxEf4ejs+0aRGN36V3wE8FZXhhxS5/D4dcoJwCdre9qV562wI7aiPJFpPBS+9nyM+cjKKlOXTWCkYW0gvcmlqJWSt3o0O8GROGdvb3cHxuQMc4TBzeBQt+2I+PNhU6fwIFFH+d3tfbFthRG0m2mAxeemqLhtVvT+RvmakJTrcRwVEiP+iF5EVmSqevjQWl2Hn4FG69pCM+2eL9U7uBaPo1PZF/9DSe/OxntIqNwujebfw9JNLIX6f39bYF1tJGklUUgo/t5+7oErN/3DqAnzkFhEWThuL2+T9i/d4y1W3KK5hOYwQhucAFgLOV1Vjzy1F0SYzFRcnBWRZMi3BTGN4cfzHGzd+ABz7YivfvHoTBXVv5e1ikgVp7SU+d6rUu8dTSHAEh6iZ2ZRFqXRMyJ7cI63aXqL6WozaSbDEZvKw/28zZa+3Ga3xMBD9/MhSm0xhDyKYorNl5FJXVNbihf3uIED/fEBsVjnfvGoQO8Wbc+e4mrN191N9DIg28eXrfNr+33FKFExVVdnN9/ZULTMaS0sr+ouBERRVjhQKGs6O3TKEyjpBc4B4oPYvN+8swtGsrtG0R7e/hBISE2Eh8OHkoUlvHYtL7W/DxpoP+HhI5Yd1e0tPtTZ2VeLLO9WWpL9Jiw74Tqo8xVihQOFrcslWvsYRcikLF+Wos3XIIcTERGN2L+abWkppH4cPJQ3Hfwi34v0924Kf9ZXj2xj5oFhVyYWIY3jq9ryWPV0sZMCKFo0YPjBUyArbqNZaQO4L74qp8lJ49j5sHdkCUxit8Q0mzqHC8e+cleGhkN3y69RCue+V7rN19FNJJFyIKLlpyzLSUASNSajU7wlghf9MSp2QsIXVo7vs9JVjww34M7doKqUlsUwtcqChhq21LM+4Z3hWf5R7C3Qs2o1vrZph1cz9kdI4P+ZzlUDB1TJrTdrwjeiapbss8NQK0tXVmiTDyNy1xqqV8GAWWkDmCe7CsAlMW5yKtTXOM6dPW38MxhC6JsXhoVHdc168dik5YcMubPyLrjR/w+fZiVLP7WVCzzu9Vo1RN8GYuMBmbs1xuc0QYS4SR3zmL08zUBCyaNNSHIyJPCIkjuOeqavCnhVtQUyvx1oSL8cPeUn8PyTDCw8KQ2S0Rl6QkYGvhCaz/7TimLM5FS3MEBnVJQEbneDSPbtrVZdzgTn4YLXmSkt/bZfoKuzVMrfMmWeqL7FHLrRUACmZf59vBEKlgnAanoD+CW1VTi4cW5+KX4lN4+bYBSEmM9feQDCkyPAxDurbCo1f2wPjBnZHULApf7jyKF1fl4+PNB1FYepZ5ukGKObbkKsYOGQHjNDgF9QK3plbisY+3Y83Oo/jLjX0wsierJrgrTAj0bt8Cdw/vgkdGd8egLgnYdfgU3vxuH17/5jdsOVDG9IUgw3a65CrGDhkB4zQ4BW2KguV8DZ5Yuh0rdhxG9jU98cdhKf4eUtBp3TwaN/Rvj6t6t0HuwXJs2FeKT7YWYc3Oo6ioqsG4wZ3Qwk76AhmLlla7RPYwdsgIGKfBSQTiaeWMjAy5efNml59fVG7B5Pc3Y+fhU8i+picmX5ba6HG1ygHkHiklfjt2Bt/tKcHekrNoHhWOcUM64e7MLmjj+YYafi/l4G6cUshgrJJR+DVWGaekkaY4DaojuDW1Eh/8VIgXV+0GJPDvP2YwLcGHhBDo3qY5urdpjn7JLfHWd3sx/7t9eOd/BfhdejImX9YV3Vo39/cwiYiIKMgFxQK3qqYWX/x8BG99uxe/FJ/CsNRWeOF3/dCFF5T5Tb8OLfHauIEoLK3A2//bh483H8THmw/h0u6J+F16Mq7q05Yd0oiIiMgrDLvCKD1TidzCcqzLP4Yvdx7FsdOVSGkVg5dvG4Ab+7dnM4IA0alVDJ67qS8eHtUdCzcUYsmWg3js4+2INOVhUJcEDO+eiP4d4tA3uYXdcmNEREREegXkAvdc+4F474f9OF9di/M1taisrsUpSxWOnT6HY6cqcfBEBY6eqgQAxESaMLxbIm69pCNGpLVGWBgXtoGoVbMoPDy6O6aM7IbNB07gy51H8E1+CWZ/sfvCNrGR6BBvRof4GLSMiUCzqHDERoYjNsqEqAgTTELAFAaYwsLw+4s7+PHdEBERUSALyIvMhBAlAA648RKJAI57aDj+xPeh7riU8moPv6YuHohTRwL1sw/UcQGBO7ZoKWVffw7Aw7EaqP/OvhDs792v86qX51RHgv1ztWX096spTgNygesuIcRmKWWGv8fhLr6P0BWo/2aBOi4gcMcWqONyVbC9Hz1C+b0Hs1D7XEPl/QZ1owciIiIiCj1c4BIRERFRUAnWBe48fw/AQ/g+Qleg/psF6riAwB1boI7LVcH2fvQI5fcezELtcw2J9xuUObhEREREFLqC9QguEREREYUoLnCJiIiIKKhwgUtEREREQYULXCIiIiIKKlzgEhEREVFQ4QKXiIiIiIIKF7hEREREFFS4wCUiIiKioMIFLhEREREFFS5wiYiIiCiocIFLREREREEl3Bc7EULsB3AaQA2Aaillhi/2S0REREShxycL3HojpJTHfbg/IiIiIgpBTFEgIiIioqDiqwWuBLBGCLFFCDHZR/skIiIiohDkqwVuppRyIIBrADwghLjMdgMhxGQhxGYhxOY+ffpI1C2KeeNN7eYXjFPeXLj5BWOVNxduPsc45c2FmyY+WeBKKYvr/3sMwGcABtnZZp6UMkNKmWE2m30xLCLdGKdkFIxVMgLGKXmL1xe4QohYIURz5f8BXAXgZ2/vl4iIiIhCky+qKLQB8JkQQtnfB1LKVT7YLxERERGFIK8vcKWU+wD09/Z+iIiIiIgAlgkjIiIioiDDBS4RERERBRVfdjIjIgP6YGOhw8fHDe7ko5EQERFpwyO4RERERBRUuMAlIiIioqDCBS4RERERBRUucImIiIgoqHCBS0RERERBhQtcIiIiIgoqXOASERERUVDhApeIiIiIggoXuEREREQUVLjAJSIiIqKgwgUuEREREQUVLnCJiIiIKKhwgUtEREREQYULXCIiIiIKKuH+HgAREYWWnNwizFmdj+JyC9rHmTF1TBqy0pP9PSwihxi3xsIFLhER+UxObhGyP82DpaoGAFBUbkH2p3kAwMUCBSzGrfEwRYGIiHxmzur8hkWCwlJVgzmr8/00IiLnGLfGwwUuERH5THG5Rdf9RIGAcWs8XOASEZHPtI8z67qfKBAwbo2HC1wiIvKZqWPSYI4wNbrPHGHC1DFpfhoRkXOMW+PhRWZEROQzygU5vBqdjIRxazxc4BIRkU9lpSdzYUCGw7g1Fi5wiYjIZ1hLlAIdYzQ4cIHrRefPn8euXbuwZ88enD9/Hp07d8bAgQNhNjMpnYhCD2uJUqBjjAYPLnC94Ndff8V7772HlStX4tSpU40ea968OR555BGMHz8e4eH85yei0OGoligXDxQIGKPBgyssDzp06BD+9re/YeXKlYiOjsbVV1+N0aNHo1evXoiOjkZ+fj7effddPP/889i4cSPmzp2LqKgofw+biMgnWEuUAh1jNHhwgesBtbW1WLBgAV566SUAwIMPPog//vGPSEhIaLRd27Ztcdlll2HBggWYOXMm/vSnP2HevHmIiIjwx7CJiHyqfZwZRXYWCqwlSoGCMRo8WAfXTaWlpZg4cSJeeOEFDB06FF9++SUeffTRJotbhRACd911F1544QV89913yM7OhpTSx6MmIvI9e7VEBYARPZP8MyCiejm5RcicvRZF5RYIm8dY79aYeATXDXv27MHEiRNx7NgxPPfccxg3bhyEsP1q2HfbbbehpKQEc+fORZcuXfDAAw94ebRERP6VlZ6MzQfKsGhDIZQ/6yWAT7YUIaNzAnMcyS9sLyyTqPvDSwJIZhUFw+IC10Xr16/H/fffj+joaHz00Ue46KKLdL/Ggw8+iIKCAvzzn/9EWloaRo8e7YWREhEFjnW7S2B7zooX8ZA/2buwTFncrp8+0j+DIrf5LEVBCGESQuQKIZb7ap/e8vnnn2PixIlo3749cnJyXFrcAnXpCn/961/Rp08fTJ06FYcPH/bwSImIAgsv4qFAw5gMTr7MwX0YwC4f7s8rFi1ahEcffRQDBgzAhx9+iHbt2rn1etHR0Xj55ZdRXV2NadOmMR+XiIKOkt/YZfoKhKmkcfEiHvIXtdiTADJnr0VObpFvB0Qe4ZMFrhCiA4DrALzti/15g5QSb7zxBp5++mmMHDkS7777Llq2bOmR105JScG0adOwfv16rFq1yiOvSUQUCJT8xqJyCySAGjt/xPMiHvInexc/KpRGD1zkGo+vcnDnAvg/AM19tD+PklLixRdfxLx585CVlYXZs2c3Ke119PBRrF6+Gpt+3IQ9u/eg5FgJhBBoldgKvfr1wpjrx2DUmFGIjIq0u4+xY8figw8+wEsvvYQxY8YgLIwFLihwSCmx49BJHD9biYEd4xEfaz+OiWzZy28EAJMQqJWSrVDJ75TYm7M6326JMOaIG5PXF7hCiOsBHJNSbhFCXOFgu8kAJgNAp06dvD0szaSUeO655/D+++/j9ttvx7PPPtto8Zm7KRfvzX8P36z5BlJKpKSmIP2SdLRu2xoAcOzwMWzdtBXrVq9DcsdkzPjrDAy7bFiT/ZhMJtx777147LHH8MMPP2D48OE+e4+kXaDGqbd9tesY1uUfAwD8tK8Mky7risRmbFISyAIlVtXyGGulRMHs63w8Ggo0gRKnWenJyEpPRpfpK5pcBAkwH9eIfHEENxPAjUKIawFEA2ghhFgopRxvvZGUch6AeQCQkZEREImoUko888wzWLRoEe655x5kZ2c3lAErPlSMF597EetWr0N8Qjzuvv9u3HTLTejcpXOT16mtrcUP3/6AOc/Pwf133I/s57Jx6x23Ntnu6quvxowZM7BmzRoucANUIMaptxWdsGBd/jEM7BSPS7sn4q3v9mJl3mHcMTTF30MjBwIlVtUK54cJ0XDad87qfBSXW3g0NwQFSpwqHDV6mJGTh8UbD6JGSpiEwNjBHTEzq58fRklaeP08uJQyW0rZQUqZAuA2AGttF7eBSEqJmTNnYtGiRZg0aVLD4lZKicULFuN3o36HDd9vwJSpU/DFD1/gof97yO7iFgDCwsIwfMRwfLTyI1w26jL89c9/xbdff9tku6ioKAwaNAibNm3y9tsj0mxt/jFER4Th+ovaoU2LaFzWPQm7j5xGYelZfw+NDEAtv7FGSkxduh1Tl2xvyM9lviP5m714NUeYkNLKjIUbChtyyGukxMINhZiRk+ePYZIGTPRUMXfuXCxYsAB33XUXpk2bBiEEzp45i0fvfRSzn5mNjCEZ+OyrzzDxwYkwmy9cgVldVY3qqmq7rxkdHY05r89BWu80PD/9eZyvPN9kmx49eqCgoAC1tbVee29EWh0sq8Cuw6cwLDUR0fWT/rDURESFh+Gn/Sf8PDoygqz0ZMy6uR9MdqonVNVIVNU2Pmin5DsS+YMSr8lxZgjU1cKddXM/bNhnf75bvPGgbwdImvm00YOU8hsA3/hyn674z3/+g9deew233HILnnrqKQghcKT4CB648wEU/FaAJ/78BMbfMx5CCJwsO4mv/vsVvl/9PXbv2I3T5achhEC7ju1w6dWX4g8T/4C2Hdo2vHZUdBQee+ox3Hv7vVj535XI+kNWo30nJCSgqqoKZ8+eRfPmhrwmj4LIsu3FAICLO8c33BcZHoZ+yS2xo+gkbuzf3l9DIwPJSk/Gox9t07w98x3Jn5R8XGuPqMSvvaogFBjYyczGmjVr8Je//AWjR4/GzJkzIYTA/n37ce/t9+LM6TN44/03MGT4EJw9fRYL5i7AZ+99BkuFBSndUzDiuhFok9wG1VXV+G3nb1j6zlIsX7wcz77xLIaNunBh2eDMwejQqQPWrVnXZIFrMtkvVULkD//dVoTOCTGIj2lcNSG9Uzw2HziBXYdP+WlkZDRquY32KPm5wZSLm5Nb1CjXeETPJKzbXcLc4wBk/VnFRJpQcb5pFRCFvTMTgco2BpWYU7vf6HQvcIUQwwCkWD9XSvm+B8fkNzt27MCjjz6K/v37Y+7cuQgPD0fh/kJMvG0iqqur8faHb6NX317YsG4DZj0+C6VHS3Hl767EuPvGoXuf7k1er+hAEf48+c/Ivjsb81fMR4++PQDUdTBLvyQdG77f0OQ5Z8/W5TVGRfEKdfKvguNn8evRM7j+oqbNTDq3ikFspAm7jnCBS9pMHZOG7E/z7JYMs1UjJbI/rcttDIZftEotYOW9F5VbsHBDYcPjSu4xEBzv18hsP6uzDha3ADCka7zDxwOFvRjM/jQPmw+U4ZMtRU3uB4wfi7pycIUQ/wHwdwDDAVxSf8vwwrh8rri4GJMmTUJiYiLeeustmM1mHCk+gsnjJqPqfBXmL56PtN5pmPfiPDx+++NoEdcC85bPwzOvPWN3cQsAyZ2TMffDuWjWohlee+61Ro+1S26H4yXHUVPT+MtTUlKCuLg4REayzij51zf1ZcF6tm3R5LEwIdCjTXPsOXoG1TXMFyfnHOXi2hNMubhqtYCtBdP7NTItn5W1/aXGSKex974sVTVYvPGg3fuDIRb1XmSWASBTSnm/lHJK/e0hbwzMl86ePYvJkyfj3LlzmD9/PhITE3Gy/CTuu+M+nD51Gm8ufBOdUzrj2fufxXtz38P1t12Pt1e8jd7pvQEA5cfLsWvzLhzIP9DkArMW8S1w6+RbseV/W1B04MKVwdHmaEgpm2x/6NAhJCcb+68mCg7f5Jega2IsElSaOvRs1wKWqhrkHiz38cjIqLLSk1GrI2cxWHJxtb6PYHm/Rqb3MzDKZ6Y2TrUcYqO8L0f0LnB/BtDW6VYGUltbi6lTpyI/Px+vvPIKevTogcpzlXh44sM4eOAg5s6fi66pXZF9dza+XvY17nvyPkx/aTqEEMh5Owf3Xn4v/tD7D3j42ocx6dJJuCPjDiz79zJIq6AZef1IAMBP3/50Yb/1R72EzdGMQ4cOoUOHDj5450TqzlXVYMO+UlyelqS6TbekZhAA1v923HcDI8NrH2d2vpEL2wYyre8jWN6vken9DIzymamNU+2MilHelyOaFrhCiM+FEMsAJALYKYRYLYRYpty8O0Tvev3117F69WpkZ2fj8ssvR21tLZ6e+jRyN+Vi5j9m4qIBF2HqH6di4zcbkf1SNsY/OB7rV6zHXUPvwhtPvoFIcyQmPTMJzy18DlNfnYp2Ke3wWvZrWPTSooZ9JKcko2V8S+TvuHDIv/JcJcLCwhAR2bjlb3FxMRe45He5heWorK7F8G6JqtuYI01o1zIaG/eV+XBkZHQxkdqOq5gjTJg6Js3Lo/ENtVrA1oLp/RpZSit9C7sRPdUPAgQStfq+Ywd3tHt/MMSi1ovM/u7VUfjJ999/j5dffhlZWVm46667AABvzn0Tq5atwsPTH8bIq0Zi2p3TsHX9Vsx4eQYuv/py/O3+v+HrpV8jtW8qnnjlCaRfmt7oNUf/YTTmTJmD9198H937d8fgKwdDCIHO3TujcO+FiwrOnTuHqOioRkdwKysrYbFY0LJlS9/8AxCp2FhQijABZKQkYMWOw6rbdUmMxeYDJ3CuqqahTgBFZiUAACAASURBVC6RI3uOqTcIMQmBGimRHERXcgMXLtZhFYXAp1bvVs263SVeGoln2YtBJeYyOieEbhUFKeW3ACCE+JuUcpr1Y0KIvwFo2pYrwB05cgSPPfYYunfv3lAO7MsVX+Ktl9/CTbfchAkTJ+DZ+5/FT9/+hOyXsnHRxRdhytVTcOi3Qxj/xHiMe3QcwiOa/vMJIfDIS49g99bdePu5t5ExMgMmkwmdunbCj2t/bNhOSomwsMZHMsLDwyGEQFVVldffP5EjG/aVok/7lmhpjnC4XdekZli/txTbD5ZjcNdWPhodBau9s6719xC8xl5tVQo8euvaGilXVS0GgzU29ebgXmnnvms8MRBfklLiySefhMViwWuvvQaz2Yz9+/bj6alP46L0i/DUzKfwytOv4JsV3+ChvzyE1O6pePjah3Gi5ARmLZmFCVMnoCCvAItmLsKcO+dgzp1zsOTvS1B2uO5UbWRUJO74vztwIP8A1q9cDwDo3L0zSo+V4mTZSQB1DR8qz1U26lhmMpnQrl077Nq1y/f/KET1KqtrsLWwHIO7JDjdNqVVLIQANjBNgYiCgN66tsGQqxqsNB3BFULcB+B+AF2FEDusHmoOYL03BuZNy5Ytw7fffounn34aqampqDpfhWkPTkNkZCTmvDEHyxYuw6fvfYpx941D7369Mf2W6YhPiscLH76AskNlmH7ldOzZugemcBPadmmL2ppabPh8Az755ye449k7cO2ka3HpDZciuWsylry2BJfdcFlDKbH8vHwMunwQklonobq6GqUlpUhqcyGH56qrrsIHH3yAffv2oWvXrv76J6IQ9kvxKZyvrkVGivP6juZIE3q1bYGNBaUA7JfLo9Blr4B8m+aROHq6aZvyzFTnf1AZTbAW0A9GymeldgQ3MzUBWwtPNiqpFSy5qloYMZa1HsH9AMANAJbV/1e5XSylHO+lsXnFuXPn8OKLL6Jv376YMGECAGD+a/Ox+5fdePbFZ1FSVIJX//Iqhl81HKOvH42nbnsKie0TMWvJLCx/fTmeyXoG5SXluPele7FgzwK8uvFVvL75dby++XX0u7Qf3p72Nj755ycwmUzImpSF/Nx87N66G73TeyMsLAzbN24HAPToVdf0YefPOxuNb9KkSYiNjcXEiROxadOmRtUYiHxh64G6HLSBnbQVMB/StRW2HDiBymrttSMp+CmF5YvKLZCoKyD/2Mfb7C5u2zSPxKJJQ30/SC+y9/6zP81DTm6R0+eSb1l/Vmq6JDXDrJv7ITnODAEgOc6MWTf3C/hFnicYNZa1LnBNAE4BeADAaasbhBCG+rN74cKFOHLkCLKzsxEWFob9+/bjnX+9g2tvuhaDMwfjuSnPoU1yG9yXfR+eueMZtGzVEk//+2m8cu8rWP3uatz4wI14deOrGHPXGNRU1eBM2RnU1taibZe2mL5wOi675TIsen4Rtn65FaP/MBrRMdFY8f4KxDaPRc8BPbHp+00AgN4X9Ua0ORrr1zU+AN62bVvMmzcPlZWVuO2223DNNddg9uzZWL58OXbs2IFjx441Smsg8oQPNhY23P67rRhxMRH4atcxfLCx0Olzh3RNQGV1LbYfPOmDkZJR2CssX6vy9/rxM8F33YFaYf1gKKAfbLQ0d1i88SCy0pOxfvpIFMy+DuunjwyJxS1g3FjWWkVhCwAJQADoBOBE/f/HASgE0MUro/Ow8+fPY/78+cjMzMSQIUMAAK+++CoiIyPx+IzH8c7f38Hhg4fx6tJX8dq012A5Y8GzS5/Fq/e9ioO7D+KJd59A38y+WPbiMvzvw/+h7FBd3mF8+3iMmjgKVz94Ne5/+X7s/3k/3nzsTbyy4RWM/H8j8fXSr/Gn5/+EoSOG4p1/vIOykjIkJCXgspGXYc2KNXh8xuOIir7QmnfgwIH48ssvkZOTg2XLluG9997D+fMXjnqEh4ejbdu2SE5ORufOndG1a1f06NEDffr0QWKielknIi0KyyrQuVWM5u0H1efq/lRQ2vD/RHouvtF7YY8RqL1/I12UFCq0fCbBGKNaGTWWtVZR6AIAQog3ASyTUq6s//kaAKO9NzzPWr16NY4fP445c+YAAPbk78FXX3yFex++F+fOnsPH//4Y14+9HoU7C7Hjhx14bO5j+Owfn2H/z/uR/UE2zFFmTLt4GirKKzDg6gEYc/8YCAjs+GoHlj63FHlf5+GJT57AvS/di6eufQor56/EmLFjsPI/K7F+xXpcfu3l+PdL/8Z3q75D1oQs3HrHrVizYg0WvrMQ99x/T6OxxsTEYNy4cRg3bhwqKyuxb98+FBUV4fDhwzh69CiKi4tx8OBBfP311/j4448bnpeUlIS0tDT06tULffr0Qb9+/dC5c+cmDSWI7DlpqcJJSxU6xmtf4MbFRKJn2+bYWFCGB704NjKW9nFmh6d8beXkFgXVETG198+LkgKP1lhNzV6JsYM7YmZWv0b3GzE/VQ+jxrLWI7iKS6SUf1J+kFJ+IYR43sNj8prFixejY8eOGD58OADg/fnvI9ocjXF3jcMbz70BU7gJY+8di8euewwDLx+I8NpwbPpiE+564S6E14ZjTtYctEltg6dWPYUOvS40Y7j6wavx45If8ebEN7HgkQW4d9696HtpX6xZsAY3TbkJSclJ+OGLH3DlrVciOSUZ36/+HlkTspAxJAMjxozAW3Pfwqgxo5CSmmJ33FFRUejVqxd69epl9/Hy8nLk5+fjl19+we7du7F79+5GR33j4+MxcOBAXHTRRejXrx/S09PRokULz/7jUlAoLKsAAHRK0L7ABeqO4i7dcghVNbWIMOktzkLBaOqYNGR/muf01G/D9kvrrk8IloWBvfcfShclGYnWWK2REgs31KVtKYtcJT9Vea6Snwowlv1N7wL3uBBiBoCFqEtZGA+g1OOj8oIDBw5g48aNeOKJJxAWFoZTJ09h1bJVyLolC7XVtVj96WrcNP4mrF++HqfLT+OOqXdgzoQ56DWkF4bdMAwzMmegQ58OyF6ejZiWTX/5D71lKAp/LsTKuStx81M34/I/XI7Xp7yOQ/mHcPEVFzeUCxs2ahiWLVqG85XnERkViSeffxK/v+r3uPvWu/HSv15C+iXpTV676nwVSo+X4kTZCVgsFtRU18BkMiEmNgZx8XFoldgKgwcPxuDBgy88p6oKv/76K3bs2IFt27Zhy5Yt+PrrrwHU1ert27cvRo0ahRtuuAEpKSne+UcnwzlYVoHwMIF2cdG6nje4Syu8/+MB/FJ8CgM6xnlpdGQktoXlnZ3graqRmLM6P2gWBY4K61Ngsf6stBzJXbzxYMMC11F+arB81kaNZb0L3LEAngHwWf3P39XfF/D++9//QgiBrKwsAMCqZatwvvI8bh57M1Z+tBLVVdXImpCFJ295EhkjM1CQW4CTJScx/T/T8fEzH6OqsgoPvPuA3cWtYtTEUVjxzxXYvGwz+l/THwDwW+5v6Na3G1YtWoWyo2UYMHQAlvx7Cfb8sgd9BvZB6zat8c6Sd/DQ3Q/hzt/fibTeaUjumIyamhqUHi/FkaIjKD1e6rCaghACbdq1QUrXFHRL64aefXqi34B+6N27N/r06YOxY+s+otOnTyMvLw9btmzBd999h7lz52Lu3LlIT0/H3XffjWuuuYapDCGusKwCyXFmhIfpOwp7SZe6igs/FZRygUsNrAvIp0xf4XT7QM/p0ytYC+gHI+Wz0hKn1vm4Rs1P1cuIsaxrgSulLAPwsJfG4jVSSixfvhyDBg1Cu3btAAArclYgtUcqevXthVkPz0Lfi/ui7HAZyo6W4YG/PoCcl3KQOiAV7bq2w085P2HUxFFo262tw/0kdkxEVGwUyorK0CKxLgWg4mQFWibXtd49deIUuqbV1bbdv2c/+gzsAwDo1qMbFi9fjGVLl+Hbr75F4f5CmEwmxLeKR+YVmWiX3A6t27ZGXHwcYmJjEB4ejurqalScrUD5iXIcPXwURQeLULC3AEs/WIpzlnMAgPhW8Rhw8QCkX5KOQcMGIa13GoYNG4Zhw4ZhypQpKC4uxvLly7F06VJMmTIF/fv3x5NPPomMjAyvfA4U2KpralFUbsFQFzqStW4eja6JsfipoAyTL0v1wujI6JQ2vI5I1C2E/dWqV08upbJtUbklaFsMkzolH9ef+aneyP21fs24mAhIWXdthlGO2lrT2uhhrpTyESHE50DTM01Syhs9PjIP2rp1K/bu3Yt77qm7kOtQ4SFs27wND017CAW/FmDvrr145PlH8L/l/4M51oxufbqhYEcB7nj2Duz8didqqmow9BbnNRorTlag8mwlmiU0Q/mxcgBAs4RmsJytC35zrBnN45sDAE6Xn2703JZxLTFh4gRMmDjB4T5Kj5Vi3+59KCsuQ8WZCkhIJLdORq8evZB0exJaJ7fGyVMnkZebh9xNudi2eRvWrVkHAEhqnYQRV43A6GtHI2NIBtq3b4/JkyfjnnvuwWeffYZ//OMfuPXWWzFhwgRMmzYNZnNgJ5CTZx0+eQ41tVJ3/q1iUJcErMw7jJpaCVMYzwRQY2MHd2zIX3TGH3mMenIpbbdVFu7BmH8ZagTsLHLsUPJxM1MTUHb2vM/zU72R+2v7micqLpTvM2Jsaz2C+5/6//7dWwPxpo8++gixsbG4/vrrAQDLP1sOALj2pmvxxYdfQAiBK667Ag+/8jAuHnEx8jfV1XbrP7I/flryE0wRJqQMSHG6n42fbQQApGWmIe+7ukBI7Z+Kz9//HJHRkUhsl4hT5acA1LXl1erQ/kNYvng51i1fh0MFh5xuH9s8Fqm9UtGzf0888vgj6Ni9I/J35uObL7/Bsk+W/X/2zjMsiqsNw/cAS29SpChIVRGxItiNvTdsMbFEjeWLJvbYYtdYsaOx94aKRsWu2BUbRixYUEFREGnSpCzz/VghKAuCUs3e1+UlOztz5sycd+HdM895Xjy3eWJc2piO3Tryfd/vMTYxpmvXrrRp04bFixezYcMGrl69yurVqylXrlyu+6mgZPOlC8zScbUxYNf1FzwMjaWSuWIRo4KPmdXJKdcJLhS+jjEvWsqcfFO/Nf3lf428moFdfRqFe/eqha5PLQjt7+f8gEtabOfWJuzmhx+VgauiKCYUXJfyl9jYWLy9venYsSNaWlqIooj3fm+caztjVsYMH28fnGo5ERcVx9vXb6nVpBaPbz1GXVsdSwdLTr05hV5pPZRVck5Io0OjOTDnADY1bbBxtsFjlAfWVawxtTHlwuEL1PyuJioSFZ4GPAXA0s7ys31PiE9g1axVHNh6AADnBs507tMZ+8r2mJY1RVtHG4C4mDgiwyOJjIgkLCSM4MBgntx7wt9b/8ZzrcxCzNbBltqNa/PDhh+IiIzg8P7DrF+5ns1rN9OhawcGDhuIWRkzJk2aRMOGDRkxYgSdOnVi5cqV1KnzbVUYUiCf4MgE9DUk6GpIvuh4F2uZtOHaswhFgqsgXyhMHWNetJSf69e3pr9UkD1SUSwSfWpBaH9zc2xJiu28LjL7CfhLEIQI4MKHfxdFUYzK747lF3v27OH9+/cZC61uXbtF8LNgBvwygOePn/M04CkjZo7gpo8sh3du4syF7RewrmyNsrIySspKpElzrhwWHxXPoh6LSHiXwKg9oziw9AAhj0OYsGMCR7YeITIskg79ZSqOc0fOoaquilMtpxzbDHoSxLifxvHy2UvcfnKj96+9MTY1RiqVcuvcLTyXevLg5gNeB70mKSEp4zg1DTUMTQwxtzana8+uaOppEp8YT8DdAHat2cX2lduxtLWkw48dGDJ8CF67vTjgeQBvL28G/jqQvoP70qBBA/bv38+gQYPo168f8+bNo2PHjl8zDApKAMGRCV88ewuy0pVl9DW49jySn+qViNovCgqZ3OhwM1OYPpvZaSmVBCGLR+/nfFNFwGHyUd6npJVI7aKCvFFv7plCH+Ov1f7K0+/mxg9YJHs/4OJGXheZ9QEQBMEc6Ap4AOZ5baewSElJYePGjbi4uODkJBuIXVt2oaOrQ8v2Ldm8ZDNKSko0bteYeUPmYeVghaGpIUH3gmjUoxEAuqV1iX0bS2pyKiqqWS8z9Ekoi7ovIjwonOHbhxPxJgLP+Z406NoAS0dLZv8ym+oNq1OjUQ3CX4fjvdubJu2boKmVfSIR9DiIX7v9SlpaGsv3Lqd6HZl12OWjl1kzbQ2vnr1CS1cLRxdHajSsgZ6RHhJVCSnJKcRGxRL+KpyQpyHcuXKH5PcyL1wTSxPcurmhZajFzas3WTFjBRpaGnQb0I2dh3by15K/WL5gOaeOnmLO0jlY21nj6enJkCFDGDVqFNHR0fTt2ze/h0hBMSG9wMPXJLgArtYGnH8cjiiKCkcOBVmobVOKS4GRudq3sH02s/NClYpiFu1hbnxTE1NkEyMlUbv4X0ZdWeC9NG9ChaIY48YVjeVKfhpXNP7ssdnpd7vULMO+myFf5AdcHMmTF5AgCL0EQVgN7EVWwWwF0KAgOpYfnDhxglevXvHzzz8D8CbsDWeOnaFzj85IJBKOeB6hdpPaqCir4H/Vnzqt6hD2PIzEuESsK8tmoCwqWSBNlRLs/3EgpaWl4bPRh8kNJhMXGce4g+PQMtZiYb+FWFayZOD8gcz7ZR6iKDLCfQSCILDefT1SqZT+o/pn2+c3r94w4vsRiKLIin0rqF6nOtJUKR4TPZjWdxoSVQmT1k5i973dDJo8CEM9QwIvBXJ67Wm8F3vjs86Hh6cfohyrjIuLC227tKXt922xtLPk1J5T7Fmyh5SIFH7+7WfqNK7D1uVbGdl9JK1btWbR6kWEvgrlhw4/4HPCB11dXTZu3Ejz5s2ZMWMGa9euLbjBUlCkfK3+Nh1XGwPexiUTGB6fH91S8I3xPCJ3jzeVBYE5bk6FmhB2ql6GOW5OKMv5YpauPfx03zK5nC379HgFxRdDnew9wDUkSmS3frawx9gnIDxP2zOTnX7XJyA8I64FoJSmBP0cJGs7fV/kqc+FTV5nXpcAgcBfgI8ois/zvUf5hCiKbNiwAUtLSxo3bgzAnm17kEqldO/dncsnLxMRFkGHuR24cOgCadI0GnVoRMC1AADsne0BqPRdJQRB4NaRW9jUlFl8Pb31lC2jt/D05lMqNarEwFUDiY2JZUr7KegZ6/GH5x/sWLKDu753mfDXBMzKmfH88XO8d3nTpX8XypST/0s7KiKK0b1GExcbh4eXB1b2VqQkpzDr51lcOXaFLkO68POUn3n56CVzes7hn7Oyyj/lKpXDvoY9ekZ6KEuUSUpM4t3bd4Q+D+XepXukJKUgCAJOtZwwtTflccBjdi7aiYmFCcMmDuP0kdNM/WUqrbq2Yuv+rYz7bRwjB41k4qyJdO/VneXLlzNq1Cjmzp0LwMCBAwt07BQUPl9a4OFTan+wGLv05C12pbXzo2sKviFyq99L+6BrLGw6VS/DyN235b73ad//6x6/3yrZjZMAPJjZGgDr8d5yF6MVV814Xo6VpyfOLr7zIjcqCvIqUTASBMERaAjMFgTBHngoimLO3lZFwM2bN7l9+zbTpk1DSUmJ9+/fs2fbHho2bYhFOQsWjV+EsZkxdZrWYWS7kVg5WGFdyZpDKw6ha6iLpYNsEZiukS5OTZ045nGM++fuo6yizMPLD9E20GbwmsHU6V6HN0FvmNFlBqoaqkzbP437N++zd+Ve2vdrT2M3WXK9bsE61DTU6Dtc/mP+1y9eM6b3GF4Fv2LhloWUr1yelOQUZg+czZVjVxg2Zxjt+7fnoMdBts/cjqauJr2n9aZuh7o8vf4Uv6N+PDr5iIiQCJITkhGUBPRK61HZqTIGZQ0QJSIBfgE83P4QXUNdOvXqxO0bt9kwfQONOjXCuZ4zW1Zs4cWzFyxes5hZk2Yxe9Js0qRpfN/3exYvXgzA3LlzUVFRoV+/foUzkAoKheDIBMy/oMDDp5Qz1MLKUJNzj8LpW9cqfzqnoMSTrvfL7Z/Doqpxf8AvBKVsdMLqEiXqzT3Dq+hE9DQkCAJEJ8j8QZUESPvMxRXVNSnIG7nRtha2921mvWx67GUXbub6GvxxwJ+dvi+QiiLKgpChl/3c59BcX4Mf1175SEZUz9YgW+28vKcdxYk8JbiCIOgClkA5wArQA3JegVVEbN++HR0dHbp06QLAySMniYqM4sf+PxISFMK1c9cYMHoAr5694uGthwyaNog0aRq3Tt6ietPqKGX6Q99/eX+2jdvGi3svUNdWp+uUrjQf1BwNXQ0S3iXwZ88/SU1JZfaB2ahqqLJk9BLKVyvP4BmDAZBKpVw8cZGOvTpSyrDUR/1MSU7hwNYDrJ6zGiVlJdy3uVOjbg2SEpOYOWAm105d45c/f6F179YsH7qcs7vO4trOlYHzBuK7z5cZTWYQ+zYWfVN9bJ1tqdaqGmpaaiS/Tyb2bSyhj0O5dfgWKe9T0CutR4vuLXj96jWnNp3C2skat4FuHNhwAJtKNkxwn4D7RHcm9JuA+zZ3po2fxtypcyllWIqW7VqyaNEi0tLSmDVrFoAiyf1GSEqVfnGBB3k0Km+M542XJKVKUfuM+4iCb59P9X6fo6hq3Kf3M7tZqcSUtIykJjrxY3/Q3JAbbaSCoic2Mfmz2+VpsAsqbj/9/GSOvU/RkChjZajxkTY3XS/7LDyOW8Ex2X4ONSTKaKoqZdHIXwqMxERHlbDYrPelp6vFl1xSoZFXicLFTP9WiKL4eVPWIiA2NpZjx47RvXt3NDVlmsK/Pf/G0soSl7ourF+4HiUlJdr1bMeRLUdQUlKiSZcmBPgGEBsZS+12tT9qz6CMAb9t+03uwpn1E9bzKvAVU72mYlHRgkUjF5EYl8jvK35HVU1V1p/oWFKSUwgJCiEyPBJBEHjo/5DLpy7jc9iHyPBIXBq5MG7BOEzLmhLyNITZg2YT6B/I8IXDadi+ITO7zuTuxbt8P+F76nWox5IeS3h++zmOjR1pM7wNqbGp3D5wm4ADAbx9/hYxTURZooyhlSEN2jVAr5weT/2fcnnHZXSNdek+vDtHtx4lbFsYgycPZsP8Dfy98m8mL53M9F+nM33YdP5c/ye/9PmFSSMnUcaiDJWrVmbJkiUMHz6cWbNmkZyczODBgwtnUBUUGPdevfuqAg+f0qiCMZuvBHHjeRT17IzypU0FJZfPeWtmpii0t+nkpZ9fQm60kQqKnndJ8mMg8/b0+CwM79vcxmV6Fb3Rnv/IfT+nxZ3px47IRp4TFptMr9qWcmeFizN5lShUyel9QRCWi6L469d16es5fPgwycnJGbO3YaFh3Lh6gyEjhiAIAqcPnqZanWqUNi/NJe9LONV1wsDEgGPrjqGkrIRTI/mD9mlye/fiXXx2+tBlVBecGjgRGRbJKc9TtOndBsvy//rc6hvq03NwT3at2UX7qu0ztquqq1K7cW069e6ESyMXkhKT8FzuyTb3bUhUJUzbPI3SZqUZ33w84S/DGb56OOrK6kxvPB2JmoRhW4YhvBfw/MWTiKAItAy1KN+gPDW61kBNW433Me8JfRjKveP3iI+Mx9DKkL5z++Kzw4cj7kdoN6Yd5w6eY+/cvQydPZSl45bis9uH0X+OZt7YeexcuZMla5fwQ/sfGDloJLu8d2FoZMjSpUsZO3Ys8+fPJzo6mt9//12xYr4EcytI5vKXXwlubRtDVJWVOPcoXJHgKsiTLrGotLdQ8PpJhQb326KwvG9zEzcCcGl8E4Bsk9SvPXZWJ6din9B+ytcJ7rJSL5/b+yKOHz+OlZVVhjXYuVPnEEWRFm1bEPoylODAYBq0bEDUmyiCHgZRq0ktAJ7eeYpFBQu0dLVydZ49C/dgYGZAtzHdALjhc4PUlFRa92qdZd9hU4ex8cRGfpn0C8NnDGeZ5zKO3D3CnPVzqOhUkT0ee+hbqy/rZq6jar2qLD2ylCC/IMY3H09SYhKTPScT5BuEx08elK1UljF7xuC73peN/TaiaaDJYM/BjD45GrsadsQ+jiXoRBDR96Mpa1OWXzx/YdDuQahqqrJv9D5qt6qNi5sLhxceptPgTqhpqXHsr2MM+GMAvid90ZRo0qprK7Ys38Lb129ZvGYxMVExTPhtAlKpFIlEgru7Oz/88ANr1qxhzJgxJCfLf6yjoPjjFxz9VQUePkVTVQUXawPOPVTMWCnImy6xqLW3BYlCg1u8OeAXQr25Z4q6G1nITdxk3ievulgRmY/vAb+QHPfLzT7FjWLpX/s1JCUl4evrS+/evTNmFa9fuY6puSnWdtacOnAKgGq1qxF4LxCAijUqAhAREkHpcqVzdZ7AfwLxP+9Pn2l9UFWXSREC7wairqmOdSX5Jvf2jvbYO8rcGVJTUrl26hond5/E96QvqSmpVG9QnbHLxxJyP4Qp7aYQ/SaaRt0bUb99fbYM30JYYBithrXCtrItK9qvIC0lje6LumPnasfJGSd54P0AAENbQ7RLa5MQkcDD4w85v+g8NXvVZPiR4XhN8OLI7CP0Xd+XyJeReM3yYsDiAbj/7I62ujYValRg45yNLDu2jKs+V1k6dSnL9yxn/PTxTB8/nbUr1jJk+BCUlZWZMWMGJiYmLF68mLdv3+Lh4YG2tmLlfEnjVnAUFvk0e5tOo/LGzD7yIOPxnYL/LrnxjE2nKHSqn9Pe5gcSJaFIdMUKckdudOIqRfSQMju/28xYGf77OzY7r2n70lq8jHov9xrTfXCz09pm3gdKjp9zfs/gFjl3794lOTmZWrVqZWwLuBtA5aqVEQSB4MBgBEGgnF05osOjATA0lS2uUVFT4X38+1ydx2uxF+ra6jTv2zxjW0JcApramh8tUMuMNFXKzbM3cR/hTo/KPZjWdxr3rt2j44CO/LH6D2ysbFjSbwmbp2zGoqIF/1v4P1IjUlnacylp0jR+WfcLsYGxbB6wGdPypow6PYroB9Esr72coCtB94TykAAAIABJREFUNJ/SnEnPJzEuYBxDzw9l5K2RTA2dStNJTfHb6ceOH3fQa3UvrJyt2D9pP73m9SI+Kp53r95hV8OOY+uP0Wt0L8JDwrnne49+I/vhd9mPW5dv0fn7zrTt3Ja/Fv/Fjas3AJlkY9iwYcybN48rV67Qu3dv3r1790XjpqBoeB2TyOuY9/kmT0incUXZF8VTD8LytV0FJY+8eMYWhU61oLW3+hoSFnSrWmKSgv8iuYmB1CJyxMrNZ+Lq03+LyWbnNZ2QnJbj5zAxRcrbuOwXsKXvU5L8nPN7BrfIhZhPnjwBoGJF2aysKIq8fvWaJq1kGpPE+ETU1NVQU1dDXVM9YxtARZeKnNh0gtjIWHQMdLI9h99pP64cvEL337ujpfevnMHYzJjot9EkxieioaWRcf6AWwGc3X+Ws/vPEhUehaa2JrVb1qZ2i9rEvYnDZ4cPx1ccR1VDFZc2LlhYWXD/zH22jtiKtoE2HUZ3QDlZmZ1DdgLQcUZHzO3M2dJpC+9C3lH3l7o0n9oczVJZkxR1HXVaTmuJtpE2f4/8m6ArQTT5tQkb+m5ASBUwsTXh4aWH1G5fm23Tt2FfxR5dA12uHLvCiEUj2LhoI7tX76ZmvZr88ecf+Pv5M2H4BDyPelLKQOYI0bVrV/T19Rk2bBh9+/Zl+/btGYv7FBRvbgXJvuTld4JrV1obu9LaHPUPpU8dq3xtW0HJI7eesUWhUy2IcwrAs7lt871dBQVDcdZH56ZvmZ8+5MbjNjsf39w8xSjO9+pT8nsGd+mnGwRBUBcE4ZogCP8IgnBPEITp+XzOj3j9+jWCIGBmZgZAamoqKckpGY/O1TTUSE5KJiU5hXIVywFw1/cuAE1+bIKYJjKz+8yM2d3MiKLIRa+LzO01F4sKFnT6tdNH79doVIO0tDT+mvIXl49eZtXkVfRx7sPw1sM5vOkwji6OTNkwhWVHllFKsxSrf13NhgkbEBFx+9WNJh2aEHAkgEPzDhEXGUe739pRp2UdLiy9wKnFp6jStgqDtg4i+EwwW7tvRUNfg6EXhtJxSUdUVFW4sfoGXj96sa3VNs7PPk9i1L+BWK1nNQBCboVQ2l42uxYTGoOhhSHvwt9R1r4sAFGvo3B0ceSJ/xPU1NXo0KsDV85cIeptFJqamsz3mE9kRCRzpsz56NqbNWvG8uXL8ff3Z8KECYjF3ABagYxbwVGoqSh9dYEHebSubIrvswgi4pLyvW0F3yZFIWcpiHMqZDkli+I8XrnpW2bdbXb7f+rj+7l2vqY/xYVczeAKgnCI7H2FEUWxw4f/N8l5OwloIopinCAIEuCiIAhHRVG8+gX9/Szv3r1DS0sLFRXZpamoqKCsrExioizZs7SzJC0tjScPnuBQ1QHbyrZ4/eVFy+9bYl3ZmrGbx7Lo50X0r9Cf+m71sXKyQqIq4U3wG26fuU3I4xDsa9jzh+cfqGt9nBRUrl2Zhh0acnTrUY5uPYpETUK1+tXoPbY39drUQ0wT2T1vN0v7L0VQEmjg1gBLW0tuHbzFicUnUNVUpUbrGhgZGxF4IZCz7meRqEuo9X0t7GrZ8eDgAzZ32oymgSbtF7an7i91kSZJubTgElcWXiH+TTy6ZXVR01XD5w8fVNRVqDu6ruy+hMikA2o6arx5/AYAXRNdIl9GYmJrQvIHjz8lFSUMTQ0zkv7GbRuzZdkWfM/60qprKxwqOzD4t8F4uHvQtnNbGjVtlHH9zZs3Z9SoUbi7u9O0aVM6dOhQEEOsIB+5FRyFUxm9ry7wII9WlU1ZfuYJs7wfUMvKIMv7P7hayjlKwbfGpyb1OVGYOtUDfiFM9LpDQkr+W7mHRCdiNd4biRJoq0syCkKkW0llvicFaTGlIHeMbVmBUbtvf9bUv97cMwU6VpnjQl9Tgijm7HubjlQUqT7jRI77j21ZIaP97LybPzeDW1Qe1V9KbiUKC7/0BKJsKi/uw0vJh38FNr0nkUhISUnJ8KwVBIGy5cry9PFTAOo0roOKRIVD2w/hUNWBX/78hTEdxzB70GzGrxpPrVa1cD/nzkGPg1w/dp2LXhcBUNVQpbxzedxGuFHfrT4SNfm/qMcuH0u7n9qhqqaKjaNNhgwiwDeA+T/N5134O5r2bkqNRjXYP3s/17ddx9TOlI4jOxLzPIbbXrdJTU7FopoF7Sa3QzlZmdu7bnNn3R20jLRoOb0ldYfWRUwVubzgMlcWXSExIhGb5jY0nNwQy/qWhN8LZ5XTKlTU/h3ec4vOoaKmgmMHR9b0XEOpsqVAAqFPQmk+uDn3Lt9DVUOVsuXLEhsVi7aubMbbxsEGVTVVntx/ktFWvyH9OHLgCAtnLqRB4wYfaY4HDx7MsWPHmDdvHq1atUJVVTV/B1hBvpGYLOVeyDv61bMqkPYrmelioKXKvVcxchNcBd8+eTGplygVnsLtgF8Iozxvf7b62NeSkgZRCbJrTl+kcyMokn03QzLuSUlcvPOtcSMoMlcVqwpyrD79rKTHTW753P5zjtzn3XvpF+vNy5TAL2K5SnBFUTz3NScRBEEZuAnYAR6iKPp+TXs5YWpqSlJSEhERERgZyTw4a9WpxWGvwyTEJ6BbSpeOvTritcmLZp2aUaNuDX6d9yseEz34X5P/0WtMLxq0b8CQRUMYsmgICe8SEEURdS11lDNVZUpKTOKJ/xMe3HjA/Rv3CX4UTBmbMnQf2p1q9at91Ce/037M6z0PQ3NDJu6YiK+nLx59PChtXZq+C/vy+NRjTs8/jZqWGnX71sXU2pTHJx5zbprM3sy6gTXNpzTHsaMjLy+95MiQIwQcCCD1fSp2re1oNKURZWvLJAbJccns770f9VLqVOgg+6blu86XW9tv0WR8E3x3+PLk0hN6LO3B1t+3omOoQ8WGFVk/Yz11O9ZFEAT8LvhR87uagGwGXFNbk/eJ/y6+k6hK+N+o//H70N+5fO4y9RvXz3hPWVmZESNGMHDgQHx8fGjZsmXBDLSCr8YvOIpkaRquNgaExuS/jEAQBBzNdbn8JILEZCkaqoqqZv818rKAKyVNZMHxh4XyB3TB8YcFntzKIzFFmmGW/+n2wrp2BVnZ6fsi1/sW1FgV9GLH7NwRcoOyIGR45ZYk8lqq1x6YA1QCMp7Pi6Jok9NxoihKgWqCIOgD+wVBqCyK4t1P2h4EDAKwtPzyR5cODg4A+Pn50by5zOGgY7eO7N2+l81rNvO/kf9jyMQhXDt3jbG9xzJ5+WTa/dQOG0cblo9bjvtwd5aNXUaF6hWwcrDC0NQQNXU1UlNTeRf5jvCQcIIfBRP8OBhpqiwYTS1NsXKw4tb5Wzy+85hNVzdlWIdFv4lmyeAlmNmaMdVrKp6TPbm44yLNBjbD1smWvWP2ggBtJrbBwNiAC0svcOvJLfQt9WkysQk1f6xJ/Ot47u+9j88YH+Jex6FhoEG1/tVwHuKMiZNJxrWnJKSwo90OwvzD6HmwJ3qWelzfdB2vX7wo36I8uva6bB+ynaodqvLQ7yGB1wMZ+NdAVo9ZDSJ0G9MNzxWevIt8R/PusnsX9y6O2OhYdEvpfnSfm7RograONmdPnf0owQVo2LAhBgYGnDp16ptLcPMrTosDV59FoiSAs5UBh/95XSDnqGyux4XHb7n/Ooaa5RSzuIVJcYjVvC5IKawFLEW5UCa7x8AlafFOflIc4jSvFnEFMVbFefwL0kKvIMmri8JGYCqwGGgM9CMPzgmiKEYLgnAWaAXc/eS9NcAaAGdn5y++mzVr1kRXV5eDBw9mJLhVqlehdYfWrPNYRzXnatRpUAcPLw/G9x/PpJ8n0aBlA3oN64XHKQ/uXbvHlaNXuH/jPmf3nyUuJi6jbYmqBOMyxpS1LYtrC1cqVK+AQ00HDExkf7j9Lvgxrss4Tu2RVTMD2LtoL4lxiYxeN5qL2y5yccdF3Ca6oauty/b/bce+gT1us904Mu4I5y+cx7yaOb129cK+iT3/bPmHnW12EvkkEhV1Fexa2eH0oxPl25VHRf3joUuOT2Znu50EnQ/Cbbsbdq3tODP3DMcmH8O+uT2WjS3ZPmQ79g3tEXVELm2/RLtR7bhw6AL3r9xn5NqRBN4PZOuCrTTq2AjnJs4AHN51GKlUSu3vPi5fLFGVUN6hPE8ePuFTVFRUqF69Ov7+/l86jMWW/IrT4oDv0wgczfXQVc+fAg/yKFtKAwMtVf55qUhwC5viEKvm+hrZ6v2y2z8/yU7rmtd+FQYlafFOflIc4lRZEPKUxBXUwsTiFpPp5LV4RHEhrwmuhiiKpwVBEERRDAKmCYJwAVnSKxdBEIyBlA/JrQbQDJj35V3OGYlEwo8//siqVasYNGhQRjWzibMmEvg4kBE/j2DK3Cm07dyWFXtXsGv1Lrav3M6F4xewsLHApZELlapXolGXRphZmKGmoYY0VYqSkhJqGmo5lqStVr8aZW3L4rPfhza92yBNlXJx30Vc27qipavFgbkHqNmuJhVqVWBF+xVU61iNDlM7sKbZGpLikui+rjs1etfgusd1ltks4330e8rWKUvDKQ1x6OyAqrZ8PWtyXDI728uS285bO+PQxYG9g/ZyfdN1qvWohqgncmDyASq3qUx0YjS3PG/RclhLbly4QeDtQAYuGEhUTBQrJ62kYvWKjHAfAcDNizdZPXc1dZvVxalW1hJ9SkpKpKXJVy6ZmZlx8+bNvA6fgkLifYoUvxfR9K1TrkDPIwgCVcrqce5hOLHvU9ApwGRaQfEjL0Ue8nsBy6eaxsz6ybEtK+S5pGlBUtIW73xr9HS1+GwxhXQKaqzy8ln5EtSVBQQlpS9qv6erRQH0qODJa4L7XhAEJeCxIAjDgBDgc6W/zIDNH3S4SoCnKIqH897V3DNw4EC8vLwYOXIk+/fvR0dHB109Xf7a9hejBo9i4oiJHPI6xNDRQ+k7vC9dB3Tl9N+nOXfkHN67vNm3cV9GW8oqyujo6qChpYGahhqaWpro6utiZGpEBacKNG7fmFKGMj9YQRCo364+nis8SYxPJCIkgncR76jRrAYXd14kOTGZrpO7sv6H9RjbGvP9ku9Z03wNYprIb1d+o5RlKTw7e/Lw4EPsWtnx3fTvKOOSs84nKTaJHW128OLKCzpv7Yxta1vWt11P4NlAGo5qyKNbj3iy7wkuP7pw+/JtYsNjaflbS07sOkFqcirDVg7jwrELXPS+iEszFyatmYRETcLW5VtZO38tFrYWTFw0MUtin5KcQsC9AFq0bSG3XzklvwqKntsvoklOTcPV2rDAz1W1rD5nH4ZzNySGOrZGBX4+BcWHdJ1i+iwqyF9hrCwIzHFzylddozxNY7p+8tL4Jkw/dC/PC3kyI3z4l9NvOYkSSEXk6n2VBYE0UVS4KBQDZnWSTeDI00dnpiAXWmX+rHzJTG6pz7gupKSBe1enjM+iqooSSan/Rq9ECVLTQF0i254mymK0p6tFxv0paeQ1wR0BaAK/ATOBJkDfnA4QRfEOUP2LeveF6OnpsXjxYnr37k2/fv1Yu3YtpUqVwtDIkPW717Nz007WLFtDr469qFCpAs1aN8O1nitzus5BSVmJ4MBgggODCX0ZSlR4FHGxcSTGJ5L0PonE+ERiomII+CeAwzsPs3LWSnr/1ps+v/ZBEAQq1qhImjSN5wHPiQuXyRvK2Jdh57qd2NS0ISooitCAUH7e9jO+a315E/CGwacGY1LJhL8H/M2jw49ouaQlrr+55jhbDBAXFsf21tsJuxNGl51dMK1pysqGK4kIjKDlrJac3XiWmNAYXAe4cn73eXSMdKjmVo19K/dRrlI5vuvzHSunryQuOo6BUwfSeXBnfA75sG7hOl4+e0njdo2Z4D4BLR2tLOfetmEbcbFxNGvTTG7fYmJiFGV7izG+TyMRBKhlXfCyARNddUx11fnnpSLB/S+SuciDdTZFHtJEMd+ThpwM7wGi85jcyivekN31ZN43p2tWFIMoPszq5MSsTk7ZFkEQoMAXWqV/VnIqhiIPAfCbIptsyu5Y6YfP2H/pi1SeElxRFK8DfJjF/U0UxdgC6VU+4OrqyrJlyxg5ciRubm7MnTsXV1dXVFRU6P1zbzr36Iz3fm8OeR1i5aKVeLh7IFGVYF/BHtvytljZWFG2XFmcajthaWWJju7Hlc1EUeTZw2esd1/PmrlrQIS+w/tSroLskW/wo2AkouxxrI6BDsF3gmk6sCl3vO+grqOOYxtH5g2fR8U2FbFtZMuLKy+4veE29SfWp/bw2lmu51Ne+r5k3/f7iH8TT89DPVHRUWFFvRWIaSJNpzfFe4E3qpqqVGxXkdNbTmNf2553Ke/w2ePDdz2/IzI2Eo8/PChfrTxzds/h2ZNn/NT8J549fIZdJTsWbFlAnaZ15CbZJ7xP4OHuQdNWTanbsK7c/j19+pRy5Qr28beCL+fq0wgqmel+1pc0v6hSVo8T98OISkimlKbCOu6/SnY6w8LUNOppSKg390yevSpF/k0e0me2Pnc9B/xCUMpG35neD4UXbvGiMGP0U9I143klc99y0hM7TjlGQrIUEVlSrKmqTEKyFD0NCYLAN+fXnFcXBWdkC810PryOAfqLolgsxZatWrXC2NiYUaNG8cMPP9C2bVuGDh1KhQoV0NbRpkefHvTo04OItxH4XffD38+fB3cfcPXiVQ7tO/RRW8aljXFwcqB5m+Y0b9scDQ0NbCraMGvNLKb9Mo317uv5ru13mFuaIwgCYS/CMDY0BuB93HtSklIwtTPl+obrlKtZjujn0cSFxVHFrQoAT449QVASqPd7vRyvKSUhhcsLL3N+5nl0yujQx6cPL/xecHDkQUpZlaKiW0X2T92PeWVz0nTTuHrwKs6dnLlx6QbSFCkdfuuA925vEuIS6P9Hf0xtTJk6bCrPHz/HuoI10zym0bRj04+8bQHS0tK4c+sO2zdu58ThEzhVd2LK3ClyE+CEhAQePHjAwIEDv2b4FBQQiclSbgZH0bt24X0BqVJWnxP3w7jzMoZG5Y0L7bwKihfydIaFqWmUKAnEJ6fmyjw/J6SiyLarwZjoyP+yZmWokaEBlpdsfNoPhRdu8aEwYzQzn2rG84KV4b8Jbm2bUlwKjJS7X3zyv22LmV5n/jx8S37NeZUobAB+EUXxAoAgCPWRJbxV8rtj+UXNmjU5duwYq1atYtOmTXh7e1OjRg3atGlDs2bNsLCwwNDIkGatm9Gs9b+P2xPiE3gZ/JIXQS948fwFTx49we+6H5NHT2bV4lVMnjOZug1lvrG/Tf+N0wdPc/rgafqP6o++kT6RYZEY6Moe/ya+k30b1DXWJTokGsdWjkQFRQFg/OGPvTRZCgKI2ZgzpiSkcGf7Hc5NP0dsSCyOPRxpOrcpRyYd4R/Pf7Bvbo+KkQrH3I9RsVlFgoOCiXwaiUsPF87uP4u5nTkWNSzYsXIHdk529Bzdk13rdnF77m0sbS2ZuXom37X9DiUlJURRJPRVKAH3Anj04BH3797n9vXbREVGoamlyeDhgxn460AkEvmzf+fPnyc1NZU6derk2zgqyD+uPosgOTWtUBNNAy1VLEppcOdltCLB/Q/zqSa3IGeF5J0rITn1q3S3n5Kdt+jVp1E8j0iUm6woCwLa6ipZ+qHwwi0eFGaMZuZrfHCvPo3K+Pl5xNc7MXwrfs15TXBj05NbAFEULwqCUGxlCuloaGgwatQo+vXrx969e/Hy8mLWrFnMmjULOzs76tSpg4uLC87OzpQuLVszp6mlSXmH8pR3KJ/RjiiK+F7yZd7UeQztO5Rd3ruoUKkChqUNKe9UHr8rfgBo62sTFxOH+CE4UpNSAVBVVyU5MRlVDdWMmc80qUzk7djNkUtzL7G+9npaL2+NYQVD3ke957Xfa56eeMqjw49IjkumjGsZ3La78S78HR6NPIgLi6P+iPrcvXCXlz4vqdmzJtdPXEdFTYUKzSpwZt8ZqjerTnhMOCf3nqTjgI6o6qsyacgktHW0GTN3DO1/aE9CfALeB7y56HORm1dvEv4mPOO6y9mUo9539ajToA5NWjZBU0szx/u9f/9+DA0NcXV1zacRVJCfnHsYjrpECZdC0N9mpqqFPofvvObNu/eU1lX//AEKvkkKUwf46bmy08PmN1JRzFYDnCaK2ep/i7MX6n+JotCqfs3YZ05E8yuGvgW/5rwmuNcEQVgN7EQ2w90DOCsIQg0AURRv5XP/8pVSpUoxcOBABg4cSFBQEGfOnOHcuXPs27ePrVu3AmBra0vnzp3p1q1bRiW0dARBoHb92mzat4mOjTuyZO4SVm1ZBYCVvRW3r8psZ9Q01EhKTMp4zJ85mVXTVuN97HtMHGUFGoKvB2Nd3xqzGmZ03tqZs1PPsq3lto/Oq2WihWMPRyr3rIxUScrR6Ud5duEZZlXNqNq7KmdWn0FZokyNXjU473ke84rmCHoCvid8afxjYy6dvURCbALD5g/De583d2/epXnn5oyaNYo34W+YMmYKJ4+cJDkpGSNjI1zqulClRhUcKjtgX9EeLe2si8yyIzAwkNOnTzNs2DBUVPIaXgoKg3OPwqljY4i6pHArizmV0cP7zmv+eRlD80qKBFdB4aMhUSIhpeDdXZQFAVM99Ry1nEWl81RQ9MjTtn6tD269uWfypZ10stPylqQYzWsGkl6D9lPf27rIEt4SU8utXLly9OvXj379+pGSksL9+/e5fv06p0+fZuHChaxYsYL+/fszatSoLDpTPX092nZuy55te0hNTUVFRQVtXW0SE2RBpayijDRVioqq7PZKPizkSYhJwNjWmNCHoeiV0cPS1ZJLKy7h0s8FDX0NqvSqQsXOFQk6F0RcWByq2qqYOJmgaaLJ3f13OTTxECG3QtAx06HR7414cOUBR92PYlPXhhTVFM7vPo9TCycCHwcSFRxFq8GtOLTjEHqGegyZMwSPPz1ITkpm+srpVKtbjfkz53No3yE0tTTp3KMz7bu0x7GKYxb9bW5JS0tj+vTpaGlp0bt3768YHQUFRVBEPM/exhe4/608dNQl2BhrcedlNM0cPucuqEBB/vLHAf9CSW5B5hvqXM4gRy1nUeg8FRQ92fkz17DU+6rENL/aAVksdqlZ5iMNbvr2khSjeXVRaFxQHSlKJBIJVatWpWrVqvz8888EBgayePFiVq5ciZWVFV26dMlyjLmFOUlJSbyLeYeBoQFimojwSVG39HK96h8ex0aERGDjasPJRSeJC4+j9ezWrG21lqWuS2k3vx02DWxQ11OnTO0yhD8KJ+hqEFc2XSHQJxBpipTSFUvT9I+mBAcE473IGy1DLWr3r82VQ1dIfp9M/b718fHyQVNXk8Y/NWbfhn1UqFGBhl0bMm/8PMwtzZm7cS6PHz/GrbkbCQkJ/DTkJ/oN6Yd+Kf2vvo8eHh5cunSJmTNnYmhY8P6qCvLOuUcy6cl3FYomwaxaVh8vv5BiW7FHwbfLTt8XudpPSZDvW5sb5PmG5qTlLMkr1BV8Gdn5M2fW0X4peWknNy4KzuUMSnSM5tVFwQT4EzAXRbG1IAiVgDqiKK4vkN4VEba2tixbtowuXbrw119/yU1woyKiEAQBHR2Zfdi76Hdo68l8X9OkaSgpK6GlJ3u0L02RYlDWgKB/gnAb58bxBcc5MucIPRb3YMjpIezovYMtXbfI7YtReSPq/K8OGiYa3D93n7/n/o2athqufVx58ewFp7aewrqGNTrldDi2/RgVXSuiV04Pr/VeNGjfAHMHcxZPXkzN+jWZuXomm9ZsYsPKDThWcWT24tlY21l/9f1KSkrC3d2d9evX06lTJ3r27PnVbSrIf3b4BrPDNxgDLVUuB0ZwOTCi0PvgaK7H37dfcedlTKGfW8F/m9yWYhVFeJ7Jwza3ua4ABM5p89G2nLSc/zVPUgUystOw5qVUcE7ktp3ceDCX9BjNq0RhEzLXhEkfXj8CdgPfVIILskpc5ubmPHr0SO77t2/cprxDeSSqMvlB6MtQTMrIdLXSFCnKKsrol5bNikaGRuL4nSM3D91k0OpBNB7aGB8PH9R11Wk7qS3jAsYReC6QiCcRxIXHoa6rjraJNknJSQT6BnJh9wXiI+LRN9en/qD6hL0K4/TO02gbaNN0SFMuHbvEXf+7tBnUhnv+97jhdYPvR3xPdHw0GxZtoIVbC8bOG8u0cdM4fug4XX/syvjp4z9yQXj48CEnTpzg1q1bhIWFkZycjKqqKoaGhpQtWxZLS0ssLS0xMzNDV1eXtLQ0wsLCuH79Ovv27SM0NJQ+ffowcWLWqmcKigdJqVKevImjllXhLi7LjIaqMuVNtLnzMhppmoiykiJWFBQMn+ocBUGWvH4OJUHggF8InaqXyZOeUeRfHWRek4KS7jeqIPdkF1M5+dfKI7v989rOp3xLsZjXBNdIFEVPQRAmAIiimCoIQsEUTi5i4uPjuXTpEo0bZ1VlvAl7w03fm/T/X39A5q4Q9CSIJh1kEmRpmizBNbMxAyDkcQj1vq/HhW0XOLvpLG5z3EiITuD4/ONc23GNik0rom+mT5o0jaiQKF7de0WIfwhimoiathqOLR3RtdTl0c1HHNt4DE09TZoObErIqxD+Xvc35nbm9Jndh50eO4mPjed3j9+5ePYiJ/ef5PvB3zNo3CDG/TYOn+M+jJgwgp8G/5SRhN65c4c5c+Zw7do1BEGgQoUKWFhYoK6uTlJSEuHh4Zw+fZqICPmzfUpKSri4uLBgwQLq1pVf9EFB8eBRWBypaSKOZXSLtB9VLPR5EBrLtWeR1LFVSFkU5D/ydI5KgvwywZ8iFcUMv095nqg58SVeodlpMvPShoKSQ+OKxmy7Gpxlu5G2JFvbOXnUtinFreCYLBpZedrZT6lnK3+S41uLxbwmuPGCIBjy4feEIAi1gW/yWePq1auJjY2lT58+Wd7buWknaWlpdOjWAYCwkDBiY2Kxc7D7aD8dAx2MLYx5eP0u6s8UAAAgAElEQVQhHYd1xKGBA/tm7cOqmhV91vbBuZsz51afw9/bn/iIeARlAV0TXcwrmVNpVCUkuhJCAkO44X2DhJgESluVps3INoSFhnF462EkahK6/96diHcRrJy6krJ2ZZm8YTJr3ddy/fx1hkwYQs//9WTCbxPwOe7DuGnj+KHfD4AsKV+7di0LFizA0NCQCRMm0Llz52y1s3Fxcbx48YKwsDDi4mQliI2MjKhUqRK6ukWbMCnIHXdDYtBSU8HKMPeuGAWBg6kuqspKHPznlSLBVVAgyNM5pokyGUFuktx0v8/00qwLjj/MMuumqiyQLM3aWl69QrPTZJYkv1EFuccnIFzu9rwktyDzu53j5iR3tjWzdlbySZzWszVg+0D5HvXfWizmNcEdBRwEbAVBuAQYA13zvVdFTEBAAGvWrKFTp05Ur179o/fehL1hx8YdtO7QmnLWspXo927dA8ChmgMgW7SWkizzOazRrAbnPM+RGJvIoNWDmNdhHrNazKLF/1rg6uZKr9W9UFJWIjYilrCnYQT7B/Po8iMOrzlMcmIy6jrq1GhbA5PyJty7fg/P5Z6oqqvSsl9LrGtas2n+JsKCw2j3Uzs6DurI5MGTef7oORMXTaRNjzbMGD+DE94nGDVp1EfJ7cyZM9m8eTNt2rThzz//zNASZ4e2tjYODg44ODjk671WUDi8T5HyMDSWahb6KOWzhGSHb9bZiJxQVVHCwUyHo3dfM72DI6oqX+baoUBBdmSnc8zLg9v0NnLSIWan0c2LV2h2+5Ykv1EFuSe/xvVVdGK2sfml2tlvLRbzmuDaAq0BC6AL4PoFbRRrkpKSGD16NHp6ekyaNCnL+8sXLEcqlTJs7LCMbf43/FFTV8Pe0R4AnVI6vIt4B0CzPs04vvE4u+ftpt/sfvxx/A+8/vTi9LrTnFh1Qm4fylQsQ8PeDSltX5pXz19x6e9LRO2NQs9Yj+5ju2NZ1ZK9f+3Fc6MnluUtWXhgIamkMqzLMJLeJ7Fg6wJcv3NlxcIVeO3yYuCwgfQd1Dej/TVr1rB582b69++v0Mz+Rzj3KJxkaRqVy+gVdVcAmZvCPy9juPgknCYVTYq6OwpKMHnxFM2LQ0K6FhdggtcdEj9YjCkJ8IOrJbM6OWV7nrzocbNroyT5jSrIPfnlU/tpjGX+HGR2Rcj8s76mBFGEmMQUufraby0W85qcThZFcY8gCKWAZoA7sApZovtNsGzZMgICAli3bh0GBh/rVPxv+3Nwz0F+GvITZS3LZmx/eOchFZwqoCKR3c4y1mXw2e+DVCrFtqotLfu35NCqQ+gZ69FxWEd+WvwTbpPcCLweSHhQOGnSNLRLaaNnokdcXBz3r97nyvErhG0IQ1lFmRrNa1DfrT7JYjKHNx1mw+INGJQ2YNjcYTTv0Zydf+1k05JNlLUuy1LPpdhUsGHHxh2sXb4Wt+/dGDpmaEZfL126xIIFC2jbti0TJkxQJLf/EY76v0ZTVRlro6KVJ6RjZ6KNnoaEg7dfKRJcBV9MdppBeTpEibJAihxJAchPfKWiyNi9/2Q5Jk0kQ0OZk0Y3t/pFeW2UNL9RBbknr7runEiPsRtBkR/Fe3Tiv5XyMv+cuTy0vPj81mIxrwlu+lW3Bf4SRfFvQRCm5W+Xig5/f3/WrFlD9+7d5S4uW/znYoyMjRj066CPtr94+oL6LepnvK5cuzKHNx/mnu89qtStwoA5A4iNiGXbjG38veJvGnZtiLmdOSqqKiSkJBD2PIynd57yzP8ZqcmpqKqrUrl+ZdxGuGHhaMGV41fwmOpB5JtIzMqZ8b/Z/6NNrzY8e/yMoW5Deej/kJZdWjL6z9Fo6WhxyOsQ86fPp3GLxkyaPSkjiY2MjGTMmDHY2toyd+7cLy7ooKBkkZCcysn7YVQy0y02rgUqSkq0cTLl79uvSEyWoqFauFXVFHwbZKcZ9AkIz6JPjE9K/eiPfWZ01SXEvk/Nsvo8u4QYZL666X638jS66X35nH4x/b1vZeW6gpzJPN75MZObmCJlp++LL3JO+DQ+v7VYzGuCG/KhVG8zYJ4gCGrAN5ElpaWlMWnSJIyMjJgwYUKW9/2u+3HT9ya/T/09S+na+Lh4tHW1M17XbV0XfSN91s5Yy8L9C1HTUGP0htE0PNYQn50+nNh8gpSkf3/RaulpUc6xHO0Gt8OpoRPm9uZcOXGFA1sP8PifxygpKVGraS3a92uPcxNn3oa+ZeGEhRzdcxQDYwNmrZ1F47ayhPz44eNMGT0Fl7ouzFs+L6NcriiKTJo0iejoaDZs2ICmpmZB3EYFxZBjd0OJT5ZS3bJUUXflI9pXNWfntRecDgijXRXzou6OghJITprBT3WI1uO9s20nJpvENyfSE4r083yNHrek+40qyBvp422VQ0zmha+xBfs0Pr+lWMxrgtsdaAUsFEUxWhAEM2Bs/ner8PH29ubevXu4u7vLdQU4vP8w6hrqdP6+c5b3DI0NefPqTcZrdU11hs0bxuyfZzO1z1RGLx2NsbkxLq1dcGntglQqJTYiltTkVDR0NdDS1SI0OJTLRy+zffl27l69S1paGraVbRk0fRCNOzfG0NSQl89fsnD8Qo54HkEURXoO6Umf3/qgoydbIHbY6zCTR0+mas2qLFm3BDV1tYw+7du3jxMnTjBu3DjFQrH/GHtvvsTSQBMrw+L1pcbV2pDSOmocvP1KkeAq+CLyohnMSfuYvn9eZtSUP5F3fWv6RQUFT3Hwvv2W4zOvpXoTAK9Mr18Dr/O7U4WNKIqsXr0ae3t7OnToIHef2zduU6tOLbkzn1VcqnD+2Hmi3kZRykg2S9awfUMSlySy7Pdl/FjtR+q3rU+1BtUwszJDoiohITaB0OBQnt1/xr1r93gZ+BIAKwcrfhj5Aw06NMDawRpRFPG74sfiKYs5f/Q8yirKtOnRht7DemNmYZbRh52bdjJv2jxq1anF0vVLP+rns2fPmD59Oq6urgwYMCA/b52CYk5IdCJXnkYwomn5Yqe3VlYSaFfFnG1Xg4hJlC2GUKAgL8jTDEqUBeKTUrEe753xiBUgOkG+DZNEWcjYR15b2ckUerpafLYvJVm/qKDg+OOAf46ygnq2Brn2uM2t9608vvX4/KYcEL4Uf39/Hjx4wOzZs7PVpcZEx1DJqZLc9/oO78vpg6eZ+PNE5m2ah66+bAa4Zc+WVK1XFe8t3pzYeYKL3hezHKtroIuDswPtfmqHa3NXytjIHg3Ex8VzcPtB9m7YS+CDQHT0dOgxqAc9BvXAyMQo43hRFFm9dDWrFq+icYvGzFs+76OZ26SkJIYPH46qqiru7u4oKyu0jv8l9t96iSiCW40yXHj8tqi7k4UO1czZcOkZx++F0t3Z4vMHKFCQiU81g/qaEuLe/6u1DYlOZOyef0gDpHLsE7RUlZnd2emjR7Kf6g8hexeFnPpS0vWLCgqGPw74yy30kI6SAN2cLenmLD+WMnvcZrf9S10UvjUEMZ/qH+cnzs7O4o0bNwrtfB4eHixatIjr169ncU5IZ3CvwYS9CsPrlJfcJPj0wdPM+HUGpc1LM3TyUBq0bPBRMimKIm9fv+XNyzekJKegpauFkZkR+kb6GTNraWlp+F/359DOQ/gc8uF94nvsKtnRbUA3mnVshrqm+kfnFEWRBTMWsH3Ddjp068DUuVMzNLfpTJo0iV27drFmzRqaNm36tbeqOFHk05GFHae5IbMnbZoosujkI/Q0JAxsYFOEvZLPD66WiKLIdwvPYmmgydYB34wZy6coYrWQqDf3TJ5kBmX0NTKKOSgAijhW/wtxajvhyGflBIq4/Cy5ilPFDC7w/PlzzMzMsk1uAdp2asvk0ZPZuGojA4ZmfczftENTjE2NmTN6DpN+noS5pTnN3ZrjXN8Zh2oOaGhqYGxujLG5ccYxoigS+jKUezfvcevyLa6cvsKb12/Q1NakhVsLWndrjVMtJ7mPlkVRZP70+ezYuINeA3ox+o/RWRLvffv2sWvXLoYMGfKtJbcKcsGTN3FExifT3KH42nAJgkD7KuasPPuE0Jj3mOqpf/4gBQqyIa+G9CXVwF5BySU3WllFXOYPigQXSElJ+eyj+/Zd2nPx7EWWzV/G86fPGTlxJAaGHyfEVVyqsNVnK+ePnufA1gNs99jO5iWbEQQBI1MjDIwNUNdQR5oqJTYmljev3pCYIAtkLR0tataryeAJg2nYuiGaWjkvCFqzbA07Nu6g98+9Gf3H6CxJcGBgIFOnTsXV1ZWRI0d+wV1RUNLxfRaJlpoKjubFu5Ryd2cLPM4+YYdvEKNafLt6MAXyizLk5yPSvJroZy7moJAWKJBHfsdsbhaEmetrfKTTVRYEerpaZJHFKMgZRYIL2NracvjwYd6+fYuRkZHcfQRBYPbi2VhYWrBp9SZOHztNO7d2dOjaAccqjhkJpoqKCk3aN6FJ+ya8i37HnWt3eHT3ESFBIcRExvA+8T0SiQRjM2NcGrlQzq4clapXwraSbRZ5QXac9D7JykUrad+lvdzkNiUlhZEjR6Kurs7ixYtz3a6Cb4fohGQCXr+jYXljVJSLt5OfpaEmTSqUZse1YIY2sUNNRaET/xbJrigD5FwIIS80rmgsV98oIL9Mr1QUGbvnHxD+9bwtiH4pKJkURMzWtinFpcDIbN/XkChjZajxURxLRTHjtSLJzT2KzAdo27Yty5YtY+XKlUyZMiXb/SQSCb/+/ittOrVh/cr1eO3yYveW3ZiXNafed/Vwru1MtZrVMDEzQRAEdPV1qd+i/kdFIL6WJ4+eMHnMZKpUr8LUuVPlyhdWr17NvXv3WLlyJSYmxffxtIKC4/pz2S9QF6vsZTdFTWa9sIWBJqcD3jD5wF2qWZTiB1fLIuyZgoIgu6IMnyuEkBd8AsLlbtfXlDl0ZK7klE6KnMVn+d0vBSWTgojZ5xHZP2Eo82GGeLTnP3Lfz1xcRMHnUSS4gI2NDT179mTz5s1YW1vTu3fvHPe3LW/Ln0v+ZPz08Zw+dppzp87hvd+bPdv2AGBkbET5SuWxtbfFytYKi3IWlLUsi4mZyVfNpkaERzBy4Eg0NDVY+NdCJKpZbZWePXuGh4cHbdq0oWXLll98LgUllxRpGteeR1HBVIdSWqpF3Z1cYVdaGyNtVa4ERlDNongVpFCQP+RUlKGgzxGdkMKzuW2zLcZQ0P1SUDIpiJjN7lgBMhaWjdh9W+4+X1PQ4b+IIsH9wOTJkwkLC2PatGncv3+fCRMmyC34kBldPV069+hM5x6dSU1NJeBeAP5+/tz3v8/D+w+5efUmSUlJGfsrKSlR2rQ0pmammJUxw9zCHItyFljZWGFb3hZdvezPd9//PuN/G8+bsDes2b4GE9OsM7OiKDJ16lTU1NSYPHnyl98MBSWaf15EE5+USj07+XKb4oiSIFDH1ohD/7ziyZu4ou6OggKgMAohfO4cedHoputzO1UvU+DaYQXFk4KI2dy0mVNBB4U2N/coEtwPSCQSli9fztKl/2fvvuNrut8Ajn9OcrOHJELIEBFiC2JW7T1qU6O02pi1Y2uL1qy91WhRVIvaWlutCBEjIkasECJ775vz+yOV1o8ULZnP+/W6r3DPvfc85+TL67nf85znu5jVq1dz5MgRBgwYQI8ePTAzM3vl+zUaDZVcK1HJtVLmc1qtlpDgEALvBxIUGMTjoMc8CXpC8ONgrl66yuEDh0lLS8t8va29Lc5lnHF2ccamuA2GhoZERkZy2fsyp4+fxqqwFSt/XImrm+tLY9i7dy9nzpxh6tSpFC1a9L+fFJHnqKrK6YAwihcypJS1yavfkIvUdLTk1O1Qfvd7QqkiJuhksTCFlC/kTdmxEMKr9pFVja6ujvJCn1ytqjLxV1+8H0Q810RfanQLjncxZrMag43L/dVhqWdth5e+plQRY6nNfQOS4P6Nvr4+Y8eOpXXr1syZM4fZs2ezZMkSWrduTdu2balbty76+q9/yVdXV5fidsUpblcc6r24PS0tjSdBT7gXcI/bN29zy/8Wd27d4dyZc6Sm/FUrVqJkCfq496H/sP6Ymb882X7y5AlTp06lWrVq9OrV642PXeQPASFxhMQm09XNPtetXPYqGl0dmpe3YdvFR/gGReNqb5HTIYm3KDsWQnjVPrKq0TUz0BCblPbCrFliqvalK05JjW7B8C7GbFZj8O/PP0tW/3+m9ievhy99r9TmvpwkuC9RqVIlfvzxR65evcqWLVv47bff2LFjB6amplSrVo3KlSvj7OyMra0thQsXplChQpiZmWFgYPDqD/8bjUaDg6MDDo4ONGjaIPN5rVZLTHQMSYlJmBcyx8T0n2fikpKSGDJkCKmpqcydO1dWKyvATgeEYWaooYp9oZwO5V9xdbDgdEAYh68/pUJxc/RyeQcI8WY6VrN750nhP+0jq/rH6MQXbz57Jqu6R6nRLRje9ph93bre6R0rv5C0ZrUCmtTmvpwkuP+gSpUqVKlShWnTpnHmzBmOHz+Ot7c3Z8+eRat9cc1nfX19TE1NMTU1xcLCAmtra4oVK4a9vT3Ozs6UL18eW1vbV86s6erqYmn1ejfaJCQkMGTIEHx9fVmxYgVOTk7/6lhF3nczOJbbIXE0r2CDJoslp3M7HUWhTeXirDt9j8PXn9KmcvGcDknkI6+qf3zZtqzqId9m7bAoOP5LXe8/1eaKF0mC+xoMDAxo0qQJTZpk3OGYnJzMw4cPefLkCZGRkURGRhIbG0t8fDzx8fHExsYSGRnJkydPuHTpEpGRkZmfVbhwYWrXrk2jRo1o3LjxP66e9ip3795l5MiR+Pv7M2vWLFq0aPGfj1XkXetO30VPV8nVrcFeh3MRU2o7WXEmIIzyxc1xymO1xCL3elVN5cu2dXGze64G9//fI8Sb+C91vVnV5vas7fBWY8wvJMH9FwwMDChdujSlS5d+rdfHxMQQEBCAv78/Pj4+nD17lgMHDqCjo0OtWrVo1qwZLVq0wM7u9S6DhISEsG7dOjZu3IixsTGrVq2SpXgLuMdRiey8FET1EpaYGOT9f9atKhXjdkgc2y8+ZFiTMhjqSdmN+O9ep6byZdtqOFpJFwXxVvyXut6sanOl/vblFDUX1m7UqFFD9fb2zukw3pn09HSuXbvG4cOHOXz4MLdv3wagTJky1K5dm4oVK+Lk5EThwoXR09MjISGBp0+fcuPGDc6ePcvZs2dJT0+nc+fOeHh4FNTFHHL8mkxuGqfT9vqx0fMBo5u55Jnet69yPyyeNafu4upgQfcaf81Q5MEuCjJWRV6Ro2NVxql4Ta81Tt/5VI+iKA7ARqAYkA6sVlV18bveb26mo6OTWd/r4eHBvXv3OHr0KKdPn2bnzp1s2rQpy/c6Ozvj7u5O9+7dKVmyZPYFLXKt8LhkfjofSMeqdvkmuQUoaW1Ck3JFOXojhDJFTalWQhaAEK9PeteK3ErGZvbIjmuZaYCHqqo+iqKYARcVRTmsqur1bNh3nuDk5IS7uzvu7u6kp6cTGBhIUFAQ4eHhpKSkYGhoSJEiRShdujSFCxfO6XBFDvv7ErcAh/yCSU5Nx8Eq/9300qhsUe6ExrH7ymNKWBlT2PTNOpWIgmnXpaDn6hyld63ILWRsZp93nuCqqvoEePLnn2MVRfEH7ABJcF9CR0eHkiVLyuyseC1JqVo874ZT0dacomaGOR3OW6ero9C9hgNLjwXws/dDBjZwzumQRB4w9+DN527iAeldK3IHGZvZJ1t7CSmKUhKoBni9ZNsARVG8FUXxDg19eSNkIXJabhun5+6Gk5yWTqOy+XflOgtjfTpUteVRZCJn74TldDh5Rm4bq9npdXuNipxX0MapjM3sk20JrqIopsAOYKSqqjH/v11V1dWqqtZQVbVGkSJFXvwAIXKB3DROU9LSOR0QhouNab7vyVnZrhDli5lxxP8pgeEJOR1OnpCbxmp2y+rfQ37/d5IXFbRxKmMz+2RLgqsoih4Zye1mVVV/zY59CpHfXbgfQUKKlkYu+Xf29hlFUWhf1Q4dRWHSTl9yY/cXkXuMbVkWo/9rLSe9a0VuIGMz+7zzBFfJWLZrHeCvquqCd70/IQqCtPR0Tt0OpWRhE0oWkIUQChnp0aJiMU4HhLHf90lOhyNysY7V7JjVuTJ2FkYogJ2FEbM6V5YaR5HjZGxmn+zoolAP6AP4Kopy+c/nJqmqeiAb9i1EvnQpMIqYpDQ6V7fP6VCyVW0nK+6GxjF9nz+NyxbNF4taiHejYzU7SRpEriRjM3u88xlcVVVPq6qqqKpaRVXVqn8+JLkV4l/SpqucuBmCnYURZYqa5nQ42UpHUfi6QyWCY5JYeiwgp8MRQgiRS2VrFwUhxH938UEkkQmpNC1flIwKoILFzdGSrm72rDt9l4CQuJwORwghRC4kCa4QeUhSqpbjN0NwsDSirI1ZToeTYya0Loehni5T9/jJDWdCCCFeIAmuEHnI1vOBRCem0rxCsQI5e/uMtakBHs1dOB0Qxm/XgnM6HCGEELmMJLhC5BGJKVqWn7hDycImOBcpGJ0T/slHdRwpV8yM6fuuk5CSltPhCCGEyEUkwRUij9h07gGhsck0r2BToGdvn9Ho6vBNx0o8jk5imdxwJoQQ4m8kwRUiD4iIT2Hpsds0cCmCUwHpe/s6apa0onN1O9acusvdULnhTAghRAZJcIXIAxYevkV8ipYv25bP6VBynYmty2Oo0eXL3ddIT5cbzoQQQkiCK0SudzM4ls1eD/iodgnKFODOCVkpYmbApLblORMQzqIjt3I6HCGEELmALAMkRC6mTVeZvNMXM0M9RjZzyelwcoUtXoEvPKeqKm4lLFlyLIBKdoVoUbFYDkQmhBAit5AZXCFyse9P38P7QSRTPqiApYl+ToeTaymKQvuqtlSxL8TwrZf441ZoTockhBAiB0mCK0QuFRASy9xDN2lewYZOsm75K+np6vDDJzUpZW1K/w3e/Ob7JKdDEkIIkUMkwRUiF4pOTGXgjxcx0ddlZqfK0hbsNRU2NeCn/nWoaGfO4M0+fLX7Gkmp2pwOSwghRDaTGlwhcplUbTpDNl8kMCKBHz+rTREzg5wOKc94Vp/bsaodxnq6bPR8wL6rT2he3oZZnSujoyNfFIQQoiCQGVwhcpHkNC0jt17mTEA4MztVpk6pwjkdUp6kp6tD2yq2fPa+EwYaHX72fkiLRSfZcPY+MUmpOR2eEEKId0xmcIXIJaITUhnwozde9yKY3KY83Wo45HRIeZ5zEVM+b1wa30fR+AfHMGWPHzMO+NPQpQhtKxenafmimBnq5XSYQggh3jJJcIXIBY76P2XyzmuExyez6MOqJKRoX9oOS7w5HUXB1cECVwcL3i+dwOWHUXjdDefw9afoKgolrY3pVduRpuWKUlJWiRNCiHxBElwhctD5exGsOBHAiZuhuNiY8l0fN1wdLCS5fUfsLY2xtzSmTeXiBIYn4B8cw43gWL7Zd51v9l2nVBETmpW3oUm5org5WqKnK1VcQgiRF0mCK0Q2ik1KxTcoGs874fx2LZiAkDisTPQZ16rsn/WiujkdYoGgoyiUtDahpLUJrSsVp17pwhy7EcKxGyH8cOYeq0/exdxQQ8OyRanlZEUlW3PKFzfHUE9+P0IIkRdIgivEW3QzOJYdPo9ITtWSnJZOclo6cclpPI1J4kl0EmFxyagq6ChQ26kw/eqVpHM1e4z0JXHKSY6FTehXz4l+9ZyIS07j9O1QjvqHcPxmKHuvPAZAV0ehqJkBRc0NKWpmgKmBBn1dHQz0dNDX1aF15WK4OVrl8JEIIYQAUFRVzekYXqAoSijw4D98hDUQ9pbCyUlyHFkLU1W11Vv+zDfyFsbpP8mtv/vcGhfk3tgMVVWtlJMBvOWxmlvPc3bI78eeo/+vvuP/U/9Jfv+9/r+8fryvNU5zZYL7XymK4q2qao2cjuO/kuMouHLrOcutcUHujS23xvVv5bfjeRMF+djzs4L2ey0oxyt3UAghhBBCiHxFElwhhBBCCJGv5NcEd3VOB/CWyHEUXLn1nOXWuCD3xpZb4/q38tvxvImCfOz5WUH7vRaI482XNbhCCCGEEKLgyq8zuEIIIYQQooCSBFcIIYQQQuQrkuAKIYQQQoh8RRJcIYQQQgiRr0iCK4QQQggh8hVJcIUQQgghRL4iCa4QQgghhMhXJMEVQgghhBD5iiS4QgghhBAiX5EEVwghhBBC5CuS4AohhBBCiHxFElwhhBBCCJGvSIIrhBBCCCHyFUlwhRBCCCFEviIJrhBCCCGEyFdyZYLbqlUrFZCHPP7pkeNknMrjNR85TsaqPF7zkaNknMrjNR+vJVcmuGFhYTkdghCvJONU5BUyVkVeIONUvE25MsEVQgghhBDi35IEVwghhBBC5CuS4AohhBBCiHxFElwhhBBCCJGvSIIrhBBCCCHyFUlwhRBCCCFEviIJrhBCCCGEyFckwRVCCCGEEPmKJLhCCCGEECJfkQRXCCGEEELkK5LgCiGEEEKIfEUSXCGEEEIIka9IgiuEEEIIIfIVSXCFEEIIIUS+ki0JrqIooxRF8VMU5ZqiKD8pimKYHfsVQgghhBAFzztPcBVFsQOGAzVUVa0E6AI93vV+hRBCCCFEwZRdJQoawEhRFA1gDDzOpv0KIYQQQogC5p0nuKqqBgHzgEDgCRCtquqhd71fIYQQQghRMGVHiYIl0AFwAmwBE0VRPnrJ6wYoiuKtKIp3aGjouw5LiH9FxqnIK2SsirxAxql4V7KjRKEZcE9V1VBVVVOBX4H3/v9FqqquVlW1hqqqNYoUKZINYQnx5mScirxCxqrIC2ScinclOxLcQKCOoijGiqIoQFPAPxv2K4QQQgghCqDsqMH1ArYDPoDvn/tc/a73K4QQQgghCiZNduxEVdUpwJTs2JcQQgghhCjYZCUzIYQQQgiRr2TLDK7If9LS0oiNjdFkZYoAACAASURBVEWj0WBiYoKOjnxXEkIIIUTuIAmueC2xsbEcOnSIU6dOcfXqVQIDA1FVFQAjIyPKlStH06ZN6dSpE8WKFcvhaIUQQghRkEmCK7Kkqio+Pj5s2bKF3377jeTkZKytralRowYffPABFhYWpKen8/jxYy5dusS8efNYsmQJffv2ZdSoURgaGub0IQghhBCiAJIEV7xAq9Vy5MgR1qxZw6VLlzA1NaVbt2506tSJKlWqZFmOEBgYyPLly1m7di2nT59m1apVODg4ZHP04m1IT08nLCyMiIgIUlJSMDExoXjx4hgbG+d0aEIIIcQrSYIrMsXGxrJ9+3Y2btxIYGAgJUqUYNq0aXTu3Pm1EpsSJUowZ84cWrVqhYeHBx999BE///yzlCzkEY8fP2b//v2cOHECX19f4uPjX3iNg4MDbm5uNG7cmKZNm2JkZJQDkQohhBD/TBLcAi4pKYkzZ86wf/9+Dh06RGJiItWrV2fcuHE0b94cjebNh0jjxo1Zv349ffr0wd3dnR07dmBgYPAOohdvg6+vL8uWLePo0aOoqkq5cuXo3LkzpUuXxtraGo1GQ3x8PEFBQVy/fp2TJ0+ya9cujIyMaNGiBd27d6d27dpkrOMihBBC5DxJcAsIVVWJiYkhKCiI+/fvc/PmTa5cuYK3tzeJiYkUKlSI9u3b06NHD6pUqfKf91elShUWLlxI//79Wbp0KWPGjHkLRyHeptjYWGbOnMkvv/xCoUKFGDRoEN27d6dEiRL/+D6tVsuFCxfYu3cvBw4cYPfu3ZQtW5Y+ffrQsWNHmdUVQog8atelIOYevMnjqERsLYwY27IsHavZ5XRY/4ry7E743KRGjRqqt7d3ToeRJ6iqSnh4OPfv3+fx48c8efKE0NBQIiIiiIiIICoqisjISMLCwkhKSsp8n46ODs7OztStW5fGjRtTp04d9PX133p8Hh4eHDhwgGPHjlG8ePG3+dE5Pl2Yl8epv78/Q4YMISgoiE8//ZTPP/8cMzOzN/6cpKQk9u7dy/r167lx4wYWFhZ8/PHHfPzxxxQqVOgdRJ4nyVgVeUWOjlUZpzlr16UgJv7qS2KqNvM5Iz1dZnWunNuS3NcapzKDm8ekp6fj6+vLyZMnuXDhAn5+fkRFRT33GhMTE6ysrLC0tMTS0hJnZ2cKFy6MjY0NxYsXx9HREWdn59fuchAfF895z/Oc9zzPDb8bPH3ylJSUFIraFKXWe7Xo0LUDTs5OL33v6NGj2bt3Lxs3bmT8+PH/+fjFf+fp6cmgQYMwNTVly5Yt1KhRI8vXpqak8ujhI2KiY9DoaShatCjWRa0zyxEMDQ3p1q0bXbt2xdvbm7Vr17J48WLWrVvHxx9/zMCBAzExMcmuQxNCCPEvzT1487nkFiAxVcvcgzdzW4L7WiTBzSP8/PzYvn07hw4dIjg4GEVRKFeuHC1btsTFxYWSJUtia2uLra0tpqam/3l/wY+DOXnsJMcOHeO853lSU1IxNDTEpbwLlVwroaevx+NHj1n/3XrWf7ee0ZNG0+ezPi/UYdrZ2dGoUSN27drF2LFjZUGIHObt7Y27uzsODg6sX7/+pTcAxsbEsmfHHg4dOITvZV9SU1Kf217IohBVqlWhXsN6NGvdDJtiNiiKQs2aNalZsyY3btxg+fLlLF++nO3btzNp0iTatm0rNbpCCJGDsio/ePZ8UFTiS9/3OIvnczspUcjF0tPTOXbsGKtXr+bixYsYGBjQoEEDWrRoQePGjbG0tPzP+1BVleioaB4+eEjAzQCuXb3GRa+L3Ll9BwAHRwcaN29Mw6YNqepWFX2D58sYwkLDmD55OkcPHmXC1An07tf7hX1s376d8ePHs3//fsqVK/efY/5TjmdLeW2c3rt3j86dO1O4cGG2bt2KtbX1c9tTklPYuG4j61asIy42DpfyLrxX/z1cyrtgYWlBWloawY+DueF3g4vnL/Lg3gMUReG9Bu/R/aPuNGzaEF1d3czP8/HxYerUqfj5+dG8eXNmzZr1VsZsHiRjVeQVUqKQT72s/EAB1L/9zIqdhRFnJjR5xxG+ESlRyKtUVeWPP/5g7ty53LhxAzs7O7744gs6d+78Ql1jRHgEt2/c5t6dezwOekxEeATRUdEkJiSSmpqKNk3L37/EpKenk5aaRnJyMvFx8URFRZGSnJK53cTUhKpuVenYrSP1G9enVJlS/zjzZl3EmgWrFvB5v89ZMncJbTq0wdLq+STm2SXwq1evvs0EV7yBuLg4Bg0ahEajYf369S8ktwG3Ahg3bBy3b9ymUfNGDBo+iIpVKv7jZ967c499O/ex65ddjOg/AvsS9rgPcad91/bo6elRvXp1du7cyffff8/8+fNp3749K1eupFKlSu/yUIUQQvyfl5UfqP/382WM9HQZ27LsO4vrXZIEN5cJCAjgm2++4fTp0zg6OjJ//nzatWuX2a4rPi6ek8dOcvLYSby9vAl+HJz5Xj19PawKW2FeyBxjY2P09fXRN9bPLAt4lqjq6elhYGiAiYkJhSwKUcSmCPYl7ClVuhQOjg5vXEago6PDmMlj6Ni8Izu27sB9iPtz2x0cHNBoNAQGBv6XUyP+JVVV+fLLL7l79y4bN27E3t7+ue2HDxxm8ujJGJkYsez7ZTRs2hCAxIREPI954n3WmwcBD4iPi8fA0ACb4ja4VHKhxvs1GOoxlMEjB3P80HF++O4Hpk6Yyvervmf0pNE0bdkUXV1d+vfvT+3atRkyZAgffvghixcvplmzZjlxKoQQokD6N2UGdnm8i4IkuLlEYmJi5ipgRkZGfPHFF/Tu3Rt9fX1UVeXyxcts27yNwwcOk5iYiKWVJTXr1uSjfh/hUsEF5zLOWBexzrEaV2cXZ0qVLsVl78svbNPV1cXc3Jzo6OgciEzs2LGDPXv2MGrUKOrWrfvctk3fb2LOtDm4Vndl4aqFFLEpQkJ8AptWbGL7+u3ERMdgYmaCUxknLAtbkpyUzNWLVzm0+xAAdo52tO7Smg69OrB512ZOHjvJojmLGDlgJC3atmDKrCmYFzKnSpUq7Nq1i/79+zN48GCmT5/Ohx9+mBOnQwghChxbC6Msa2xfJheWJbwxSXBzAW9vb8aPH8/9+/fp2LEjkyZNonDhwqiqiudpT1YsWMHli5cxNTOlTcc2fND5AypXrcwd/ztcv3KdP/b+waZ7mwgNDiU2OpakxCTS09PR6GkwNDLE1NwUq8JWWBW1okixIhSzK0Zx++LYlrDFztEOY5O3s/xq0WJFiYyIfCufJd6OBw8eMG3aNOrUqcPgwYOf27Zm2RqWzF1Cs1bNmL14NgaGBnge92TmmJmEPg2lYauGdOvXjaq1q6LRaEhPT0dRFBRFITw0HM/jnhzceZC1C9ayYdkGOvTsQL+R/fhl/y+s/249KxauwO+qH0vXLaVM2TJYW1uzefNmhg4dyqRJk0hLS6N37xdrtoUQQvx7L7uZrHG5Imw693pXUfNyWcLfSYKbg5KTk5k/fz7ff/89tra2/Pjjj7z33nsA+F/zZ+43c7lw7gI2xW2YOG0iH3T+AN8Lvuz5cQ8T+k0gNjoWAPNC5jiWdqRMhTKYW5pjaGSIjqJDWloaiQmJxMXEERkWya1rtzh9+DTJScnPxWFtY42jsyPO5ZxxqeRClRpVcHByeOO73hPiE166Yll6ejpxcXH/qs+q+Pe0Wi0eHh7o6uoyd+7c524AW7dyHUvmLqFtx7ZMnz8dHR0dVsxawcblG3Eu68zM1TOpULUCXke9+HbEt/hd8CPkcQjaNC3mluY4lnWkWr1qjJ4yGo2Bhs2rNrNz804O7DjAkIlDcP/cnVrv1WLUwFH0696P1ZtWU6FyBYyNjVm5ciXDhg3jq6++wsLCgrZt2+bgWRJCiPzj/28mC4pKZOKvvhjq/fPV3Wc3muX1soS/kwQ3h/j7+zN69Ghu3bpFr169GD9+PKampsREx7Bk7hK2bd6GhaUFE6ZOoPUHrTmw7QAfNfuIp4+fYm5hTsNWDalepzqmJqZEhUYR/DCY6PBoEsMTSUxPRN9QH3MLc4qVKIZtSVucyjlhV8oOHR0doiOjefLwCY8fPubR/UcE3g3k/u377N26l8SEjEsYJcuU5MPPPqR9z/bPJUZZSUlOIeBWAB90/uCFbU+ePCElJeWF2k/xbv3www9cunSJBQsWYGtrm/n8L5t/YdHsRbRu35oZC2aQlprG5KGT+eP3P+jQqwOjpo3C+4Q3/Rr049GdRxSyKkTVelVp1KERGo2GyLBIAq4FsGnhJjbO30ilWpXoPaI3Pfr3YMFXC5g3eR5ef3gxbek0NuzYgHtPdwb1HcRPe37CzsEOAwMDli5dSt++ffHw8MDBweGtrJ4nhBAFXVa9bP//ub/LT0nt32VLgqsoigWwFqhExpeET1VV9cyOfec2qqqyadMmZs6ciYWFBevWraNRo0YAHD14lBlfzCA8LJwefXvgPsSd33f8To+GPYiJjsHtPTfcR7qTmpCK52FPFnsszuxRqtHTYGFtgbGpMYqikJKUQkxkDPGx8Zn7NjE3oVLNStRuWpsGHzSgvGv552LTarUE3gnE55wP+37ex5wJc/j9199Z+OPCV5YxnDx2koT4BBo1a/TCtkuXLgHI3fPZ6P79+yxYsIBmzZrRvn37zOeP/n6U6ZOn06BJA2YsmEFSYhJjPhnDpXOXGDl1JG27tuXbEd9yYs8JHF0c+Wr1V7jVd+P6uesE3gokMS4RB3sH6jaui4OLA55HPNmxZgcTe0+kVuNaTJ47mRO/n2Dx14sZ1GUQS39aync/fkevDr0YOWAkW3ZvQU9fDwMDA1avXk2bNm3w8PBg3759L539F0II8fre9Gay/6+1fVWv3Ly0hG+29MFVFGUDcEpV1bWKougDxqqqRmX1+vzaCy8+Pp6JEyeyf/9+GjZsyLx587CysiI6KpoZX87gtz2/UbZCWabOmUroo1AWT1tMcFAwdRvXpXXH1ngd9uLU/lOkpabhUNqBGvVrYF3UGtIhKTaJuKg4tFotevp6FLIuRDHHYhRzKoaugS4Pbj3A38cfn1M+BN0LQkdXh7ot6tJrWC/KVy//QqyqqrJ/236mj56O+2h33Ee7v+SI/nptjw96EBUZxf4/9md2fHjGw8OD48eP4+XlhZ6e3ts6ndJbNAuqqtKnTx98fX05dOgQNjY2APhe9qVf936UrVCWtT+tJT0tnZEfjeT65et8tegrXMq58GW/L3n66Ckfj/mYhm0asmPpDv7Y8QdpKWkA6OjqkK5Nz/xzzRY16TCoAzf9bvLDnB/Q6GmYtHwSWkXLePfxlHctz5ItS/A87clw9+EMGzOMAcMGZMZ66tQpPvnkE8aNG8fAgQOz/2RlDxmrIq+QPrh5XL3Zx177ZrL/X4Y3q6V6u7jZ8fOFh6Rq/8oX9XQV5nZ1zakk97XG6TtPcBVFMQeuAKXU19xZfhzk9+7dY/Dgwdy5c4cxY8YwYMAAFEXh/NnzTBw5kYjwCAaNGES7ju1Y8OUCzhw9Q+nypen5aU/OHDjDucPnMDEzoVH7RliYWXDz/E1uXryZmWzoGehhWsgUXT1dUpNTiY2IJT09Y5uhiSHVm1SncbfG1GxZk4cBDzm07RAHNh8gJjKGzv07039SfwyMXpxBG9ZzGGFPw/jp2E9ZHtu2Ldv4euLXTJ8/nQ5dOzy3LTo6mvfff5927doxa9ast3hGJWnIyrOFNb755ht69eoFwNPgp/Ro1wMDQwO27N6CkZERI3qPwO+SH9NXTKeQWSGmfDoFQ2NDJq+cjO8JX35d+is6Gh2a9WxGvfb1sCpqhTZFm1FTHRvHxSMXOfLTEaLDoqnfsT4dh3Zk3ph53PW/yxcrv0Cro2XyoMn0cO/ByKkjGT14NKeOneK3U79lfDH7U79+/fDz8+PcuXP5daU7Gasir5AEN4/7Ypfva91M9rKyhKySYx0F0l+SvVka63Hpqxb/Kd5/6d0s9KAoyntAyb+/V1XVjf/wllJAKPCDoiiuwEVghKqq8f/wnnzlzJkzDB06FF1dXdavX0+9evVIS0tj5aKVrFm2BsdSjixeu5h71+/Rt2VftGlaBo4dSNTjKBZ6LMTI1IjO/ToTGxzL6S2nSUtNw6mSEy16tsDIyAhtspbEmERSElPQGGgwszLDxskGKzsrUtNSueZ5Da/fvDi79yzFShbjs68/o//k/vQZ1Ye1M9fy65pfue17m/nb5qPRe35I2NjacP/2/SyP7fbN28z9ei6169V+af3txo0bSUhIoG/fvm/7tIqXCA8PZ9asWbi5udGjRw8AUlNT8RjsQXx8PKs3r8bMzIwx/cZw7eI1pq+YjgYNE3tPxL6UPR5zPVgzcQ0BlwNo8mETWn3UCs9fPVn26TKiQ/5q86ZvpI9rU1c8lnlww+cGvyz8Bf8L/kzcMJHlU5Yz8/OZLNy5kK6fdOXndT/T7INmjBw/kmMHj7FhzQY8Jntkfla7du04efIkt27dkoVAhBDiPzh+I/SVr1GAsS3LMvfgTUb9fDmz5CCr8oaXJbcAkQmpL9+QS7zRDK6iKD8CzsBl4Nkctqqq6vB/eE8N4BxQT1VVL0VRFgMxqqp++X+vGwAMAChRooTbgwcP3uhAcqvt27czadIknJ2dWbNmDfb29oSFhDFm6Bguel2kY7eODB45mAVfLuD04dNUq1ON5m2as3nBZqIjo2nWsRmp0amc//08RqZG1G5eG42q4fqp60Q9zajy0DPQw7KYJQYmBqSlpBEdEk1CTAIAZoXNeL/r+7T5vA23r9xmy5wtBN4IpHH3xgxbOAw9Az0Obz/MrKGz+HDIhwz86vnLxCN6jyAqIooNv2144dgiwiPo1b4XycnJbN23FZtiNs9tf/r0Kc2aNaNevXqsWrXqbZ/aHJlpyO3jdPz48ezatYu9e/fi4uICwIKZC/jhux+Yu3wuLdu25JvR33Bg2wEmz5tMIdNCfD3wa8pVLUc/j34sHLKQtJQ0Bs0ZxO2ztzm64SgafQ1urdyoUK8CFjYWJMQkcPfyXbz2eBEdEk31ltVpMbAFC4YuABW+3PIl0wZOIz09naX7l9K3VV+cyjix/JfljBo4Ch9vH46cO5JZrnL9+nU++OADli1bRuvWrXPy9L0rMlZFXpHtY1XG6b/3srrYUT9f/seVySBj5jUpNf2ly/a+qfuzc6QLzjuZwa0BVHjdUoM/PQIeqarq9efftwMT/v9FqqquBlZDxmWKN4wrV1q9ejVz5szh/fffZ9myZZiZmXHtyjVG9B9BTHQMMxfOxK64HQM6DCA6MppBYwdx3/c+yyYto0ylMjRs1pDjPx9Ho6ehcafGhN8N5/y28+gZ6uHayBVrG2vUNJWEyAQSIhNAAdPCpth8YINteVu0ihbvA94c/uEwRzYcocu4Liw8spAdS3ewZc4WUpJSGLd2HM27NufS6UvsWLODHp/3oFDhjOWA09LS8LvkR+M2jV84toT4BAZ/PJjwsHC+//n7F5JbVVWZNGkSWq2WiRMnZsv5zg65eZyeO3eO7du3M2DAgMzk9oLnBdavXk+33t1o1a4Vm1Zu4sC2A7iPdsemqA2T+06mXLVy9BzYk5kfz6RwscL0Gd+Hn6b8RMSTCFq6t8StuRvXDl3j/ObzxIXHYWhqiGNVR4YtH8Y9/3v8MvMXHvg9YPSy0cwfMp8lw5cwZsEYPLp6cGDTAXoP7M3S6Uu5c+MObTq04cjvR7jic4UatTOWcC5atCgAYWFhOXbu8qPcPFaFeEbG6b+TVTswIz0dElLTs3yfkZ4uqkqWy/a+TFbJr4XRW7un5p1404K3a0CxN3mDqqrBwENFUZ51DW4KXH/D/eY5S5cuZc6cObRt25Y1a9ZgZmbG4QOH+aTbJ+jp6fHjzh+JfhrN0A+HYmxizNhpY9m3bh+ehzxp/1F71GiVw5sOU71hdcqUKYPXNi+iQqJo1KURFSpVwH+fP6fWneLc1nME3womXZuONlXLw2sP+X3h76z5dA3bx2/HpbILc8/MpXrL6mz9eivLBy3nw9Ef8um0Tzmz5wyHNx0GoEv/LqSlpnHm4JnMY7hx5QZxMXHUql/ruWNLSU5h1KBR3Lx+k3kr5lG5auUXjn/FihWcOHGCCRMm4Ojo+G5PtiApKYkvv/wSBwcHhg/PuKCSEJ/Al2O+xMHRgTFfjOHimYusmLWCpu2aUr9pfaa6T8WpnBPdPuvGvAHzKOFSgg79OrBy0Eo0ehqGrxpOmF8Yizot4uT6kxgYG1C6dmksiltwcc9FFnZayN2Tdxm7aSwpCSmsHb6WgbMG8sD/Ab4nfHm/zfts+24bTdo2QVejy8GdB6nzfh10dHTwOuOVGfuzNnRpaWk5ceqEECLPybIdWFrWya2dhRGzOlcmKvHNSguySn7buRZ/o8/Jbq81g6soyl4yjtEMuK4oynkgc7UAVVXbZ/XePw0DNv/ZQeEu0O/fhZs3LF26lEWLFtGlSxdmzZqFrq4uP234iVlTZuFa3ZVvl37LypkrObT7EI3bNMaphBOLxy3GobQD9RrU49iGYxR1KEr9lvXxOeCDWWEz6revT8DpAC78fIGipYvS5NMmGOgbkBiZSPSTaLQpWkwKm1ClfhWc6zuTmJjI8TXH2f7Vds5uOcuIHSMoU6MMm77cRJESReg9rTdn9p7hp7k/0bRnU5zKO6FvqM+Dm39dHvrj4B/oanSp3bB25nOqqvLVuK84e/IsX8/9moZNG75w/Dt37mTBggV06NCBPn36ZMs5L+jmzZvH3bt32bhxI0ZGRgAsnb+UoEdBbNi+gZSkFL4a9hUOpRz4fOLnjOw4EnNLc/oM68OCwQsoWbEktRrUYuOkjVRuXJmKbhX5YeAPGJkZ8eHsDylTowyPfR+TGJOIWVEzes/tzeXfLrNj6g6C/IL4fMXnzOs7jwu7LtCgcwP2rN7D6NWjOX3gNNe8rlGlRhXO/XGOIROHUKp0Ka77/vUdNyEho5zG1NQ0R86dEELkZi8rRciqXjar6+sKZLYD8/jlCtq30GDgdep9c9LrlijM+y87UVX1MhnlDfne999/z6JFi+jcuTOzZ89GR0eHtcvXsvjbxTRu0ZiJUyfyxaAvuH75Op+N/Iw7PnfYumwrDds0JPJBJMe2HqN289o8ufYEnwM+uDVzI/R6KD6/+uBS14WqTapy7/Q9zq0+B4B5cXOsSlih0dPw9OZTru69ijpTxaGaA51md6LZoGas/mw18z+Yz4RDE3h8+zH7l++nUa9GdPq8E7P7zebGhRtUeq8SZhZmmX1z09PTObznMDXr1cTcwjzz+JYvWM7+XfsZPnY4nbp3euH4d+/ezbhx43jvvfeYNWvWG6+GJt7c6dOnWb9+PR999BH16tUD4Kb/TX5a/xPdenejes3qTB48mejIaBZsXMDCsQuJiYzhi2VfsHTYUmxL2eL2nhu7FuyiXtd6KHEKe2fvxa2jGzVa1+D40uPsHbP3uX3q6OpQz70eHrs9WNxtMbum7aLDyA7s+HYHg78bzMlfTxIWGIZVUSu8jnpRrXY1NizbQFJiEk6lnQi4GZD5WREREQBYWFhk30kTQog8IKtShEJGei+dic2q44GF8V/lBG8juYU377mb3V6rREFV1T9UVf0DaPPsz39/7t2GmHfs3r2bGTNm0KpVK2bNmvVcctu2Y1vGThrL8B7DCfAPYPyM8ZzdfZaLJy/SpV8Xbpy8wZO7T2jYpiHXfr+GjqJD9XrV8f/NH42+hnqd6vHU+ynem7yxLmVNx2860mNeD5oNaEalBpWo3rY6vZb2Yub9mfRc3pPE6ESWtVlGfHA8o3aOIio4is2jN9NzSk80+hoOrTuEa31XAG563wRAm6pFV5Nxufiy12WCHwXTslPLzOM7dugY3y35jk7dO+H++Yt9cTds2ICHhwe1atVi9erV0rg/Gzx+/JiRI0dSunRpxo8fD2TMss+eOhszczNGjBvBmaNnOLr3KO6j3bnmeY2LJy8y8MuBbJ6xGX0jfRp90Ii9S/ZSv3t9Yu/FcvnAZTp92QlNkoYfP/uR1MRUPlzyIVOvT2V++HwmXpjI+/3f58zaMxyYcoBPV37KQ9+HGOsbY2ZlxpVDVyhZsSSe+zxxfc+Va+evUapcKbRaLQ/vPcS6iDVhoX/V2z6rvbW2tn7pMQohREGVVSmComTU0/6dkZ5ulvUEcUl/JcM6b2neydbC6O180DvypjW4zV/yXL687flNnT17lnHjxlGnTh0WLFiARqNh8w+bM5PbISOHMPTDoURFRDFu+jg2ztlIRGgEnXp34uDag1gVtaK0c2ku7LlA1YZV0Y3VJeBMALU71CY9NJ3L2y9TuU1l2oxuQ0pQCocnHWbvqL0c/OogJ749wf5x+/muyXcsq7sMiyIWTPCagEtjF7YM2oKSptBmdBsu7rlIzJMYqjSqwqVDlzC1MMXYzJjw4HBSU1KJjojG0toSgIM7D2JkbETjthk3mD0KfMTk0ZOpWKUik7+Z/NzMbHp6OrNmzeLrr7+mefPmfP/995mXycW7ExMTw2effUZqaiorV67E2Dhjtbmjvx/F+5w3Qz2GYmRkxIKvFlCyTEmatW3GupnrqNOsDo+uPSIoIIgug7uwY84OqreoTtTtKO773KfnjJ6cX3Me/0P+dJzVkY+Wf0TIpRC29NzC6qarObfiHE0+b0LfH/py58wd/Pf7U7FJRQ4tPUStD2px8beLVKpbiZsXb1LSpSQhQSFYWGbMzoY+CcXYxDhzSWiAoKAggOeWExZCCJH1LGlUQiqzOlfGzsIIhb/qa7OqwP37fWdZtf16E0Z6uoxtWfbVL8xBr5XgKooyWFEUX6CsoihX//a4B1x9tyHmfnfu3OHzzz/HycmJVatWYWBgwO97f2f21Nk0bdmUoaOHMuzDYSQmJDLqq1Gs/GIlegZ6NGjSNhZxOAAAIABJREFUgN/W/Ybr+66o0SoPfB/wXqv3uH30NiYWJlSsVRHfHb4ULlmYpoOa8uDgA/6Y+weG5oZ0WNyBkT4jmR4znVlJs/jqyVf0+aUPhuaGbOyykYvrL9J/a3/Mi5vz64RfadivIYqi4LPXB6eqToQ8CCElKQVdPV20aVoe3X2EqqrYO9uTnJTM0X1HadiqIYZGhqSnp/PV2K9QVZX5K+ZjYPjXzGxycjIjRoxg7dq19OnTh2XLlsnMbTZISEigf//+3Lt3jxUrVuDk5ARAclIy82bMo7RLabr07MKOjTsIehDEqKmjWDNjDQAtO7fk0I+HaPtpWw4sPUDx0sUxSDfg3sV7dPmyCwenH0Sr1TLg5wE8PP6QVY1XceXnKxhbGWNkZYTPJh8WuC7AUN+QJiOb4PWjF24fuBEXHoellSXJCcmYmpqSmpyKgX7GWEhLzbiBLD4+/oWylcDAQAwNDSlSpEg2nkEhhMj9spoltbUwomM1O85MaMK92W05M6HJK1cVqzf7GLsuBf3nmJ4l07l9qd7XrcHdAvwGzOL5Fl+xqqpGvPWo8pDIyEjc3d3R09Nj7dq1mJmZccXnCpM9JlO9ZnUmTZvEsJ7DiI+Lx2OqB8smLsPKxoryLuU58csJ6rerz/Uj1zEwMaBS9Upc2XcF1+auhFwO4d6dezQa2Ij7R+7jucyT8m3L03B0Q+Ifx3Pv2D1ub7sNCliWsqRC1wpU7FiR8u3Ks+nDTewfv5/STUvT3KM52z22kxSTRDGXYjy48oCyzTO+dcVHxZMYl4iRiRG3r94GwLmCMycPnSQuJo7WXTMm57dv2c6FcxeYOnsqdg5/DejY2FgGDBjA+fPnmThxIp999pnU3GaDpKQkBgwYgI+PD4sXL86suwXYsn4LQQ+DWL15NclJyWxYuoGa9WtibmbOqf2n+HjMx2xbuI1iJYuRHJ5MXGQcTbs35eCig7Qd3Zbj849jYmVChykd2PbJNtKS02gzpw11BtTBwDQjWY15EsOP3X5k68db+ez3z/hj+R+E3ghFV0+XhPCMG8bSkjISWm1axqW1lKSUzL8nJSWhb6CfGfPdu3dxdHTMr6uYCSHEvza2ZdmXLp+b1expVjW4kFG/O+rny/8pno/qlGB6xxc7J+VGr1uDG62q6n3gcyD2bw8URcndjdDeodTUVIYPH05wcDCrVq3C3t6e0KehjBwwEptiNsxdPpcpQ6fw5OETPKZ5sPLLlVgWsaS8S3k893nStEtTrhy4gpWtFTYWNtw+c5t6Xetx98hdNIYa6vepj/dKb9JS0ujzSx+cqjvxS4df2NFzB9e3XyctOQ1tipbr26+zufVmTs04ha6eLl2+64Kuvi5nV5ylbJOMfwQPzj/AorgFMSExmUlHTEQMaSlpWNtZc9XrKqaFTHEs68jerXspZl+Mmu/XJDoqmiVzl1Crbi069+iceewxMTH06dMHHx8fFi1ahLu7uyS32SAtLY3hw4dz7tw5vv32W9q0+asEPuRpCKuWrKJBkwbUfb8uOzbsICoiioFjB7Jh3gYKWRWimE0xHvg/oGWvlpzZfoZmfZtxdMVRqrSqgv9ef3R0dWg3qR3bPtuGqY0pIy6MwLWLKxdXXeTQmEP4bvHFpLAJfbb1QVdPF69VXpRtWpbrB69jW86W8MBwAJLikgBITU597qe+vj6xMbGYmZtlxn3r1i3KlCmTXadQCCHyjI7V7J4rRbA01sNAo8Oony9T7etDVJ12CKcJ+zNnZ3vVLvGPn/dfqhPqOVvlmeQW3nyhBx/AAYgko+uEBfBEUZQQoL+qqhffcny52rfffsvZs2eZM2cO1atXJy0tjTGfjyE+Lp41W9bww6IfuOR1iXEzxrFh9gb09PWoVq0aJ7adoGnXppzfcR6Hsg4oMQohj0Oo17kePlt9KNOgDCYaE86vPk/13tWp1K4SB4ceJPZxLGU7lKXu6Lo41HNARzfj+0lachp73fdy/MvjFKtWDJe2LjjWdSTQK5DmUzPKphOiEjJuItPTJfJJJLoaXUKDMlp8lChXgp/W/IRrXVfCgsO4cOoCn474FB0dHVYtXkVsTCzjpozLTGATEhL49NNPuXHjBitXrqRJkyY58wsogGbMmMHRo0f5+uuv6dTp+S4W82fMJy0tjQlTJ5CclMxPa36idsPaGBsZc/7YefqN78fe1XspUa4EN0/fxKywGXGP4tDV16WoTVEC9gXQa3kvdg/bTZEyRXA/6I7nXE/OLTyHmq6iq6+LNkXL6dmn6X+hP1W6VuHy1svUHlmb679fp2SLksSGxaKjq/NXYpuS8TMlJWMG18zCjLCQMKyLZNxQFh0dTVBQED179szGsyiEEHlHx2p2dKxm90JHhb8vlfusu0IXNzt0dRS0b1hoq6erkKr95/f4BEaz61JQri9NeOZNrwn+TkYnBWtVVQuTcYPZL8AQYMXbDi4327dvH99//z19+/ala9euAKxavAqfCz5MmT2FW1dvsfPHnfQa0Is/fv2D6IhoWnZoyYltJ2jUsRHeu7yxL2uPTqwO0U+jqdWmFj5bfXDr4gYRcOfYHdovak+hQoXY3m07xtbGfOb5GT129cCxgWNmcgugMdDQfl17jIsY4/ezHwAm1iYkxyWTHJfRrtjAxIDwwHCs7Kx44PcAOxc7/C9kzNgZmBjw5METajSswb5t+1BVldZdWxP0MIitG7fS6cNOlC2fMROcnp7OqFGjuHLlCosXL5bkNhsdOHCAjRs38umnn9K7d+/ntp08epIDuw/Qb2A/HBwd2L9tP5FhkfQd0pfdP+xGz0APlwouPPB/QKNOjbh67Cr1u9Tn8v7L1O9dn3MbzvFev/fw/s4bPWM9Ptn1CXs+2YPnfE+q96/OiPsjmJw4mY4bOhLiG8LZeWdxbuxMSnwKOooOqqqioJCWkpax6Ij2z9KE5IzENjEp40aJIsWK8CjwEbb2GTeUXbt2DYDKlfPOrIAQQuSEl3VU+LvEVC2bzgW+cXJrZ2HE3K6ur3xdYqqWuQdvvtFn56Q3TXBrqKp68NlfVFU9BDRQVfUcUGDuLLp//z6TJk3Czc0tcxlanws+rFm2hvZd21O5SmXmTppLtTrV0Gg1+Hr50r1/d/av3k+NpjW4fuw6hW0LY5RuROSTSOq2r4vPLz7U/bgukdciCb0Vykc/f8SjI4/wWuJFrWG1cD/vjn0d+yxj0tXXxdLJktjHsQDEhcRhVMiI4BvBABhaGBL+MBzb8rbc8rpF6Rql8Tnqg0t1F7yOeaEoCnWa12HPlj3UqFcD+5L2rFm2Bh1dHQaNGJS5n2XLlnHkyBEmTZpEy5YtXxqLePuio6OZMmUKrq6ujBs37rltMdExTJs0jdIupRkwdABarZYtq7ZQsVpFylctz5EdR2jSoQme+zwxNjMmMSIRHV0d0uPT0RhoSI9NR0dXh+KlihN0KYhOyzrhOc+TgN8DaPddO9qtaoeFowWKjoJrX1dKtyqNzxofrEpaAZASk5HEpialoqPJ+C/lWYIbFxeHoZEhYSFh6OjoYGVtxaPAR5R0KgmAr68vIAmuEEK8StA76jv7OjeoPZPbe9/+3ZsmuBGKooxXFMXxz8c4IFJRFF3IsjtFvpKSksLw4cPRaDQsWrQIfX19EhMTmTRqErb2tkyYMoFvRn2Dnp4eXXp1Yft322nVvRVHNx7F1tmW2MBYVK1KCYcSPLr2iEa9G3H+x/PU7l2b8MvhRNyL4OOdH3N17VVu7LpBqyWtaL2kNRqDf64m0aZqibwbibm9OalJqTy88BB7N3v8DvqhMdAQFRYFgKGlIQkxCZSsWpKAKwHUblWbw9sP41rXlds3bhMcFEznPp15GPiQ3dt307VnV4oVz1id2dvbm6VLl9KxY0c++eSTd32qxd8sW7aMqKgopk+fjp7eX2Xvqqry9aSviQiL4Jt536BvoM/pw6d59OARvQb24sxvZ0iMT6RF9xac23+OOm3r4H3Am0oNK3HlwBWqtKjCpV8vUb1rdS6su0CJOiWwsLXgwvIL1BlVB7cBbi/E4tTMiegH0STHZFwdSI7P+BkXEYeBScb33OSkZPQM9Hj6+CkOZRy4438H+5L2PHr4CK1Wi0sFFwD8/Pyws7OjUKFC7/oUCiFEnrTrUhD1Zh975/uxMHr1LVW5vfft371pgtsLsAd2AbuBEn8+pwt0f7uh5U6LFy/Gz8+P2bNnZ/btXDp3KUEPg/h67tcc/PUgvhd9+XzS56ydsRZ7Z3sSQhJIjEukXMVyPPR/yPsfvI/fUT+a9W/G2TVnKdesHOlR6Ty+/JjeP/Xm1q+3uLXvFm1XtqX2sNqviCiD/6/+JIQlUL5zeS5vvUxybDLlPyiP98/eVGlfhXM/n8OmtA1+5/wwKWRC8KNgFEWhSMkiBN0LolWPVuzYsANrG2satGzA9yu/R0dXB/chGQs6JCQkMHbsWOzs7Jg2bZrcUJaNwsPD2bx5M506daJChQrPbduzYw8H9x1kyKghVHKthKqqbFy+keIOxWnYqiEn9pygqF1RNIqG+Jh4ylUvx9N7TylVqRQxoTEUL1Wc5LhkHF0dCb8TTq3PauG10AtDC0Maf934pfHo/fmfYFxIHACJsYnoG+sTcjcEvT9Xy4kIjcCxvCO3rtzCpYoL/lf9KVe5HNevZSzRW7FyRQCuXr2Kq+urL40JIURB9Kzu9l3N3v7d1PYV0fuHVSDyQu/bv3ujBFdV1TBVVYepqlpNVdWqqqoOVVU1VFXVFFVVA179CXmbt7c3q1evpnv37rRo0QKAWzdusWX9Frr17kYp51KsnLOSmvVrEnw3mJCgEFp1bsXFIxdp2bMlZ7efpWH3hpzbcg7Xlq7c2H8DS3tLKjWqxPU912kzuw266OK9wps6o+tQY9DrrW6cHJvM4bGHKVKhCI6NHTn89WFsq9oSeC2QhIgEStUrxW3P29TsUhOvXV7U61aPQ5sP4dbMjSO7jmBuaY69iz2exz3p3KczYaFh7Nq2i07dOlHEJqM36cqVKwkMDGTOnDmYmpq+s3MsXrRjxw6Sk5Pp37//c88/DHzIzK9m4lbbjU8HfwrAlfNX8LvkR+9BvUlOTMb7D2/qt62P72lfdHR00CgZVwKe9adVUzNqtbQJGSUFLs1duH3gNhU/rIi+qT4vExEQgcZQQ8SDjA6BYQ/C/sfemYfllP5//HXa971oU5JCisRIZJd9z0627GMZy4x9bDMMBiP7FrLvsiu7JJEsSaVIm1JSae/p/P5oNNNvMHwnBnNe1/VcXd3nnPu5u92e530+53N/3uhX1qcwv5C8/Dw0dDV4HP6YipUr8irjFaZWpqQkpVDTqSaht0LR0dXBrJIZSUlJxMfHU7t27fKfNAkJCYkvjNeR2j9XRfi7vNvypIujKUt61CpTsUFHVbGMkcSXssEMPrCKgiAINsBkwPLP14qi+NXvNMrPz2fq1KmYmpoyY8YMoOTx8OK5i9HQ1GD89+NZv3g9ebl5DBw9kOl9p9Oye0v8tvlhZW/Fw0sPMbIwIv1ROiqaKhhUMODRyUd47vZk/8D92LaxxWWMC2uqr8HQzpAWP7d4r3EV5RWxr9s+shKy6H65O8cnHScjLoN2i9rhM9qHGq1rcHnXZbQraJMYnwgCqOirkJmWSYOODfhl0i/0Hd+XPZv2oKqmSveB3Vm5dCVAqWh6/PgxmzZtonPnztSv/34RZYny4/Dhw9SpU6dMKS1RFJnz/Rzk5eVZuHwh8vIllo071u1AS0eLDj07EHgmkML8Qhq3b8y+xfuwtLMkOSYZRWVF8jLzUFJTIvt5NrrmuryIeYFGBQ2KcoooeFXw1nxvURSJPhONaX1THl99jL61PnF34rBoYAFAQkwCZtXNSLmRgqBUEgkoFEt2+tZtWJdNmzZRt35dBEEgKCgIgG+++eajzZ2EhITEl8D/r5DwumZtOZiOvRNdtbJpCa8rNnwNfGiKwn7gNjATmPKn11fPhg0bePz4MXPnzi2NYF70v0jQtSDGTBxD1sssju46Sue+nfHb64e8gjzmZuakJqZSp2EdEiITaNixIdE3onEb7UbQtiAaejYk4lgEokyki1cXwg+Gkx6TTouFLf425xbgVfIrdrbbSYx/DJ22dOLx9ccEewfTZHIT/Ff5IycvR8XaFXkS8gTXoa5c2XuFloNbcmLLCWo3rc2Vs1dQVVfF2c0Zf19/unl0Iycnh0N7D9G9V/fSne4LFy5ESUmJqVOn/s2IJMqbJ0+eEBkZWabeLcDpY6e5EXiDCVMnYGxqDEDUgyiu+l2l19BeqKiqcN3/Olp6WlR3qk70vWiq1q5KSmwKhpUMyUzJRMdYh5z0HDQMNMh/lY+Ktgri72ViXm8W+//EBcTx/MFzbDrZEHMxBv2q+sgKZbxMe0kF6wqkp6SDEiipKhETFYONgw03r93E1MKUwuJCkhKSaNi0xJjiypUr6OnpYWdn9xFnUEJCQuLz502R2o8tbhXlBX7s+PV+/n6owC0SRXGtKIo3RFG89fr1UUb2GZGYmMi6deto164dTZo0AUoiWWuXr8Xcwpwe/XqwffV25OXl6eDegXOHz9Gubzv8fPxwaOTAzWM3qVKnCg/8HmBsa8yLyBfIK8njOtSV27tuU39YffQs9Yjxi0FVTxWb9jbvHI8oijw4+ID1juuJD4yn89bOPH/6nJNTT2Lf3Z746Hhig2NpMq4JJ1ecxLG9Ixf2XsCwkiFp6WnkZOXg3MmZgNMB9B3Xl62rtqKipkK/kf1Yu2ItgiDgOaYk9/bGjRucO3eOkSNHYmRk9NHnWqIsV65cAShTjk0mk7F62WqqVquKex/30vad63aiqqZKj8E9EEWRkCshODV2Ijsjm6wXWZjbmpP1IgstAy2K8otQVFZEkBcolhWjoq1C7otcdCrroKimSFxg3F/GUpRfxJmJZ1A3UicjNQNZoYwXqS/QMdUh/mE8KvoqKKkq8fDOQ+wb2RN5NxJnN2eCrwTTslNL/E76IScnR9OWTRFFkYCAABo2bCg5mElISPzn+djVCRpW0WNFr9ql6QevS4N9LdHaN/Gh3yzHBEEYLQiCsSAIeq9fH2VknxErV66kuLi4TATz8vnLhIeFM+zbYWRnZXP60Gna92hPwKkAEMHC0oL0lHRqudQiJTaFb9p8Q3xYPM2HNSfkQAjOHs48ufKE4qJiXEa7AJCTmoOmqSbCW5K8xWKR6LPReDfyZr/7ftQN1enn1487vnfwn+dP7d61yczN5K7vXZqOb8qp1aeoYF2BjPwM0hLSaNS3EZcPX6bL6C7s9NqJaWVTTG1MuXL2CoO+HcTzlOcc2X+EPh59qGhSkeLiYhYsWEDFihWlqgn/Ejdu3MDY2BgLC4vStoBLAcQ+jmX42OGl4jAlMQX/Y/506tMJLR0tEh4nkJacRm2X2jyPLzH0MKpkRFFBibBVVFGkILcALSMtMhIzMKpmRHZqNplJmVTrUo3QLaGkRaWVvmdhbiFHPI6QGJxIs5+acW3NNSo3rkxsSCwaphooqigSHRaNZS1LcrJyQAkUFBXIL8qnuLiYNt3acOLICeo518PA0IB79+7x/PlzGjVq9GknVEJCQuIz5GNWJ2hYRY+dwxrQxdGUgKnNebyo/QeVBvtS+VAns4G///xzWoIIWJXPcD4/YmJiOHjwIIMGDcLU9I/FsHnNZkzNTOnQtQP7tuyjIL+ALv27ML33dBq0bkDwmWAqWlYkPiwebUNtMuIyUFZXRk1VjaL8Iur3q0/AigB0LXQxqFri6qRvo0/UySju7bpHzd41EeQE8jPziQ+K59HpR4QfDCcjNgNNU03ar20PauDTy4ecFzk0+b4JoWdCSQpLosnYJpz3OY+6jjr6NfQJOhZE54mdObDmANXqVSMxOZHk+GQW7l7IwmkLsahiQS/PXgwfMBwtbS2GjxsOwJEjRwgLC2P58uWoqn45pUG+Ju7fv/+XTVjHDx9HV0+XFm5/5Gkf9DlIsayYXp69ALgTeAegxJ0uPhUALT0tFBQVKMwvRNdEl/TEdCpWr8g172sY1ypJc7i96zYtF7ck8kQkG+tupHLzyuha6xJ+MJyXj1/SYlELQg6EUFxUTEZWBhoGGkTfjcbEwYSHdx+SnJKMua05wVeCadKhCScPnaROgzokJycT/zSe0d+NBkpMK+Tl5WnR4v1yzSUkJCS+ZppVM2TH9afl2qepjioBU7/6LVJv5UOrKFR+w+urFbdQknurqKjIiBEjStsiH0Zy++Zt+gzqg6KiIif2naBmnZpkv8wmPTWdxm0bc+/qPRq0b8DdC3dxautE2IUwajSrQcLdBJTUlajkVIns59lomWiV9usyxYUK9hU41O8QC7UWskBlAYu0F7HDbQfBq4IxsjOi646utFrZisBtgewfuh8dCx2cxzvjv86fjKQMnIc5c3bTWXQq6mDoYEjQsSBaj2jNqd2n0NbXxqGVA/4H/fGY5MGpw6dITkhmxq8z8D3kS8iNECZOm4i2tjavXr1i6dKl1KpViw4dOvwbU/+fJycnh6dPn2Jr+0dZluLiYgIuBdC4RWMUlUo2B8hkMk7sO0GD5g0wMS/Jm44IjUBDWwNza3OK8osAUFJWQttIm5fJLzF3KGnXsyp5APP45mOqd6jO5WWXycvKY9iNYdj3tyf6bDRBvwWhXUmbfqf78Sz6GY/OPcKmkw1xd+PQMNdAQVmBx1GPsaprRdLTJCpYVyAvN4+K1hVJTkxmwOgBbN2wFT0DPdzauVFUVMTRo0dp2rQpurq6n3hWJSQkJD4/Ljx8Xu59fkmmDB+DD62ioAZMBCqJojhcEISqgK0oisc/yuj+ZdLS0vD19aVbt24YGBiUth/acwgFRQU6de/Ek0dPiImIYeK8iQSfD0ZBUQE1FTVkRTLMq5iTm5lLVaeqBG0JosmgJiTdSkKvkh5y8nJoVNDgybUnpf1qVNBg+K3hhO0LI+FGAgigpq+GSV0T9G31CT8Zjt8vfqSEp6BroYvrZFfunbuH3wo/rBtbI1ORcW7LOao1qUZGbgY3T9+k9YjWnD96Hjk5OdoMa8O6+eto1K4RqrqqnFpximGThqFfQZ+lHkup71Kfrr26AiVpGSkpKaxZs0bKkfyXePq05G7eyuqPe8gnMU/IzMjE6Zs/DBjuh9wnNTmVcbPGlbY9fviYKjWqIAgCCkol/80LCwoxtTXl+pHrVHaqjCAnEH0zGtvmtvgt82Pc8XF4d/Jmg9sGem/rTfvV7Wm3qh3FRcWkPEzB9ztfYi7FUKtPLa4fvI6ZkxmRoZEY1zYmMyqT+Lh4LGpYEHgxkKadmnJ0z1Fq1K6Bpr4mAZcCGDdlHMoqypw/f56UlBS6d+/+iWZSQkJC4vPmY4jRL8mU4WPwocrFGygAXH7/PR5YUK4j+ow4cOAA+fn5DBw4sLStsLCQE0dO0KJ1C3T1dAm6WFLqqFGrRtwPvk81x2o8jXiKIAgoKZbUEdUx0gFAz1wPsVgs3RpZpWkVMuIyOP8nhxJBTqBm75q0XtYal+9dUDVV5craKyyuvpgj446gqKqI6xRXlCspc3r5aXLSc3Dq70TUvSgiAiJo0L8BD8MeEhcRR9tv23Jy90kUlRVpN7Id6xesx76+PY06NWLF3BU0atWIfiP7MXnMZOTk5Ji3ZB6CIHDnzh28vb3p2bOnVKP0XyQpKQmgTGpMTFQMADbV/9iIeOPyDQRBoEGzBqVtz54+w8SyJJqrbVDiEvbi2Ququ1RHFEVi7sZg72bPpS2XaDu9LXmZefjO8WWw72AUlBTY6LaRnyx/YqPbRpY7LmdFnRUkhibS8LuGBB8LRs9Sj9ioWCpWq8ij+48wr2XOy7SXKOkqgQCaRpqkJKUwZvoYVixcgbaONr09egOwZcsWjIyMymyck5CQkPiv8KZ6t9rv4SL2IXxppgwfgw/Nwa0iimIvQRD6AIiimCu8p6XV73a+N4EEURQ/+2feoiiyf/9+6tWrV6b+aHBgMC/TX9Kuc0nZpttBtzE2N8bYzJjosGja9mnLsyfP0DfRJzer5I5MQ7ekrJggCBhWMSTsVBh5WXnUG1yPx5cfc2bWGW5uu4mliyXySvK8Sn5F8oNk0qJLNvlom2nzzbBvUNBW4O7Ju5xedhptY22c+joRHhTOlT1XsGlkg0xJhv8efywdLDGqZsTBdQexdbLF2tmaDT9vwKmxE20GtGHuhLnUqF2DeavmMX/GfO7fuc+K9SswMTMhNzeXyZMnY2RkxLRp0z7xrEv8mZSUFAAMDQ3/aEsuaatQsUJp28N7D6lsUxlNbc3Stsz0TLT1SoStWVUz5OTkiL4bzYDpA9A31efMxjMMXjiY+a7zObf5HL29erNr1C7yMvPovas3GU8yuHfoHpmJmRhYG1C7T23SnqXh5+WHkY0RL7JeoKyhTGJyIia2Jjy4/QDHFo5cvXQV95Hu7PHZQ6vOrUhLTyPoWhDT5k5DU0uTmzdvEhgYyLRp08pYDktISEj8FzhyO4EpB+5Q+HtJxoSXuUw5cAcl+X/2pFRHVRFBgJc5hZjoqDKlte1Xv4ns7/hQgVsgCIIqv8cgBUGoAuS/57XjgXBA6+9O/BwIDw/n8ePHeHp6lmm/fP4yysrKNHAtiZY9CH1A7fq1SX+eTl5OHuZVzLl//j6auprI/b5gtY1KhMbzJ89x6OSA/zJ/zq04R/tZ7emxpQdVW1UlZEcIUf5RFBcVo2GkgXEtY+oNroeyvjKPbz7m6q6r5GXlYVLThDp96xBxI4Ir+65gamdKra61CD4bjJy8HI37Neb29ds8OPSAtoPa8jTxKfvW76N1z9bY1rdl9rezsa1py9KtS1nvtR7fg76MnjiaFm1KNvv8/PPPxMTEsH37djQ1NZH498jIyABAR0entC0nJwcADc0/3OSSE5IxtXjDB9nvt57KqsrUdKlJ4IlAPGaj4wkEAAAgAElEQVR60HVSVzZN3ETCowS6zu7KobmH0NDTwMPbg4OTD7K08VJMappQxaUKRmZGpESlcGLJCYryi7Brb0fYjTAQoVijGAVBgecvn1OhcgVCQ0Op5liNGzduoKqmyuAJgxnSZwjVa1anZ/+eiKLIsmXL0NfXp2/fvh9v4iQkJCQ+U+YeCysVt68plIkUyv53tzIBCP3R7R+O7OvjQwXuj8BpwFwQhJ1AQ2DQ310kCIIZ0B74iZIc3s+e06dPIycnR6tWrcq0B10Los43dVBVVSU7K5uUpBSsq1uT8eJ3MaKvgyAnIBaL6FYo2UCTlZ6FWU0zQo6F0GFKB5x6OHHqp1PICmQ0H98cpwFOOA1wQhRFspKzeBz0mAdnH3B2zVmykrNQ1lCmeqvqoAahZ0N5tO8R5g7mOHRx4PaF20RFRlGnbR1e5b/i9N7TmFYxpef3PTm87TDZWdmMmT+GuMQ4Fv2wiLqN6rJo4yI2r93MlrVb6NGvByPHjQRKLGF37drFsGHDaNiw4aedcIm/kJeXB4CKikpp2+t8aFH84wMyNycXdQ31Mtdq62uXmC78Tou+LVg+ejlXj16luUdzLu68yPpx65l+aDpuY90463WWqOtRdP+tOy+iXxB1MYpb+29RXFSMjqkOju6O5OTncOPwDQwsDMghh1cvX6FmqkZmSiaq6qoUpxdjVsMM372+/Lz+Z1YtW0XGywzWbVuHgoICx48fJygoiDlz5qCmpvYxp05CQkLisyQ9p7Dc+/yv59q+jQ8SuKIo+gmCEAI4U3LTMF4UxdT3uHQF8D3w1pCgIAjDgeEAlSpV+pBhfRT8/PyoV68e+vr6pW0v0l7wKOIR7bu0ByAxLhEAUwtTZEUld19yCnJo62vzIOgBlg6WAIRdDaOZZzN8JvgQuCcQjy0eKCgrcHbJWc4uOYuOqQ4Kygpkv8gm9/dEcxVNFWxb2KJjoUPsg1gCjweCANWbVQdVCD0fSlF4EbVa1kKmKCPAPwAVdRU6jepERHgE3su8sa1lS79J/fD28ibsdhjug9wZM20MC+cs5PC+w7j3dWfmgpkIgsC1a9eYMWMGLi4uTJ48+RPO9JfFv71O1dVLhGxWZlZp6TYFBQUK8gvKnGdVzYqwW2GIooggCDTp3oQja46w7od1WNeyZsquKfzY9kcWdFlA/3n9Gbl9JHun7WXdoHVoV9TGqq4VNXvWpCC3gPiweC7uuYi8ojz2be25F3yP4uJidKroEBsZS1WXqty6dgv3Me5sX7+dbh7deP7iOX4n/ZgwdQLV7KqRlpbGvHnzsLOzk6K3n4h/e61KSLwP0jr9Z0i5tm/nvQSuIAh1/l9T0u8/KwmCUEkUxZB3XNsBSBFF8ZYgCE3fdp4oihuADQB169b92A517+TZs2dERkbyww8/lGm/e/suAI51HQHISP89aqung5pmSUQqOzMbixoWnPE5gyiIVK1XlQs+F1gSsISgfUFsH7edwrxC+m/sT/MJzYm8GEnc7TiKi4pR1VZFv7I+KEBceBwhx0PIPp6Nrokudd3r8jzlOcGXglFUVqSWWy1yCnIIvBCIoooiLfu1JCsvi72b96KqocqouaPIyMlg+qjpKKso89O6n7CvZ88IjxHcvnmbEeNGMGbiGARBICQkhJEjR2Jpacnq1atRUPjQwP5/h0+5TpWVlYGSSO5rYVvBuCT3NikhCaMKJc5yhhUNSU5MLnNto3aNWDZlGfdv3Me+vj3y8vL8sOkHprSdwvQu05nmPY25p+eyZtQavL/3xqKmBa0mtUJNRY0H5x8QdzeOR9cfoaCsgJGVES4DXEiMS+S633VMbEwokC8gNjIWhxYOXD13lU6DO7HfZz8169SkWcdmDB8wnEZNGzF4xGBEUWT69OlkZWXh4+ODvLz8x5w2id/5nD5TJSTexn9tneqoKvIyt3yiuKZSru07eV8l8+s7jonAu7ZDNwQ6CYLQDlABtARB2CGKYv/3fO9PTlBQSWWE//+Y/mHYQwRBoHrN6kBJ2SUoqS9qaGyIvII88THxtOtVsgEtwDeAzhM6s7TfUg4uPsgon1FsGLKBbWO3cXLZSao1roaxrTGG9oa8THpJ7L1YLuy5QEFOAcrqyti1sENZT5m7V+5y8fBFdCro4NLThYS4BC6fvoyaphqtBrQiMycT3/2+yMnL0dWzK2bVzNi2ahuJTxNp3r453839jls3b9HNrRsF+QX8svKX0k1ygYGBjBw5EgMDA7Zu3YqW1heRIv2f4PXTg9TU1FKBW6VqFQCiIqKoVacWANY1rDm8/TCFBYWltXGbd22Oz3Iflk1ZxppTa1BVV8XU2pQFhxawYMACprSZQodhHRi5eiRhl8I4vuo43t97I8gJmNqaYlTVCF1FXbLSsngY9pCcwBy0DLSo360+QReDEItFarnV4srZK7j1dOPs6bNo6WgxYe4ExniOwdjEmEW/LUJOTg5vb2/8/f2ZOXNmmZq+EhISEv81OtQyLhdDBwH+0yYO78N7CVxRFJu9z3mCILQSRdHv/107DZj2+/GmwOTPWdwC3Lx5Ew0NDapVq1amPToqGlNz09L8wddioiC/AEUlRarUqMK9oHsMmzEMuwZ2HFp1iPU31tNsQDMO/3qYosIixh0Yx+1jt7lx4AZB+4MoyCl5tKykpoSxrTEufV1Q0VHhScQTrvldQ1Yow6a+Dbautty7cQ//Q/4YmBrQzrMdiYmJHNl9BEVlRToM6EBl+8oc2HYAny0+VKlWBa89XphYmDBv5jwu+l2kZq2a/Lz8ZypXqQzA4cOHmT59OhYWFmzdupWKFSt+wlmW+DtMTErKfMXHx5da9Zqam6Kto03orVDc+7gD4OTixJ6Newi+EoxLi5IKfmoaakxeNplp/aYxvvN4ftz4I6aVTbGyt2LlpZVsnbOV4xuPc2rrKZzbOtNhUgc01DV4dPMRMaExvEh8gUwmQ11bHad2TiiqKxJ2M4wLvheo6lgVOS05rpy9Qrt+7bgacJXCgkIWblrIzCkzKSwoZNWeVWjraBMYGMiiRYto1aqVZPcsISHxn6e8DB2kvNu/p7yfRf8C+P3tWZ85ISEh1KpV6y+PUmNjYrGobFH6u7ZuSXWEly9eAuDcypkdy3eQFJvE0HlDmeQ2idUTVzN+1XjkFeQ5tvIYF3wu0GJQCxoObkj7ae3Jy8ojMzWTpJgkIm9E4r/Pn/ycfLSNtHHt6Uq+mE/gqUBCb4VStXZVOo7uyP3b99m/dT8a2hr0Gt0Lg0oGHPQ5yG6f3ZhZmjF7xWycmzvjs8mH7UO2Iy8nz+QZk+k3pB8KCgrk5eWxaNEifHx8qF+/PmvWrCmzU1/i88Da2hqAyMjI0qcJcnJyODdyJuBiADKZDHl5eZybOKOrr8u+LftKBS5Avab1WLBtAQu/XcjgxoNp5d6KDgM6UM2xGt8u/5Zu33bj2KZjXDp4iStHrgCgb6yPkbkRqsaqFOYXkpSYxO2btxFFEXMbczqM7MC5E+d48eAF/b7rh+9BX7JfZbN061J+/flXnsY+Zd22dVhVtSI2NpaxY8diaWnJkiVLeM+KghISEhJfLeVh6CDl3b4f5S1w3/kNJoriReBiOb9nuZKVlUVERATjxo37y7GE+AQcHB1Kf39dmulpTMnjhvb927Nr5S52ee1i0tJJeMzyYNu8bchkMkYvHY1LNxdOrD7BsZXHOCo7+pf+Taqa4NrLFVVdVR7cfMDJvSeRV5DHuZ0zeuZ6XD5zmdANoVQwq8CwmcOQCTIObD/As4RnWFa15MfffsSluQt7fPawoMkCsjKzaNe5Hd9N+46KxiXR2Xv37jFlyhSioqIYMmQI33//vVSP9DPFyMgIU1NTgoODGTx4cGm7Wzs3zhw/Q9C1IFxcXVBUUqTfyH6s+mkVQZeDqN+4fum5zi2d2XR+E7u8dnFq9ylO7T6FoYkhjg0dsXe2p2X/lnjM9CA2PJYH1x8QGx5LakIqr16+QlFJESsHK1y7uiIoCVw7d429m/ZSqWoleozpwcblG1FQUmD59uV4rfAi9FYoS1Yv4RuXb8jIyMDT0xNRFFm/fr1Uck5CQkICUFOSJ7vgfy8JJuXdvj/lLXC/+ATxkJAQRFHEycmpTHtWZhaZGZmYmv+xqNTU1TCvbM6D0AcAGBob0nlwZw5uOIiLmwvu49yRk5Nj27xthF4KpYNnBzpP6cwIrxEkP04mMzWTwoJC8vPySU9NJywojDMHz5Cfk49RJSO6ftuV7Pxszh05R+bJTKrXqU7vb3vz+MljtqzdQlZGFrW+qcWkBZOwtbdl59adzPtxHq+yXtG0VVPGfDeGanYlaRZZWVl4eXmxdetWDAwM2LJlC02aNPl0EyvxP9GkSRMOHz5MTk5OaWpMkxZN0NXTZfe23bi4lkRs3Qe5c2zPMeaMncPmY5sxqWRS2oehiSHjF47Hc7onV05c4br/da6fu87Z/WcBkJOXo6J5RYxMjdDR10HLQgvNYk1eZb4i8lEk/qf9KZYVY1rZtKTkXEIcy+Yuw8rWivlr5rN4wWICrwQyf+l8WrdvTUFBAaNGjSIuLg4fHx8sLS0/+bxJSEhIfI7kvEPcvhav3+0NfaOYkvJuPwxpu/z/Izg4GAUFhb9Y1MY/jQcoI3AB6jSog5+vHwX5BSgpK+E5zZO71+8yb8Q8Zq2fRbdvu+HUwolt87exb9k+9v66Fzk5OVQ1VRGLRXKyckr7MjQzpHmv5lSwqsC9W/fYvWk3YrGISxsXGrVvRHBgML/M/gVZkYwmbZrQd0Rf1LXU8dniw3djvqOwsJCWbVsyZNQQ7OztACgoKGDfvn14eXmRlpZGz549mTp1qrSZ7AuhU6dO7Nq1i+PHj9OzZ08AlFWU6TWgF+t+W0f4/XCq16yOiqoKi7csZlinYXh29mTmrzNxae5Spi91TXXa9G5Dm95tEEWR+Jh4ou5F8fjhYxJiEkh9lsqjsEfk5+YjCAKaOppUrFQR13auVHOqRmxMLN7rvElNTqVr/64MHDeQH8b9QOitUOYtnkeXHl0QRZHZs2cTFBTEr7/+Sr169f6NaZOQkJD4LHlXFPC1eF1yJoKEN6QySHm3H0Z5C9wn5dzfJ+fq1as4ODiU7lp/zaPIRwBUtq5cpr1x68Yc3XWU65eu09itMcqqyizauYip/aYy02MmrXu1pt/4fszeNZv05HTCg8OJuRdDdkY2gpyAlp4WxpWNkVOW40HIAy4cvUCKTwqaOpp0G9qNGs41OHnwJLPHz0ZJWYkOvTrQd3hfUlNT2bBmAxf9L6KsrEzH7h0ZPGIwlSxL6ggWFBTg6+uLl5cX8fHx1KtXjw0bNlCrVq1PM5ES5ULdunWxtbXF29sbd3f3UqMHD08Pdm/bzeL5i9m8ezNycnJYVLFg3aF1zBo9i4keE7GsaknLji2xsrFCR18HJSUlAIrF4lKjCCNzI4wrG6OgqFDat0wmIzsrm7TnaTyNfsqd4DtsWb+FwoJCan1Ti5/W/YSqpipD+wzlWdIzfvH6hTYd2gCwefNm9u/fz7fffkuXLl3+hRmTkJCQ+LKZ0tqWaYfukVv4R7RXyrv9cN63Dm63dx0XRfHQ7z/fed7nTlJSEvfu3Xuj0cGdW3dQ11AvrUDwmvqN62NQwYBD2w/R2K0xALqGunj5erHlly0c3nKYM3vPYG5tjoOzAyYWJqgZqiGnIcfzxOc8vPaQyHWR5LzKQV5BHidXJzxneCLKi+zfup9tm7ehqa3J4PGD6TG4B/fv3GfaxGncCbmDjq4OoyaMordHb/T09QDIzs5mz549bNmyhWfPnmFnZ8e8efNo3LixtMnnC0QQBEaNGsWECRPw9fUtFY2aWpp8N/U75kydw57te+g7qMQ8wcrWis3HN3NszzHOHz/P5uWby7ie/S/vb2Ftgfsgd9p0a4N1dWt2bd3Fb7/8hqaWJpt3baZ23ZKnHQEBAfzyyy+0adOGCRMm/PM/XkJCQuIrQ+DNUdw/fzu/zq9dciaCxJe5mEh5t/8Twvt8+QmC4P2Ow6IoikPKb0glxZ5v3rxZnl2+F15eXqxYsYJz586VyRssKiqilXMr7B3tWblx5V+u27RsE5uWbWL3+d1UtikrgF88f8HZvWcJvRZKeEg4WS+zSo+pa6pjbm2ObS1bajWohaWdJZfPXOborqMkxCZgbG5M76G9adezHdeuXGPTqk08fPAQEzMTBg4bSJeeXUrzMpOSkti+fTt79uwhMzOT+vXrM3LkSFxdXb9WYfuv/1Gfap0WFxfTtWtXnj9/jp+fX+nTBVEUGT1oNEHXgli/fT31Gvw1HSD7VTaJTxPJSM8odTuTk5NDkBNALInWymQyigqLKC4uBkBeXh5VdVX0DfUxqWSCmroaBfkF+J3yY8u6LUSGR9KkRRPm/DIHA0MDoKRWb/v27dHV1eXAgQNoaGh89Hn5gvjPrFWJL55/da3+F9ap5dQTbz32ZFH7TziSL5r3WqfvJXA/Nf/GIs/OzqZZs2bY2dnh7V1Wzx89cJSZk2ayYsMKWrRu8Zdr09PS6eHag9r1a7PUe+lb30MURfJy8ijIK0BFTQUlFSWyMrK4fvE6/sf8CTgXgKxIhqOzI+6D3HF1c+Wi30XWrVxH1MMoLK0sGTp6KO27tC+tfBAZGcnmzZs5evQoMpmM1q1bM2TIEOrU+f/mc18d/ynRcPv2bdzd3enfvz9z584tbc/IyMCjmwfPkp6xfP3y0k1nH4ooiuRk5/Dq1SuyX2WTlZlFWmoacU/iCLsXRuCVQF6mv8SyiiWjxo+ibae2ZW6cJkyYwJkzZzhy5Ihk5vBX/lNrVeKLRhK4H5kq004ie4vukiokvDfvtU4/OAdXEIT2gB0lrmQAiKI470P7+dzYtGkTaWlpfykPlvo8lRWLVmBf255mrd7sd6Grr8uA0QNYu2gtkWGR2NjZvPE8QRAoLi7mUcQj7gTf4cblG9y7eQ+ZTIZhBUN6De1F576dqWRViQt+F+jVoRePIh5hWcWSRb8tok3HNqW1ee/fv4+Xlxf+/v6oqKjQu3dvPD09MTMzK9+JkfgscHR0ZMiQIWzZsoXmzZuXVsDQ1tZmw84NjPQYySiPUQwcPhDP0Z5oab95E2FGRgYP7j3g4f2HPIp8ROzjWJISk3iR+oKioqI3XmNoZEjDJg3p2K0jDVwblObqviYiIoJjx44xZswYSdxKSEhIvIM+9c3f6mSW8DKXaYfuAUgitxz4IIErCMI6QA1oBmwC3IEbH2Fcn5T79++zZs0aOnbsiKOjY2l7QX4Bk8dMJiszi7Xb1v7li/01xcXFWFpbAhB2O6xU4GakZxB0KYh7t+4RFxNHbEwsSXFJpdfZ2NnQf3R/GrVsRI3aNZCXlyfgUgDfj/+eB/ceUMmy0l+EbWRkJL/++iv+/v5oaWkxYcIE+vXrh56e3keaHYnPhUmTJhEQEMDkyZPx9fXF2NgYgAoVK7Dz8E4W/rgQ73Xe7PLeRYPGDTCrZIauri6ZGZnEPY0j6mEUcbFxpf0ZVTDC0sqSBq4NMDA0QEtbCw1NDdTV1dHU0ixJUTA1QVdP953junz5MgD9+3/WBoUSEhIS/zoLutgDsDso7o2R3NxCGUvOREgCtxz40AiuiyiKDoIg3BVFca4gCL8Chz7GwD4V6enpjBkzBgMDA+bMmVPaXlhQyMRRE7kVdItFvy0qrSf7GplMxt3gu/gf8+fS6UukJqeipKyEQQUDZDIZm5dtZvfG3eTm5KKqpoqFtQX2dezp1KcTtna22NWxK3VCAwi/H86KX1Zw7fI1zCqZMW/JPDp264iCQsk/UVpaGitWrGDPnj1oaGgwYcIEBg0aJBXQ/w+hoqKCl5cXXbt2ZdSoUezZswcVlZIHKWrqasxfOp9+g/txcM9BAq8EEhQQRG5OLsrKyhibGVOtRjW69eqGXS07qttVR0e3fNzrXrvgrV69Gk9PTzQ0NJDJZGRlZZGZmUlmZiYFBQUoKCigq6uLsbExBgYGX2tuuISEhMQ7WdDFngVd7Kk89cQbN5yVh9uZxIcL3NezniMIggmQBlR+x/mfNbm5uYwYMYKUlBR2795d+kWd/SqbiaMmcu3yNWb9NIv2Xf5I/I56EMUhn0OcO3aOzJeZqKiq4NLcBVc3V1xbuaKhpUFoUChbftsCwOZjm7G1ty0Vqv+fwoJC1q5Yy+a1m9HU0mTKrCn0HtAbJWWl0nNOnjzJjz/+SEZGBv3792fs2LFSxPY/SpUqVfj1118ZOXIk3333HV5eXmXWVjW7asyYPwMoebIgK5KhoKjwUcWku7s7EREReHt7s2PHjve6RkdHBwcHB5ydnWnatCk2NjaS4JWQkPhPYaKjKtW7/Yh8qMA9LgiCDrAECKGk2sWmch/VJyA/P59vv/2WkJAQvLy8So0dkp8lM3boWCLDI5m3ZB5de3ZFFEVuXbvFjrU7uH7xOsoqyjRp04TGrRvTsEVDVNXKLsaaTjWxsbMhKzMLM0uzt4rbnOwchvUbxt3bd+nasytTZk1BU+uPiGx+fj7Tp0/nyJEj2Nvbs2PHDinHUYJWrVoxa9Ys5s+fz9SpU1m0aNEb15icnBxySm9OqylPBEFgxowZtG/fnqioKLKzs1FUVERdXR1tbW20tLRQUlKisLCQ9PR0EhISiIiIICQkhMWLF7N48WJMTU1p0KABjo6O1KxZE2tr69LotISEhMTXiFTv9uPyoQJ3sSiK+cBBQRCOU7LRLK/8h/VxKSgoYNy4cVy8eJEFCxbQtm1bAB6GPWTM4DG8evWKlZtW0rh5Y6IeRPHb3N+4GXATgwoGDJ8ynB6DeqCp/fbUAAUFBSbOn8jY3mOZMXIGK3evfGP+7rzp87h/5z5LVi2hTcc2ZY5lZWUxfPhwbty4wfjx4xk9evRbhbLEf49BgwaRlZXFihUryMrKYunSpe+drlJcXExoaCgXL14kNDSUx48f8/LlSwRBwMjIiDp16jB06NAPupkSBAFHR8cyOezvw7Nnz7h48SIXL17E39+fAwcOlPZXoUIFLCwssLKyokaNGtSpUwdbW1sp0ishIfFVINW7/bh8UJkwQRBCRFGs83dt/5SPWSqkoKCAsWPH4u/vz9y5c0s3xvif8mf6d9PR1tVmtfdqjI2NWbNoDUd2HEFTSxPPSZ507tsZAYGY8BjiY+J5lfEKJRUlDCoaYONgg45B2ZzGo7uOsvD7hXiM8WD0tNFljiU/S6Zl/ZYMHT2UCT+ULYoviiLjxo3j7NmzLF26lI4dO36UufjC+ddVzudQ0mb79u0sWLAAU1NTZs+eTdOmTd8oAF+L2tOnT3PixAmePXuGvLw81apVo2rVqujr61NcXExcXBzXr19HTk6OnTt3UqNGjX88xry8PJKTknn16hUK8groG+qjb6D/l3GKosiTJ08IDw8nOjqa2NhYYmNjiY6OJiMjAwAzMzP69OlDv379vqT8c2mtSnwpSGXCJL4Eyq9MmCAIFQFTQFUQBMc/da5FSVWFL4I3iVtRFNm6fivLFy3HwdGBFetXEH4nnEn9JvEi9QW9hvait2dvgs8HM63fNMKCwygsKHxj/9Y1rWnetTkd+ndAQ1uDTn068fDuQ7av3o5lVUvaubcrPTcyPBKARk0b/aWf8+fPc/LkSaZMmSKJW4l34uHhQY0aNZgyZQqenp5UrVoVNzc3rKysUFBQICUlhbCwMK5evUpqaiqKioo0btyYKVOm0KJFizeKxISEBLp06cKyZcvYtOnDMpCKioqIeBBBSHAIobdCCbsbRmJ84l/c1DS1NKlZqyYNGjWgeevmWFS2QBAEKleuTOXKZdP6RVEkPj6ewMBAfH19WbJkCVu2bOGHH36gW7duUkRXQkJCQuIvvK+T2UBgEFAX+PPtVSaw7bVVb3nxMe7iZDIZEyZM4OTJk8yZM4cBAwYgk8lYPG8xu7buwq29G7MXzmbD4g0c3HYQ6+rWjJ89ntDLofhu9SU7KxuLqhbUb1mfanWqYVTRCDVNNRSVFXme+JwHIQ+47ned+zfuo66lzqApg+g8qDMAE/pP4E7wHbx2e1G7fkmub9jdMHp37M3ydctp2bZlmbGOHDmS0NBQrl69KqUlvJ1/XdV8TtGGwsJCDh8+zL59+7hz506pKxmAgYEB33zzDa1ataJZs2bvFfns3bs3cnJy7Nq1663nFBUV8SjiEeH3w4l8GMnDBw8JuxtGbk7JpglTM1PsatlhbWuNqZkpmlqaFBUWkZKcQnRUNLeDb/Mo8hEANexr4NbejRatW2BpZfnOsd25c4cFCxYQEhJCu3btWLRoUam722eKtFYlvhSkCK7El0D5O5kJgtBdFMWD//OQ3pPyXuSiKDJ79mx27drFtGnT8PT0pLCwkJmTZnLy6Ek8PD3oN6gfM0bOIPxOOL09e2Nuas7WJVvJycrBtZ0rdRvW5Wn4U8ICw0h4lICsqCQpXBAEKlhUoIZzDVw7u6JhoMHmRZu5dekWNerWYObamahpqjGs8zAy0jPwPumNsZkxeXl5NKnThLYd2zLnlzllxtusWTMcHBz47bffym0OvkIk0fAW8vLySExMpKioCAMDA3R1dT8oyimTyahXrx4tW7Zk8eLFZY6JokhIcAj7d+7n0rlLvMp6BYCqqirWttbY17bHsZ4jjnUdqVCxAjKZjKfRT4l7HEdGekmagZ6hHpVtKmNsZsyzxGecPXmWU76nCLsbBoBFZQucGzlTr0E9nL5xKrUD/jPFxcVs3LiRpUuXUr16dTZv3oyhoeH/OmUfG2mtSnwpSAJX4kvgoziZBQiCsBkwEUWxrSAINYAGoihu/uDhfUI2b97Mrl27GDFiBJ6enhQVFTF1/FTOnjjL+B/G07BhQ4Z1HkZuTi7TF0/n3N5z+K7zxbGRI3b2dgQcCeDW0VuoqKtQ/Zvq2DewR0VNBQVFBYqKikh8ksiN0yVG920AACAASURBVDc4v+c8RuZGuE9wp3Wv1qz4fgWjWo/iJ5+fWOK9hCEdhvD9kO/ZeHQjKqoqtGzbklPHTjFx+sQyzlMFBQWlVrwSEh+KiooKVlZW//P1ISEhZGRk4OrqWqY97mkcc3+YS9C1ILS0tWjZpiXOjZyxc7DD3MK81IwkOTGZq2evEnghkJDAEHJe5bzxfSqaVaRJ6yZ06NWBgcMGkhifyEX/iwRcCsD3oC97ffYCULVaVZq7NadLjy6YVSpx6pOTk2PEiBHY2Ngwbtw4evfuzY4dO0rNLyQkJCQk/tt8aAT3FOANzBBFsZYgCArAbVEU7ctzUOV5FxcQEMCgQYNwc3PDy8sLQRCYNWUWR/cfZfLMydSsUZPJgyejo6/D0G+HsnH+RmRFMjr17UTQ8SBSnqZQrW41LK0tSX2SSvTtaPKz88u8h76pPjVca2BUxYgg/yAib0ViU8eGPtP6sHzqcl6kvOAnn5/Iy89j4sCJdB3QlR8W/sDDsIf0aNeD8d+Px3OMZ2l/PXr0QEFBgd27d5fLHHylSFGxj8SsWbM4fPgwQUFBpY/+g68HM86zxMb620nf0q13N1RVS8rjZWdlE3I9hFvXbhF8JZjoh9EAmFQy4RvXb7Cva0/lqpXRNdBFFEVSk1OJDIsk6FIQ1y9ep7CgEPu69vQa2oumbZuioKBAYWEhD+494GbQTQIuBnDrxi0AOrt3ZvwP49E30C8d761btxgyZAh6enrs3bsXIyOjTzld74O0ViW+FKQIrsSXwEdJUQgWRbGeIAi3RVF0/L0tVBTF2u+4xhzYDlQEioENoii+89l7eS3ylJQU2rdvj76+PgcPHkRdXZ21K9ayZvkaRk0YhbOzM98N+A6TSiZ07dmVDfM3UKlKJWxtbbl6+Cqm1qZUta3KHb875OfkY2ZrhmkVU1TVVJFDDkFeADl4+eIl4YHh5GTmYOVohYObA8e8jyErlDFq6Sh8vHxIeprE0v1LOXfqHDvX7WSJ9xJcW7ky0mMk4ffDOXX1FGpqJfv15s2bx969ewkJCUFZWfkfz8NXiiQaPgKFhYW4uLjQoEEDVq5cCUDozVCG9h2KmbkZa7etxcTMhOysbE4dOsW5Y+e4G3wXmUyGkrISDvUcaNC0AS4tXNDS1iLwbCAhl0N4FPaIF8kvKJYVo1dBDxsHG5xbOuPg4sCFUxc4sPUACbEJVDStSPeB3enUp1MZp7+khCR8Nvuwe3uJIcuS1UuoW79u6fHQ0FA8PDwwMTFh9+7d6Oq+2174EyOtVYkvBUngSnwJfBSBexHoDviJolhHEARn4BdRFJu84xpjwFgUxRBBEDSBW0AXURQfvO2a8ljkoigyevRoLl26hK+vL9bW1lw+d5kxQ8bQyb0TQ4cPZXjX4RhUMKBLjy5smLeBOg3rUJxZTNTtKBq1a8Sja4/IepFFLddayBfJE3UtCtmfCjL/Gat6VpjYmxDsH0x6Ujpunm6EBofy9OFTxiwbw7aV28jNzmXViVVMGTqFjPQM9lzYQ8TDCAa6D2TqnKn0G9wPgHPnzjF8+HC2b99Ow4YN/9E8fMVIouEjcPnyZQYPHszatWtxc3Mj/UU67m3dUVZWZueRnWhqabJ7w268V3qT8yoHK1srXFu58o3rN9R0qomsSMbVk1fxO+jH7Su3KS4uxtDEkGqO1TA0MUReTp6UxBTCboaRmpSKupY6XYZ0wX24O3eC77Bn0x5CAkNQUlaiZaeW9Bzck2oOf9hkRz6MZNLoSSTFJ7FqyyqcGzmXHgsMDGTIkCHY2dnh4+NTGmH+DJDWqsSXgiRwJb4EPorArQN4AXZAGGAIuIuiePcD+jgKrBJF0e9t55THIj9//jzDhg3j+++/Z8SIEbxIe0GXll2oULEC67evZ3jX4eRk5zBy4khWTFlB3cZ1yYrPIuVpCg2aNyDYN5hK1Suho6ZDdFA0mgaa2Na3RUFQIC8jj4LsApTUldAw1EBQFogMjiT5UTKWdSzRtNDk+rHr1G1fl2cpz4i5H8PYlWP5deqv2DjYMGTmEIZ3GU7f4X0ZO2ssA90H8izpGScunUBBQYHc3FycnJzo06cPs2bN+kfz8BUjiYaPwLRp0zh58iQ3btxAWVmZGZNmcMr3FDsP76SSRSWmDJlCSGAIjVo1Ysj4IdSoXYOcVzlc97/O5WOXCTofRH5uPsaVjGnerTnNOjdDWVGZsOthJD9NpjC/EAMTA2o41yAnN4dDGw9x5eQVtHS1GDF7BK17tSb6YTQHtx/kzKEz5GTn0LBFQ8bOGoultSUAL9Je4NnXk/jYeHb57sLaxrp0/KdOnWLs2LG0aNGCNWvWlOYF/8tIa1XiS0ESuMCR2wlvNF94W7vEJ+ejCFwV4FugNZAFBAJeoii+l5uZIAiWwGWgpiiKmW87758u8uLiYtq1a0dRURGnTp1CUVGRqeOncubEGfaf3I+Plw/+vv7M+nUWK6esxMLGAuUiZeIi4qjfuD63Tt7CqYUTT649QSwWcWzhSGxgLBlJGSgoK1CxekXUdNTIzcwlKSyJovwitE20qdmpJgEHApAVyqjXpx5ntp6hfuf6hIeFk5+TT5cJXVg1exUTl07kdshtzh45y4GrB7h/9z4TRkwoUzJs8ODBxMXF4e/v/z/Pw1eOJBrKGVEUcXZ2xtnZmd9++42IBxH0aNeDQSMGMea7MYzqPoqIsAimL5lO+x7tiQ6LZu/avVw+fpmCvAJ0DXVp3L4xLbq3wMbBhiuHr+C73peYezFAycYweUV5CvNL6kib25rTf1p/DCoZ4DXDi7DgMGo3rM3UlVMxMjUiOyubg9sOsm31NgryC5g4byJd+3cF4Hnyc9zbuaOjo8O+E/tQVvkjlWfr1q3Mnz+foUOHMn369E8/kX9FWqsSXwr/eYF75HbCG+1zuzuZcvBWwl/aF3azl0Tup+e91umHGtVvB6oBP1MSya0K+LzXaARBAzgITHiTuBUEYbggCDcFQbj5/PnzDxxWWc6cOUNUVBTjx49HUVGRu7fvcuLICQaPGExaUhpnDp/BY7QHhzccRkVNhSqVqxB9J5om7Ztw6+QtnNs6E3U+CgMzAypbV+buobsYVDag2fBmOLg6QCqk3UxDeCFQr3092k5ui7axNgHrArB3tkffXJ8bu27Q0qMlQUeDaN6lOVnpWTy9+xT7+vZsW7KN/qP6UywrZt/mfTRt1RRDI0OOHT5W+jc0btyYx48fk5CQ8I/mQqJ8Kc91+rnx6NEjUlNTadSoxHzEe703aupqeI72ZPXPq3lw5wEL1iygebvmLP9+OcNaDCPgVABte7dlxZEV7Avdx+i5o4m9G8vI+iNZ8e0KimXFeC7wZE3gGg4/O8zB+INsvbeVsSvGIggCCwct5MCvB/hp209MXDKRiNAIhrUYxtVTV1HXVMfjWw/2X9mPk4sTv0z9hb2bSiorGFYw5OdlPxPzKIatG7aW+TsGDRrEgAED2Lx5M0eOHPnU0/jZ8DWvVYmvh89tnS45E1FGxALkFsrYHRT3xvYlZyI+5fAkPoAPFbi2oih6iqJ44ffXcMDm7y4SBEGREnG7822mEKIobhBFsa4oinX/aT1Lb29vLCwsaNeuxDls3W/r0DPQY8jIIXgt8MLM0gx9HX2i7kbRxaMLlw5conm35lzbdw3Hlo6Enw3HvKY58rnyPAt/RqvxrShIKODG2hukRqdi6WJJnX51MHE0IfpiNJd/uYyelh5uk924d/weZhZmaFfQJtI/kpqNa3J63WnaDGjD+b3n6divI2nJadwPvE/j1o05vu84YrFI6w6tuXLhCjnZJSWVXufeBgQE/KO5kChfynOdfm7cvn0bgLp16/Iq6xV+p/zo2K0jyQnJ7Nuyjx6De9CgaQNmDJjBiR0n6D68O3tu7WH8ovHY1rLl9LbTjKg/gnU/rMPAxIAfd//Iyksrce3sSujpUFZ6rmRRz0UcXXYUs8pm/HbhNwbNHkTw2WBmdJ1Bw9YNWe+3HhMLE34c8iP/x959x1Vd/Q8cf132Rtk4GBdRUQRFFAX3zB3uvXJkrl+mqWmmlWVWrso0c6/KmTlQ+ubCPVAUFRURZCgge8O95/cHSV++WDnYnOfj8XmU97PO+fj2c9/3fM7nnF83/gqAmYUZX236irZvtGXlxyu5efUmAD5tfejYtSMb124kNSW1UF3mzZtH8+bN+fDDDwkLCyvdC1lOVOZYlSqP8han0UmZz/1c9TdPu6OSMvFZ8gf7A2VjVHnzsglu4J8vlgGgUCi8gH/MwBT5I8yvB24LIZa9fBFfTnh4OFeuXGHQoEFoamryKPwRp4+fZvCIwVy/eJ37t+8zavIodn6zE/eW7lw8eBEbBxseXXuEeS1zku8lY2RmhD76JMck88a7b3BuxTk0tTUZe2gsb379JhY1LVCkK1B6Kpl6dip9VvQh/Fw4d3bfocf8Htw8dBOvnl4kPErAztGOnMwctNFGW1ebu5fuomyg5MjOI3Tr143kxGSunr9K+87tyc3J5fyZ8wA4OztTvXp1rly5UtKXTJIACA4OxsjICHt7e04fP01Odg7de3dn63dbMTQ2ZMLMCSybtYzr564z99u5TP54MkamRvzxyx9M8JzAmvfXYG5rzqJdi/ji0Bd4dPTg8OrDTHWfyrYPt/Hg6gOSniRxYscJFvVYxKq3VtFrfC8W7FxATFgMHw38CKsaVqzYv4IWnVuwcu5Kju06BoCWlhYfLvsQcytzVn781yAs46eOJz0tnQN7DhSqi7a2NsuWLUNHR4f333+/yFTBkiRJz1PN4OXHoI9KyuTdn6/hMOeQTHbLkZdNcL2AswqF4qFCoXhIfh/ctgqF4oZCofi7F818gBFAB4VCce3PpfurF/mf/fHHHwB069YNgIP7DqJQKPAd6MuvO37FzNIMbYU2ifGJeLX1Ivx2OF4dvYi6G4VHGw+ehD6hWbdmhF8Kp+t7XTmx5AQO3g6M3DWSE3NOsLPHTs59fY6QAyH4z/RntctqFNkK3jr8FkkRScQHxePk7cTlny7TuHtjruy7QuOOjbn420U8O3ty/tB52vRsw53AOzi7OKOppcnlgMu4e7ijpa3FtSvXgPwZ0ho0aMCdO3dK6lJJUiF3796lbt26aGhocOn8JYyMjXCq68RJv5N09e1K+N1wft/zO8P/bzgd+3YkMy2TBQMWsPyd5VjUtOCzXz9j6eGleLT3QAjBqnGr2DJvC407Nmb55eWsuraKL059wbp76xjy0RAu/naRz/p9hntrd2b/OJuwm2Fs+XQLuvq6LFq/CLcWbqycs5InkU8AMDIxYsiEIdy4fIOwu/mtsg0bNaReg3ocOXCkSH1sbW2ZNWsWV69e5ejRo6V6LSVJqljm77+B09zDJGbkvtL+z35CRyVlMnfvDZnklgMvm+C+ATgCbf9cHIHuQE+g1/N2EEIECCEUQgg3IUTjP5fDr1Pof3LmzBkcHR2xs7MD4MTvJ2jctDHVqlfj/InzdO7dmdOHT2NT24aokCiMqxsT9yAOi1oWRFyNwMHDgRD/EJy8nYi5GIOukS5DdwzlwOgDJIYm0mdjHz5I+4BZsbOYFjoNxw6OHJt5DG1tbdrObEvw/mB8xvqQEpOCg6sDaQlpODRwIDEmEUcXRxJjE6ntWBuAyNBInOo7cTf4Lrp6ujg6ORJ2/6/HqY6Ojjx69KikLpUkFRIREYGDgwMAd4Lv0LBRQ25euUl2djbturVj3/p9mFQ3YcjUIahUKpa8tYSgU0G8vfRtvvT7kkY+jQqmBN739T7O7T3HoPmDmLljJjXq1Cg4j66BLm+++yYTv5nI7bO3ObH9BM26NKPzsM4c2nCIpLgktLS1eH/l+2RlZHFk51/Ja/vu7QG4cu6vJxttOrThxrUbZGYWfbQ4YMAA7Ozs2LJlS0lcMkmSKoH5+2+w7XzE33ZDeFmyb2758FIJrhAi/J+WkirkS5SPwMBAmjVrBkBGRga3b97Gy8eLm1dvkpOdQ7PWzbh25hrN2jfj2olreLT3IPhUMG5t3Xh04xEuPi7Eh8Xj0d+D24du02JiC8JPhBN1MYpe63rReHRjNHXyhx6qrqxOv5390DfT58LKC7gPdEcIgcjO/0eSm57/S1Chzv/S19b889HHn/3UYyJiqFG7Bo+jHgNgW8OWJzFPCupjaWlJcnIyOTk5JX7tpKpNCEFsbCzW1tYARDyMwF5pz52g/CcILu4unDt6jra92qJnoMeFIxe4+p+rTFgygR5je6Ch8detJC0pjd1LdtPStyW+7/kWJL3/q92wdjh5OHFkbX4C22dSH/Jy8jh36BwANexrUL9JfQLPBBbsY1PTBl09XaLC/2odqdegHmq1moiwiCLn0NTUxNfXlwsXLpCUlPSaV0mSpMpo54Xib0j6u768Uul52Rbccu3p06ckJSVRt27+e29hoWEIIahbv27B9KEWFhZkpmdSy6EWSXFJWNWyIjc7F5PqJgAFww3pG+YPEm/vbU/k+Ug0dTVx6edS5Jy6JrpUV1YnLSYNIysjAHIzc9HU1kSdpwZAqP/nV2H+x2RnZaOnr0d2Vv7Uv3r6emRm/fWP4tnMZllZLzQKmyS9soyMDNRqNSYmJuTl5ZGclIyFpQWPox5jZmlGWmIaWZlZ1HXP/7d17tA5TMxNeGPkG0WOFXI+BLVKTeexnf82uYX8bjhuHdx4dPsRudm51K5bGx09HaIfRBdsY1LdhMz0//miEBQ6rqlp/oxnqamFXzR7plGj/JnE79+//2IXQ5KkKqW4Wm7/W41q5WaimSqrUiW4sbGxANSokf849GnsUwBsatiQ+DQxf9D3P+NY3yg/+HT18xNabT3tQv/VMdIBIC8zj2oO1VBlq4i7VXQIk6TwJGKuxmDjYcPjm/ktsXrV9FDlqtA2zD+WpnZ+i6+GVv7l1tDO/6+hsSGZGZnoG+SXJSc7p9DUvCpVflPvf7eOSVJJyMvLA/JfzsrJzn9ioKenR1ZGFgaGBgWjexibGgOQnpyORQ0LNLWKTqRgZmsGQPS96CLr/ldOZg5aOlr5PwhVavJy8tAz0APyW5Ufhjykht1f3RuiwqPIzs4u6OYDkJ6WDoChoeFzz2FklP/DMzs7+1/LI0mS9LL+92e8vrYms7rWK5OySH+pVJlTWloa8NcXWkZm/peyvoE+udm5aGlrFWyroZlfdYXGn6H5LEL//L7OTM1Ex0iHoD1BNBraCF1TXX7q/RMPTzxECIEqR8XdQ3fZ2GojWrpaNHunGaeWn0LXRJenkfmJdW5efheFjKz8cmSk5f83T52fTNjY2RDzKAYrGysA4mLjMDM3KyhjcnIympqa5WnKUamSevYjKi8vr2D2r7y8PLR0tMjNyUVPPz/pTE/NTyYtaloQFRpFekp6kWM5uDng0MiB7R9t5/6Vv281zc7I5ty+czg3dUZDQ4Pgc8Go1WocGjgAEHQuiCeRT/Bs51mwz++/5U980tS7acFnIbdD0NDQoGbt5w+2/mxsTRMTkxe6FpIkSS9KWwOWD2pMzWr6KICa1fTl5A/lRKVKcP+XtnZ+C2pOdg4GRgZkZ2VjZPpnN4LcXDS1NElLSUNbT5ukp0noGOgQfT8aE1sTzm85j/c73gT9EkToyVBG/j4SVY6Kze0387HGx3xm+Bk7e+5E21CbkcdHcm7tOUL8QmjzbhuOf3ecOq3rcOXwFewa23H9+HWcPJy4fuY6dvXtuHvjLhqaGtR2qk1oSCj13OqRm5vLg/sPUNZRFpQ/KioKGxub8jLdqFSJGRoaolAoSE1NRVdPFz09PZISkzC3NOdp3FMsbCzQ1tEmNDi/q0/noZ3JzshmxZQVZGUU7kKjUCiY/fNsjM2MWdRzEbuW7CIrrfA2GSkZfDfpOxKiExgwdwBCCPZ8swdDU0OadWlGXm4eaz5eQ3XL6nTu3xmApIQkfv7xZ7zaemGnzH+JVAiB/xF/XN1dMTF9fgJ74cIFdHR0qFdPtqhIklSU5j90pfo3eWp4s0lNzszpQNiSHpyZ00Emt+VEpUpwjY3zH58+64tnYWkB5LeM1rTPD7jMrEyMTI24d+Me9ZvVJ/BEIB5dPbhw4AItBrXg/M/naftOW0LPhiL0BPbe9uwYtoOz684yzH8Yg/YNovW81njP8qbvzr50Wt6JQx8c4uTXJ/Ec40ng0UCy07Ixq2fGk3tPqNu2LpF3ImnyRhNuX7xNh0Ed+H3P77Ts3JLLZy6jylPRqlMrggKDyMzIxNPrr9aqW7duUb9+/VK+ilJVpKGhgaWl5V/dfGrVIPJRJM4NnMnLzSPsfhjNOzbn+P7jZGdm49zEmfGLx3PhyAWmtZ3G/u/3E/sotuB4ZjXMWOS3CI+uHuxesptJDSaxdPBSdizcwQ/Tf2CG1wwu/naR4Z8Mp0GrBhzZeITA44EMmzMMHT0dNn+9mZBrIUz9dCq6+rqoVCoWz1xMWmoaU+ZNKTjPyf+c5H7IfQYMG/DceqWmpvLrr7/StWtXdHR0SvYiSpJUIbVQVn/lfWVf2/KrUiW4z94Afza9rYOTAwB3b9+lYZOGAFy7cA2P1h6cOXIG717ePAx+SD3veqTEp4A+6BrqErArgMa+jTm8+DDVGlajxcQWXNlyhWXuyzgw5wD3L9wnJCCEPdP2sLH3Rh7ffIzP//lw4+QNooKi8BjmwYlNJ/Do48GxLcdwbuZMwJEAqltVJ0uVRWJcIr5v+bJr4y5qO9amYZOGHNp/CD09PVq0yp9HIzo6mvv379O0adOiFZWkEmBnZ8eDBw8AcK7vzO2bt2nq3RQNDQ1O+Z2i/4T+JMYnsm3FNgB6T+zNol2LMDQ1ZP2H63mryVtMazeNnUt38uDGA6rbVOfdTe/yif8ntOzbkohbERz87iDnfz2P0l3JwsML6TW1F0e3HGXtnLU07dSUHm/14ND2Q2xfsZ3uQ7vTrk871Go1S2Yv4fSx00ydPxXnBs5AfheeT+d/iqOTIz369Hhunb799lvS0tIYO3Zs6VxESZIqnIdPX23EA9nXtnzT+vdNKg4zMzPMzc25ffs2kP92dZ26dTgfcJ7xU8ZjX8eeo/uOMn76eE4dPIVaU42ZjRlHth3Bp78Pfj/60f/d/vh95YcQAq+RXpxZfwYDMwM8xnqgjTapUalkJmWi0FTg1MEJHVMdIoIjOPbNMczszHDq7MTxTcep16YewYHBaGlrUc2hGtf3XWf8kvGs/Xwtzds3JyEpgVvXbzHnizkkJSZxcN9BuvTogpFxfhcKPz8/ADp16lRm11OqWlxcXNi7dy8qlQqPZh4cPXiUlNQUPFt58ttPvzFq6ii6DOjC9pXb0TfUZ8jUITRp14Qm7ZoQHRrN+SPnueB3gZ1f7mTH0h1Y1baiZY+WeHXzYszSMWjr/DVDkBCCBzce8PHQj7l07BIeHT2Ys2EO+zfs57sPv6N5++b83xf/R2ZGJgunLeSk30nGTh/LwLEDAcjMzGTauGk8jXvKir0rCh37mfPnz7Nhwwb69++Pm5tbqV1HSZIqlhcd0ktDAbpaGmTlqqlRTZ9ZXevJ7gjlWKVKcAE8PT05f/48QggUCgUd3+jIum/X8TjmMX1H9GX5R8vR1NPEtbkrW5ZtYeqiqSx7exm16tTC2dOZvav20nV8V67uvsrpPafx6OdBTmIOZzefLRj2639ZKC1w6e7C3at3iToWhXtPd66fu46WrhYunVw4sfcEfSb1Yd+WfWjraDNq9ihmjJ5Bfbf69Brci6UfLyUrM4u3Jr0FgFqt5pdffqFRo0Y4OTmV5uWTqrDGjRuzdetWQkJC6NC1A59/9DlHDhxh1ORRTB40mc3fbOa9r98jNzeXHz/7kVMHT9F9WHc823liq7Sl75S+9J3Sl8TYRC4du8S5Q+c4tOEQv675FW1dbWzsbbCsbYkqV0X0g2jiIuMwMDZgzEdj6DKyC98t+I5D2w7Rqnsr5q+eT/SjaOa9PY/QO6G8u/BdBo0bBEBSYhLvvv0ugZcCWfrNUlzdXYvUJSwsjGnTpuHg4MD8+fNL+1JKklSB1KimT9S/JLkK4MHnz39SJJVPlS7Bbd++PUePHuXWrVs0bNgQ34G+rPt2HTs27uCdd99h5w87Wb5gOQtXLGR6n+ns3byXoXOGsmPJDpp3aU6DVg04/ONhXFq6oDRWcuXQFVR5Kmzq2GBmbYaeQf4QYEItUKvVJD5N5NHtR0RERODYzJFqdapx1u8sDm4OaFXT4sTeE3QZ2YWL5y8SExHDwh8X8uW8L8nOzOajFR9x7co1dm7eycDhA1E6579g5u/vz7179/jqq6/K+GpKVUmLFvndY06fPs3EiRPxaevDL9t/YczbY+g+oDsbV23EuaEz81bPw6uDF9tXbWfF7BVA/pB3tZxqUdOxJrWdauNY35EJSyZgYmZC0Kkg7gXeI+xmGMlPk9HQ1MClmQsDpg+gZc+WXAm4woROE3gS+YTBUwYzds5Y/H/158t5X6KlpcVXm77Cu4M3ANevXmf21NnExcWxZOUS3uhVdBzehw8fMmLECIQQrF27tmBUFUmSpOeZ1bUec/feIDNX9bfbyL62FY9ClMAAx6/L09NTXL58+ZX2TUhIwMfHh8GDB/PRRx8BMGf6HPyP+LPffz/h98KZOXomvQb3wqetD59O/JT6TerTukNrdnyxA/Oa5ni18+Li/oukJaZh52KHdQ1rMp5mkBydTGJ0YsG5DKsbYlbbDF1TXeKexBH9IBqj6kY4eztz7fw1crJy6D6uO/6/+ZOamMrsVbPZtn4btwJv8fm6z6nrWpfBvQdjaGjIL4d+wdDIkKysLLp164a2tjaHDx9GS6vS/QYpLq/+2msxeZ04La98fX3Jycnh4MGDBF4OZFT/UUycNpFx74zjnQHvcPv6bcbNGMfwScPR0dXh4Z2HBF8OJjQ4lMgHkUQ+iCQ2KpZn9xVTM1PquddDKKZA1QAAIABJREFU2UBJDYcamJqbospTkZqUyt2gu5w9epbEuEQc6zvy7tJ3saptxVfzv+LU0VO4NXPjk+8+wbqGNelp6Xz79bds37gd25q2fPntl7g1Kdrt4NKlS7zzzjsAbN68mQYNGpTq9fsbMlaliqJMY7Us43R/YBRfHg0hKikTBQVD5gP5fW3l0F/lygvFaaVLcAHee+89/P39+eOPP7CwsCD2SSy9O/SmTt06bPx5I+tXrGfTqk0MmTCEJk2bsPidxZhUN2HQhEH8vuV3ou5H4dDAAUcnRx7fe0z4zb9mIdbS1sofGzQ7F1Ve/q89hYYCu4Z2GFsbcyfoDikJKbh6u2JSy4T/7P8PVjWtmLhoIqu/WE1keCSffPcJDZs25K3Bb/E0/inb920vaL1dtGgRW7ZsYevWrXh7e7/ehazcZNJQAnbs2MGHH37Izz//jKenJ3Omz+HooaP8sO0HGrk34rOZn3Hs12OYW5nTuXdnPFp64ODsgHUN64JZALMysgi/G07I9RBCroVwN+guEfciyM3JLXQuI1MjmrRqQpeBXXBt7squjbvY9v02hBBMmDmBweMHo1AoOLjvICuWrCA+Lp5BIwYx/f3pBX3Vn8nLy2Pt2rWsXLkSOzs71q1bh6OjY6ldt38hY1WqKKpsgvvfniW70UmZsq9t+VR1E9ywsDC6du3KgAEDWLx4MQB+B/2YNXkW/Qb3Y/7i+axctJJdG3fRtmtbBo4ZyHfzvuNhyEM8WntQt35dgk4GEX4rP7GtVacWZuZm6Orq5k+7K/JfklGjJjMzk+jwaFISUtDQ1KCRTyMMrQw5+/tZMjMy6T68OxZ2FmxYuQF9Q30+Xf0pxmbGTHtrGklJSazZvIbGno0B2Lt3L7NmzWLs2LHMmzfv9S9k5SaThhKQkZFB69atady4MevXryc5OZnhvsNJiE/g+83f49bEjStnrvDT+p84f+J8oaTVwNCA6hbVMbM0w8rWilr2taitrI29kz22tWxR5apISUxBQ0MD42rG6OjrEBwYzEm/k/x+4Hcy0jNo3709U+ZNoaZ9TS6dv8SXn3zJ7Zu3adS4EXMXzaVR40ZFyhwUFMSCBQu4ceMGPXr04NNPPy1vkzrIWJUqCpngShXBC8VppXz+7ejoyOjRo1m/fj3du3fHx8eHN3q+wd3bd1n37TrUajXzF8+npn1Nvl38LdcvXWf8zPHkpefx87c/c/X0VaxqWtFyQEu00Sb5STKPwx8TG/HXo1cg/8UZBxucGjuhY6RDTEwMZ8+eRUNDg1bdW+HSzIW9O/cSviMc7w7ezF4ym7MBZ/n8rc8xMjJi/c71NHTLH77s999/Z86cObRs2ZJZs2aV1aWTqjgDAwMmTJjA0qVLOX78OO3bt2f1ptWMHzqe0QNHM/W9qQwbM4ymPk3Jyszi3q17PAp7RGxMLElPk0iITyAhLoGQGyGcOHKi4CkHgK6uLibVTNDU1iQjNYOU5BQgf6bBDj07MHjcYJwbOBMcFMwnIz/hzMkz2NSw4fMVn9O9T/ciU1aHhoayatUqDh48iKWlJatWraJHD/kSSHm040LEK+871MuuGEsiSVJVUSlbcCF/GKHevXuTnJzMvn37qFmzJkIIVi9fzZqVa3D3cGfJyiVkZ2SzZPYSbly5QU37mvQa3AtjfWOunLzClVNXyM3Ob6EyMjXCzMoMfX19FAoFOdk5JCUkkRCbUHDOOo3q0NinMUJbcMLvBI/CHmHvZM+kOZOo7VSbpZ8s5eyps3i28OSLVV9gZZ0/Re+ePXuYO3cuDRs2ZOvWrfKlmBcjW8VKSE5ODr179yYpKYmDBw9iYWFBclIy82fO54T/CSwsLejWuxvNvZvj5OyEja3Nc4fpysvNI/pRNOGh4USFRxH3OI6UpBRUeSoMDA2wrW1LXde6uHm6oamlydmTZ9mxeQdnTp7BtJopb016iyGjh6Cnp1dwTCEEV69eZePGjfj5+aGnp8eYMWOYMGFCwUQv5VCVj1WZ4FYYsgVXqgiqbheFZ0JDQ+nXrx9WVlZs27YNK6v8hNLvNz8WzV2EKk/FuMnjGDZmGFfOXmHn2p0EXghEoVBQ17UuzXyaYWJsQnZ6NikJKSQnJJOZngkiv/XWuJoxhqaGaOlqkZGRQdDVIO4G3wXAvbk7A8cORFlfyeZ1m9m/az8GhgZMnjGZIaOGoKGhQU5ODl9++SUbNmzA29ub77//Xia3L67KJw0lKSQkBF9fXxo0aMDGjRsLksezp8+yc/NOAk4EkJebV7C9gaEBhoaG6BvoY2hkSLXq1bCwtMDa1hrbGrbY2NpgbmWOiakJOjo65OTk8DTuKWH3wwi8HMip46fypwS2tGDo6KEMGTWkUD/b7Oxs/Pz82LRpE0FBQZiYmDB06FDGjh2Lubl5qV+fl1TlY7WiJbgVrbzFSCa4UkUgE1yAixcv8tZbb2FhYcG6deuoU6cOANGR0Sz9eCn/OfofTExNGDBsAP2G9EOdq+bkkZOc9j/NrWu3UKn+6xGrnm7+izQCsrKyyMnOKVinpa1FI49GtOzQEp9OPjwIfcCen/Zw5uQZtHW0GTR8EOOnjMfM3AzI7zc4d+5c7ty5w8iRI5k7d66cSvTlVPmkoaT5+fkxffp0XF1dWb16dcFMgZD/hOT2zds8Cn/E4+jHJCclk5GeQUZGBmmpaSQnJRMXG0fckzjy8vL+4SxgbGJMy9Yt6d67O206tCnUGhwfH8/WrVvZsWMHCQkJKJVKRo0aha+vL4aGhiVW92JW5WO1oiWMy47d5WZ0MlGJmaTn5KGjpYG1sR4utiY4WRqiUPz9X6lMcF9dWcepVGHIBPeZ69evM378eDIyMpg3bx6DBw8uuEFdu3KNjWs3csL/BGq1GpeGLrRs0xJ3D3fqN6hPQmxCQR/D5MRkcrJyQJGf7JpWN8W2li3WNa3JVedy8/pNLp+/zMVzF8lIz8DKxop+g/sxcNhALKwsgPwpeFesWMHevXuxtLTkk08+kbOVvZoqnzSUBn9/f95991309fV5//336du3L5qami+8v0qlIj4unsfRj3ka/5SU5BRyc3PR1tbGzNyM2va1sXe0L9K/9vr162zZsoXDhw+Tm5tLx44dGT58OD4+PkW2rQCqfKxWlAQ34mkGC38L5o87sSgAG1M9jHS1yMpV8Tgli1yVwMpYl3b1rHCvZfrcRFcmuK+urONUqjDKT4KrUCjeAFYCmsCPQogl/7R9SQT5kydPmDlzJmfPnqV58+bMnTu30PSdj6Mfc+TAEU78foKbQTcLWmerm1Wnll0tzC3NMTIyQltbG5VaRWZGJkkJSURHRRMTFYNanT/LWW372rRs3ZKOb3SkecvmBePY3r17l02bNrFv3z4ARo0axeTJk8tzv8HyrsonDaUlNDSU999/n2vXrlGjRg169+6Nl5cXzs7OWFpaFttYzdHR0Rw7doy9e/cSHByMkZERvr6+jBw5EqVSWSznKCNVPlbLe4IrhGDz2Yd8fuQOWhoKfOpY0MzBDEPdv2I7V6XmRlQyZ+7HE5OcRV1rI95sXJNqBoWfvMkE99WVdZxKFUb5SHAVCoUmcBfoDEQCl4AhQohbf7dPSQW5Wq1m165dLF26lKSkJHx8fBg1ahRt2rRBW/uvx6KZmZkEBwUTfD2YsNAwYqJjiI+LJz01ndy8XLS0tNDV1aW6WXWsba2xc7Cjnks93Ju6F7w4BpCSksLRo0fZvXs3ly9fRldXl759+/LOO+9Qo0aNYq9fFVPlk4bSJITA39+f7du3c+7cuUJdd0xNTdHT00NLSwstLS10dHTQ19fH2NgYMzMzLCwssLCwwMzMDFNTU/T19RFCkJ6ezpMnT7h37x5Xr17l3r17ALi4uDBo0CB8fX0rS5/0Kh+r5TnBzVWpWXggmO0XIuhQ34rFvq4cvxP3t9urheBc6FOO3XqMtqYGw7zscbT4q7uMTHBfXVnHqVRhlJthwpoD94UQDwAUCsVPQB/gbxPckqKhocGgQYPo0aMH27dvZ/PmzUyYMIFq1arRrl072rRpg4+PDxYWFnh6eeLp5flSx8/JyeHq1aucPXuWgIAArl69ikqlwsHBgTlz5tCvXz/MzMxKqHaSVHIUCgVdunShS5cupKWlERQUxMOHD4mPjychIYGsrCxyc3NRqVTk5OSQmZlJamoqkZGRxMfHk56e/rfHNjU1xc3Njf79+9OhQ4eK3lorVSAqtWDqjkD8gh8zqZ0Ts7rUQ0Pjn787NRT5Lbx1rY3Zev4hGwLC8PWoiYdd9VIqtSRJL6I0EtyawKP/+nMk4FUK5/1bRkZGTJw4kbFjx3L8+HH8/Pw4efIk+/fvB8DW1hZnZ2fs7e2xtramevXqGBsbo6Ojg0KhIC8vj4yMDJKTk4mLiyMyMpKwsDDu379PTk5+14aGDRsyYcIEOnfujJub2z++lCBJFYmRkRHe3t4vNdNeRkYGCQkJJCcnk5WVVXAcS0tLqlevLv99SKVOCMEnB2/hF/yY+T1cGNf65X5YWRrrMqltHXZcDGf3lUjyVILmjrIBQ5LKi9JIcJ/3zVWkX4RCoZgATACwsyudRzza2toFrVIqlYqbN29y6dIlgoODCQ0NJTAwkNTU1H89hq2tLfb29rRq1Qp3d3c8PT2xsLAolTpIpass4rQyMDAwwMDAgFq1apV1UaqM8hqrEQkZBEUmkZCeg4GOJs5WxjSsaYJWKb88+OPpMDadfci4Vo4vndw+o6+jyciWDuy4EMH+a1GohKjoXRRKXXmNU6niK40+uC2BhUKIrn/+eS6AEOLzv9unPPXDyczMJDExkbS0NHJychBCoK2tjZ6eHqamppiamlbEt7orgzJv8itPcSqVa1U+VndciCAjJ499gVEER6egranA3FCX1Ow80rPzMDfUoX/TWtibFx367VUTxn/q9xsUmcRPlx7hWtOUwc1qo/GaTxDyVGp2XnrE7ZgUPurVgDE+jq91vDIk++BKFUG56YN7CXBWKBSOQBQwGBhaCuctFvr6+ujr65d1MSRJkiqspIwcfgwIIzkzly4NrGnpZI6uliZqIbj7OJWDN2JYd/oB/Txq0aSE+7KGxaez60ok9uYGDGha67WTWwAtTQ2GNrdj58UIFv12C10tTdmSK0llrMQTXCFEnkKhmAIcJX+YsA1CiOCSPq8kSZJU9uJSs1kfEEZGTh7jWzli91+ttBoKBfVtTXCwMGTbhfy+rCq1wNOhZPqyxqZksfX8Q8wMdBjRwh5tzeJ7+qapoWBw89ocvxPLvP030NPWoK+H7JIjSWWlVJ6tCyEOCyHqCiGchBCLS+OckiRJUtlKy85jxPoLpGTlMqqlQ6Hk9r/paWsyqqUDdayM2BsYRWBEYrGXJSUrl03nHqKlocFobwcMdIq/fUdLQ4PvhzelpdKcmbuuc/hGTLGfQ5KkFyM7j0qSJEnFTgjB3L03uPsklWFe9s/tX/vftDU1GN7CHqWFIXuuRnLvyT+/4PsysvNUbDn3kIxsFaNaOlDdsOSmRdfT1mTdSE887KozbWcgf9x5UmLnkiTp78kEV5IkSSp2W8+H89v1aN7rUo+61i82Y+OzJNfaRI/tFyKITMx47XKo1IKdFyN4nJzFkOa1qVm95N+pMNTVYsOYZjSoYcLb264ScC++xM8pSVJhMsGVJEmSilVgRCKfHLxFh/pWTGrr9FL76mlrMsrbAUNdTTaffcjD+L+fJOTfqIVgX2AUd5+k0adxTerZmLzysV6WiZ42W8Y2R2lhyPgtl7kYllBq55YkSSa4kiRJUjFKTM9hyo5ArIz1WDbQ/V9nBnseEz1txng7IoCRGy4Sl5r90scQQnDkRgxXIxLpWN+KZiX04to/qWagw7ZxXtSopsfYTZe49iip1MsgSVWVTHAlSZKkYqFWC2b8co241GxWD/OgmsGr93W1MNZlVEsH4lKzGbPpImnZeS+8rxCCo8FPOBP6lJZO5nSob/XK5XhdFka6bB/XAjNDHUauv0BwdHKZlUWSqhKZ4EqSJEnFYu2pBxwPiWN+Txfca1d77ePVNjNg9TAPbsek8vbWK2TmqP51nzyVmtl7gjh1L47mDmb0aGRb5lNB25jqsX2cF4a6WoxYf5H7scX3Ap0kSc9XGhM9SJIkSZXchQdP+epYCD3cbBnRwr7Yjtu+vhVf9HNj1u7r+K4+w/fDm+Jo8fwRGcLi05m56zpXwhPpUN+KjvWtSj25/acZ1IY0t2PdqQf4rj7L+FZKLIx1C62Xk0NIUvGRLbiSJEnSa4lOymTqzkDszQz4op9bsSeV/ZvWYtOY5jxOyaLnqtOs+s89nqRkFax/lJDBsmMhdFt5intPUlk5uDGdXKzLvOX2f1kY6TK2lSNqteD7k6GEvcYLdJIk/TPZgitJkiS9spSsXMZsvERmjoqtb3lhpFsyXytt61pyaFprFh4IZpn/XZb538XCSAe1gIT0HBQK6OZqw4KeDbEx1fvHltSyZG2ix9ttndh8LpwNZ8Lo7V4DT/vq5S4Zl6SKTia4kiRJ0ivJzFHx9tYrhMalsXlsc+rZvNh4t6+qZjV91o30JDQuDf9bT3gYn45CoaCOlRGdXayxMzco0fMXF3MjXSa1dWLnpQj2BUYRFp9OH/caZV0sSapUZIIrSZIkvbTUrFze2nSZS+EJfD3AHZ86FqV2bidLI5zaGpXa+UqCvo4mo70dOB4Syx+3Y3kYn47Syoi2dS3LumiSVCnIPriSJEnSSwmLT2fQ2vNcjUhk1eAm9PWoVdZFqpA0FAo61rdmQhsl2poajNpwkYlbLxMal1bWRZOkCk+24EqSJEkvRKUW/HL5EZ8cvIW2pgbrRnnSvl7ZjTFbWdibGzKlQx1SMnNZe+oBXZafonsjW95q5UjjYhhuTZKqIpngSpIkSf8oK1fFsVtP+OY/97gXm4aXoxnLBzWmRjX9si5apaGtqcHUjs4M9bJj7akH7LwQwW/Xo6lrbURv9xq0rWtFgxomaL7CzHCSVBXJBFeSJEkqoFYLYlOziUzMIDg6hUsPEzgREkdadh5OloasHubBGw1tXmkK3ldRXkdDKCnmRrp80N2FaR2d2RcYxYFrUXx17C5fHbuLsZ4WzR3MqGdjjJOlEUpLQyyNdTE31EVfR7Osiy5J5YpMcCVJkqqgr46GcDk8gaxcNVm5KjJzVWTmqEjMyCFXJQq2szbRpZurDW82qUkLpblsQSwlRrpajGhhz4gW9sSmZHHuwVPOP3jKpYeJnLwbR55aFNpeX1uT6gba6GlroqOlga6WBrpammhrKVCg4NkoZAqFgg2jPNHSlK/gSJWbQgjx71uVMoVCEQeEv8YhLID4YipOWZL1+HvxQog3ivmYL6UY4vSflNe/+/JaLii/ZdMTQriWZQGKOVbL63UuDZW97mV6Xy3he+o/qex/r/+rotf3heK0XCa4r0uhUFwWQniWdTlel6xH1VVer1l5LReU37KV13K9qspWn5dRletemVW1v9eqUl/5jEKSJEmSJEmqVGSCK0mSJEmSJFUqlTXB/aGsC1BMZD2qrvJ6zcpruaD8lq28lutVVbb6vIyqXPfKrKr9vVaJ+lbKPriSJEmSJElS1VVZW3AlSZIkSZKkKkomuJIkSZIkSVKlIhNcSZIkSZIkqVKRCa4kSZIkSZJUqcgEV5IkSZIkSapUZIIrSZIkSZIkVSoywZUkSZIkSZIqFZngSpIkSZIkSZWKTHAlSZIkSZKkSkUmuJIkSZIkSVKlIhNcSZIkSZIkqVKRCa4kSZIkSZJUqcgEV5IkSZIkSapUZIIrSZIkSZIkVSoywZUkSZIkSZIqlXKZ4L7xxhsCkItc/mkpczJO5fKCS5mTsSqXF1zKlIxTubzg8kLKZYIbHx9f1kWQpH8l41SqKGSsShWBjFOpOJXLBFeSJEmSJEmSXpVMcCVJkiRJkqRKRSa4kiRJkiRJUqUiE1xJkiRJkiSpUpEJriRJkiRJklSpyARXkiRJkiRJqlRkgitJkiRJkiRVKjLBlSRJkiRJkiqVEk9wFQqFnkKhuKhQKK4rFIpghUKxqKTPKUmSJEmSJFVdWqVwjmyggxAiTaFQaAMBCoXiiBDifCmcW5IkSZIkSapiSjzBFUIIIO3PP2r/ubzwXMKSJEmSJEmS9DJKpQ+uQqHQVCgU14BYwF8IcaE0zitJkiRJkiRVPaWS4AohVEKIxkAtoLlCoXD9320UCsUEhUJxWaFQXI6LiyuNYknSS5NxKlUUMlalikDGqVRSSnUUBSFEEnACeOM5634QQngKITwtLS1Ls1iS9MJknEoVhYxVqSKQcSqVlNIYRcFSoVBU+/P/9YFOwJ2SPq8kSZIkSZJUNZXGKAq2wGaFQqFJfkL9ixDiYCmcV5IkSZIkSaqCSmMUhSCgSUmfR5KkspeRkUF2djZ6enro6+uXdXEkSZKkKqo0WnAlSaqEUlJSCAgI4OLFiwQFBREaGkpaWlrB+mrVquHm5kbXrl3p2bMnRkZGZVhaSSpZeXl55Obmoquri4aGnCRUksqaTHArkezsbBITE8nMzEQIgYGBAdWrV0dXV7esiyZVEmlpafz+++8cPHiQ06dPk5eXh6GhIY0aNcLX1xcbGxv09PTIysoiPDycixcvMm/ePL7++mumTZvGsGHD5Je/VOEJIbh69SonT57k2rVrhISEEB8fD4BCocDKyoq6devi6elJp06dqFevHgqFooxLLUlVi0xwKyghBLdv3+bkyZNcuXKF27dv8/jx4+dua2NjQ7169WjatCmtW7fG1dVVJhnSS7l//z4bN27kwIEDZGRkYGtry6hRo+jSpQuNGzdGS+v5t5JnicDy5ctZuHAhhw8fZuXKlVhZWZVyDSTp9WVnZ7N7925+/PFHIiIi0NDQwMXFhfbt22Nra4uenh4ZGRlERUURHBzM8uXLWb58OQ0bNmTChAl0795d3nslqZQo8icaK188PT3F5cuXy7oY5VJ8fDw//fQTe/bsISIiAgBnZ2caNmyIg4MDFhYWGBgYoFAoSEtL4+nTpzx8+JBbt25x9+5dID/h7dWrF4MGDcLR0bEsq/M6yrw5pLLHqRCCgIAAfvzxRwICAtDV1aVXr14MGDAADw+Pl/qiFkKwZ88eFi5cSLVq1diyZQtKpbIES1+uyFitBI4ePcpnn31GZGQkTZo0YejQoXTq1AkTE5O/3Sc+Ph4/Pz+2bNlCaGgorq6uLF68GFfXIkPBlxdlGqsyTqUX9EJxKhPcCiI5OZnvv/+erVu3kpWVhbe3Nz179qRDhw686NiBCQkJnDhxgqNHj3L8+HHUajXdunVjypQp1KtXr4RrUOxk0lBChBD88ccffPvttwQFBWFtbc3QoUMZMmQI5ubmr3XsW7duMXr0aDQ1Nfnpp5+wt7cvplKXazJWK7CMjAwWLFjAvn37qFevHnPnzqVVq1Yv1eVArVbz66+/snTpUp4+fcq7777LxIkTy2NrrkxwpYpAJriVgRCCvXv3smTJEpKSkujduzfvvPMOTk5Or3Xc2NhYtmzZwtatW0lLS+PNN99k1qxZ2NjYFFPJS5xMGkrAmTNn+OKLLwgODqZWrVpMmjQJX1/f5/bjzs7K5taNW4TcDiHqURSpKaloaGpgaW1JA9cGNGvZDAMDgyL73b17lyFDhmBhYcHu3bsxNjYujaqVJRmrFVR0dDTjx48nJCSEyZMnM2XKFLS1tV/5eMnJySxYsICDBw/StWtXli1bhp6eXjGW+LXJBFeqCGSCW9ElJycze/Zs/P39adq0KQsXLqRBgwbFeo6kpCTWrVvHhg0b0NLSYvLkyYwdOxYdHZ1iPU8JkElDMbp37x6LFy/m9OnT1KpVi6lTp9KnT58iX+bJyckcO3SM34/8zuULl8nJzgFAV1cXE1MTVCoVCU8TADA0MmTgsIFMmDoBI+PCIyicPXuW0aNH07VrV1atWlXZX8Ap88pVplgtLWFhYQwfPpz09HRWrVpFmzZtimyjVqsJfxDOvZB7PI17ilqoMTM3w8nZiTr16jy3hVYIwYYNG/j8889p3rw569evL09D6skEV6oIZIJbkd25c4dJkyYRExPDzJkzGTt27L8+zkpLTeNx9GNSU1IBMDE1wbamLQaGRVvR/ldERASfffYZ/v7+KJVKFixYQOvWrYulLiVEJg3FICcnh9WrV7NmzRr09fWZPHkyI0aMKNJi++DeA7as38KhfYfIysrCQelAq/at8PTypKFbQ6xtrAuS1MzMTK5duca+n/dx9OBRbGvasmLtCuo3rF/omN9//z1fffUVK1asoFevXqVW5zIgY7WCiY6OZsCAAeTk5LB58+YiDQtRj6L4ZesvHP71MLGPY597jOpm1enaqytDxwzF3rFoV5wDBw7w3nvv4e3tzbp168pLo4JMcKWKQCa4FdXx48eZPn06RkZGfPfddzRp8vx5MvLy8jh36hx/+P3BpbOXiIyIfO52do52eLXyonP3zni29PzHRPnkyZMsXLiQiIgI2rZty4wZM8rrCxEyaXhNDx48YPr06dy6dYs+ffowb968In1sw0LD+G7Zdxw9eBRdXV16+vZk4PCBuLi6vFCra+ClQGZNnUV2Vjbrf1pP3fp1C9bl5eUxYMAAYmNj8ff3f253hkpCxmoFkpaWRv/+/Xn8+DE7d+7ExcWlYF1Kcgqrl63ml62/oFAoaNW+FW07taWhW0MsrS1RKBQ8jX/KnZt3OPXHKY4fO05ebh59h/Tl/+b8H8Ymhbvj7N69m9mzZzNgwAA+//zz8vAkQya4UkUgE9yKaPfu3XzwwQfUr1+fdevWYW1tXWSb7Kxs9uzYw+a1m3kS8wQjYyOa+zSngVsDatvVxriaMQhITkrm0cNH3Lx2k4tnL5KVmYW90p5xU8bR3bc7mpqazy1DdnY2W7ZsYfXq1aSkpNCqVSsGDx5M+/bty1M89W68AAAgAElEQVR/sTL/JqjIcerv78/MmTPR0dHhs88+o3PnzoXWJzxNYPWy1ezeuRtdPV2GjRnG8LHDMTM3AyAjPYPgwGAe3ntIQnwCapUaUzNTnBs4497MHR3dv1qjHoU/YvSA0WhqabL36N5C3RUuX77MoEGDmDFjBpMnTy6dypc+GasVhBCCKVOm4O/vz8aNG/Hx8SlYF3gpkLnT5/Ik5gn9h/Zn3JRxWNsWvT//t/jYeNavXs9Pm3/CpoYNy9Yuw8XVpdA2y5Yt47vvvuPjjz9m2LBhJVKvlyATXKkieLE4FUKUu6Vp06aiKtq8ebNQKpVi5MiRIi0t7bnbnDt1TvRs1VO413YXY/qNEf6H/EVOds6/HjszM1Mc3HNQDOg6QLjXdhdDug8Rt2/e/sd9UlJSxLfffiu8vb2FUqkUrq6u4u233xbbt28X4eHhr1THYiTj9BVt3bpVODk5iTfffFNERUUVWqdSqcTP234WLV1bCndHd/Hp/E9FfFy8EEKIzIxMcWjXITF1yFThbectvGp6Ca+aXqJFrRaF/ty5YWexZukakZWZVXDca1euiUb2jcQn8z4pUp6xY8cKT09PkZmZWbIVLzsyViuIbdu2CaVSKX744YdCnx/ce1B4OHmIHq17iKDAoCL7qVQqkZKUIrKzsp973OtXrovOXp1F87rNRcDxgCL7jhkzRtSvX1/cuXOn+CrzamScShXBC8VTmd94n7dUxSDfsGGDUCqVYsKECSIrK6vI+pycHPH1J18L99ruonfb3uLMyTOvdB6VSiUO7z8sOnp0FJ5OnuKnzT8JtVr9j/vk5uaKgIAAMW/ePNGqVSuhVCqFUqkUnTp1El9//bV4+PDhK5XlNck4fQVr1qwRSqVSjB8/XmRkZBRaFxYaJkb0HSFc7VzF2EFjRejdUCGEEOlp6WLDyg2ii2sX4VXTS/Tz7ie+XfytOH/ivIh/Ei9UKpVQq9UiKSFJBPweIOaMnyO8anqJoR2HirjHcQXHX/zhYuHm4CYehT8qdN6AgAChVCrFr7/+WvIXoGzIWK0AwsPDRcOGDcWoUaMK3RN/3fWrcLNzE2MHjhXJSckFnz968Eis+XyNGNNljGhj10Z423oLb1tv4dvUVyyaskhcOHGh0HHi4+LFwG4Dhaezp7hw5kKhc8fFxYlmzZqJPn36iLy8vJKv7N+TcSpVBC8UT2V+433eUtWC/FnL7aRJk0ROTtHW2OTEZDFu0DjhXttdLJ63+LktXXl5eeL+rfvixMET4rdtv4kjPx8RVwKuiOSE5CLbCiFEwtMEMXnUZOFe2118OvfTF76pqtVq8eDBA7Fp0yYxYsQIUadOHeHk5CSmTZsmIiMjX67ir0fG6Ut69iNq2rRpheJMrVaLXTt2iWb1mgnvRt5i/679Qq1WC5VKJQ7sPCC6Ne4mvGp6iRkjZ4jLAZf/9QeREEKc+f2MaOfcTgxuP1ikp6ULIYR4HPNYNHZqLJZ+vLTQtiqVSrRr104MHTq0eCtcfshYLefUarUYOXKkcHNzK/RU47j/cdHYobGYMHRCwROJhPgE8dm7n4lWNVuJVjVbicn9JovvPvlO7Ph+h9i4fKNY8PYC0bV+V+Ft6y0m9pooQu+EFhwvMSFR+HbyFT6uPiI8rPBTsAMHDgilUim2bt1aOpV+PhmnUkXwQvFU5jfe5y1VKch/+uknoVQqxcSJE5+b3MY+jhV9O/YVTZVNxYFdB4qsv3P9jlgyY4noXr+7aG3TusjStkZbMbn3ZHF091GRm5tbaF+VSiVWfLZCuNd2F+9NfO+55/83MTEx4osvvhCurq7C1dVV/PLLLy99jFck4/Ql/PbbbwU/ov77x0x2VraY/9584WrnKsYNHScexzwWQgjxIOSBGNdnnPCq6SXG9Rkngi7nP5a9H3xfbFiyQUzrM0286fKm6Fyrs+hdr7eY0nOK2L5yu0hNTi049sXTF0WLWi3EsgXLCj6b8tYU0dGrY5Ek+euvvxZ16tQRCQkJJXkZyoqM1XLOz89PKJVKsXHjxoLP7ofcFy1cWojBPQaL9PT8H2mXT18WPd16ijZ2bcTKj1aK2JjY5x4vOytb7N+6X3R37S7aO7YXfnv8CtZFRkSK1m6txcBuAwt1L1Or1WLIkCHC09NTpKamPu+wpUHGqVQRvFA8lfmN93lLVQny3377TTg5OYnRo0c/t1vCk5gnolebXqJFvRbiQkDhR1oxETHig9EfiNY2rUUXZRfx6ZRPhd8vfuLO9Tvi8aPH4tGDR+LiiYti/dL1YpjPMNHaprUY1X6UuBV4q8h5tvywRbjXdhfvv/N+kST4RUVGRooRI0YIpVIpvvzyyxdq5XtNMk5fUFBQkHBxcREDBw4sFGdJiUliZP+RwtXOVXzz1TciLy9PqFQqse37baKVYyvRuWFncfCXg0KlUolz/ufE5B6TRXvr9qKjbUfxTrd3xFfvfSXWfrJWrJi9Qkx6Y5Job91e+DbwFeeOnSs4x2ezPhM+Dj4FicCenXuEq51rQfeHZy5fviyUSqXw8/MTlZCM1XIsKytLtGnTRnTr1q3g/peZmSne7PimaN+0vXgcnf+j7/Avh0Xr2q3F0LZDxb3gey907Pgn8WJyv8nCp4aPOLjzYMHn//H7j3CzcxPrvllXaPvAwEChVCrFmjVriql2L03GqVQRvFA8lfmN93lLVQjykydPirp164pBgwYV6QsphBDxsfGiT7s+wtvFWwReCiy07sjPR0QXZRfRRdlFbPp6k0hLef4Lac+oVCpx/Lfjom+TvqJdzXbi0M5DRbbZtGaTcK/tLj6c8eErJ6e5ubli7ty5pXWDlnH6AlJSUkSbNm2Ej4+PiIv7qz9sfFy88O3iK5rUaSIO/3o4/7PYeDF1yFThVdNLzBo7SzyNeyrC7oSJGf1miPbW7cUQzyFi9w+7RVJ80nPPFXItRIzvOF50rNGxIMl9FPZItKjVQqz7Ov+L/H7IfeFq5yr279pfaN+srCxRt25d8eWXX5bEZShrMlbLsbVr1wqlUikCAv56+evzBZ8LNzs3cfbUWSGEEEf3HBU+NXzEtAHTCp5SZKRmiN82/ibmD5svhnsMF/1d+otJHSaJ7+d/L8JuhxUcKysjS/zf4P8TrWq2EpcDLhd8PmPiDNHMuVlBAv3MiBEjhJeX1ys9USsGMk6liuCF4qnMb7zPWyp7kAcFBQlXV1fRs2dPkZKSUmR9cmKyGNBlgPCq6yWuXrha8HleXp5YMW+FaG3TWkzrO03ERMS81HlTk1PFjEEzRGub1mLPhj1F1q/+erVwr+0uln267Dl7vxi1Wi2mTp0qnJycCn1hlAAZpy9g+vTpwtnZWVy9+lccJSUlCd8uvsKzrqc4ezr/C/x20G3Ry7OXaKNsI/Zt2ydyc3LFlmVbROdanUWf+n3E3h/3itycXPE4/LHw2+wn1s5dK1ZNXyV2fLFD3L7012gc6anpYnyn8cK3gW9B/+9xvceJMT3GCCHyX5Z0c3ATq75cVaSsnTt3FhMnTizJy1FWZKyWUykpKcLDw0OMGjWq4LOrF68KNzs3seSjJUIIIa6cuSJa124tJvebLLIysoRarRaHthwSfev2FZ0tO4vRXqPF529/LpbPWC5m958tutfsLrpadxUrZ64UWRn5T0zS09LFkNZDRK/GvUTS0/wfiJERkcJD6SE++aDwyCJ//PGHUCqV4siRI6VzEQqTcSpVBC8UT2V+433eUpmDPCoqSjRv3ly0bt1aPHnypMj69LR0MaLPCOHp5CnOnjxb8Hl2Vrb4cNyHorVNa/HNgm+KdCXIy8sT96/fFwEHAsQfv/whggKCRGZa0ZfRcrJzxJxRc0TbGm3FxRMXC61Tq9Vi8bzFwr22u9i0ZtMr1zE9PV107NhRdOjQQWRnP3/YnGIg4/RfPOtX+M033xR8lp2VLUb2Hyma1GkizpzKH4nj3PFzop1zO9G7WW9x58Yd8STyiZjSc4pob91efDzhY5EQmyCuHr8qPujzgehp3lP0NO8pBtgNECNcRoheFr1ET/Oe4oM+H4inMU+FEELcv3lftLduL7Ys2yKEEGL1ktWiZe2WBS/pdGjeQXw488Mi5R0/frzo3r17SV+WsiBjtZxa+f/snXdYFUfXwH9L712KCiI2YgE7FjAWFAtWrNhbbLHXWGI3atTYNfbee4sdERU1VlRAkWIBpPfOvfP9sXoNn8aY941JXr2/59kHmL27M3uYnXvmzDlnli0TTk5OIihI9jHPz88XHZp2EF51vURWZpaIi44TLSu3FL4NfEVGWobIzsgWM/vOFE2LNRVj244Vj24+emfFKy0pTayeslo0LdZUjG49WmSmyStsTx4+ER4lPcSi7xapPjtz4kxRs1xNkZz01ve8sLBQ1KtXT3zzzTd/gwTeQd1P1fwv8FH96R8feN93fK6dPDs7W3h7ewsXFxfx5MmTd87n5uSKb7p+I6o7VhcXfrmgKs/LzRMTe04UHrYeYs+aPUWuSYhJEBu+3yC6lusqWlq2LHK0t28vVo5dKdKTi1qJszKzRK+GvYR3RW+VNeENCoVCjB8yXrjau4pt67f9x8/q5+cnnJycxJYtW/7je/wB6n76AdLT04Wbm5to3bq1aqlTqVSqAsreuCVcPntZ1HesL3o07SES4xLF3St3Rduv2opWZVqJ8wfPi9ioWDGjywzhbektelfuLfYu2Stehr1UfalnpWeJo2uPCh97H9GnSh+RHCd/UY/vMl50rtZZKJVKcfbIWeFWwk08DXkqhBDCu5G3GDt07DttHjNmjPDw8Pg7xPN3o+6r/0LS0tKEq6trkVWDHZt2CBcHF3Hh9AWhUCjEMJ9hokmZJiLqSZTITM8UI5qPEF42XmL/qv1/6Mp18dBF0dyuuZjSbYpQKBRCCCEWTVokPEp6iBcRcqq8sMdhwsXBRWxes7nItbNmzRLOzs6/mw/9E6Lup2r+F/io/vSPD7zvOz7HTq5UKsXo0aNFmTJlxMWLF985n5+fL0b0HSFc7V3F8QPHVeUF+QWqYLLDWw6rygsLC8WB5QdEB4cOwtvaW8zrN09c3HdRPA16Kp49fiZ+PferWDZymfC29hbdKnQTj248KlJfeEi4aFiioVg4tmjKJiFkX9qxg8YKV3tXsWLhiv/YJ7dLly6iQYMGnyqvo7qffoDZs2eLMmXKqCxTQgixf9d+VUCZEELcuHxDuJd2F31b9hUZaRni1K5TwrOEp+jj3kc8C3smzu44Kzo6dBSdHDqJQysPifzcfFGQVyBinsaIZ4+eiYK8t6sIYffCRDu7duKHvj8IIYQ4seOEaGTTSDx/+lzcvX5XuJVwEzcuy4GS3g29xbhh495p89ChQ4WXl9enFMs/hbqv/gv56aefhJOTk3j0SB4b01LThIeLh/jG9xuhVCrF3vV7RT27euLYzmMiLzdPjG49WjS3ay4CTgSo7pGVliXunL8jzm49K66fuC6y04vGUxzdcFQ0LdZUHF4vj92JcYmigUMDsWTKWzew7m27iy4tuxS5LiAgQDg5OYlLly59qsf/PdT9VM3/Ah/Vn/7xgfd9x+fYyffv3y+cnJzE8uXv+h4WFhaKCUMnCFd7V7Fn654i5TOHzBQeth7iwIYDqvKU+BTxXfvvREvLlmJm95kiJjLmd+sNfxAuBtQaIDqV7iQigyOLnFs+bbn4uvjXKmvCb8nPyxczxs8QrvauYsw3Y0RKcsqffuY3eR0DAwP/+MN/HnU//R0iIyNF+fLlxeTJk1Vl4U/CRY1yNcTA7gOFQqEQ4aHhorFzY+HbxFekpaSJfWv3iUY2jcS4zuNEUnySWDJsicr1IO5FnAi7FSaW9lsqepXoJTqbdhadTTuL7tbdxabxm0RGihx0s2vhLuFt6S3Cg8JFRHCEaGTTSJw/eF48efREuJVwExdOyKsSTdyaiMljJr/T7latWhXxhfyMUPfVfxnp6enC1dVVDBkyRFW2aPYi4VrKVYQ+ChWxL2JFY6fGYkz3MUKhUIhFIxaJpsWaiosHZeNEZlqm2DBpg+hWsptob95edXQt0VXsnrdbFBbIk3qlUikmdZokOpTvILIy5FRj04dOF15fealShG1es1m4OLioUvQJIa/2lStX7p8IulT3UzX/C3xUf9L4xPsFqwGeP3/OzJkzcXNzY+jQoUXOCSGYPWk2Z46fYdTkUXTp1QUApVLJ4gmLOX/4PIOmDMKnvw8AL8JeMKb5GEJuhjBy2UimbZ+GnaPd79btVNmJuYfmoquvy4IBC1AUKlTnfL/1RUtHiz1r9rxznbaONt8v+J7RU0bjf96f9o3bc/LwSYQQH/3cjRs3RldXl/Pnz3/0NWr+e5YtW4a2tjYjR44EoLCwkMljJqNvoM+8JfPIzsxmQr8J6OnrsWTbEi4eusia6Wto4N2ASUsn8UOvH7i45yLdxndj7Jqx7J6+mylNpnDv3D3qd6zP0NVDGb5+OO6d3Dmz4QwzWs4gNyuX1t+0RkdPhwt7LlDcsTgAMc9i0NCQh5k3g05qcirm5uZF2pyXl0dYWBiVK1f+e4Wl5otk69atZGRkqMbjmJcx7N66mzYd21ChYgWWTlsKwPj54zmz+wxndp+h+5juNOrQiCe3njCy7kh+Wf8LdVrXYcbhGay9v5bZJ2ZT06sm+37cx/we81EqlUiSRO9JvclIyeDU9lMAeLb1JCM1gzvX7gDgVt8NgFuBt1Tt09fXp0KFCjx8+PDvFIsaNZ8XH6sJ/53H5zSLUygUolu3bu/skCOEPLt/s/3uqkWripT/NPkn4WHrITYs2KAqf3LniehStovwdfYVobf/3J7l105eEy0tW4rT24vmGZ07Yq5oXq65Ktr3fYQ+ChU92vQQrvauoq9PXxEW+nE5IIUQwtfXV7Rt2/ZPtfUjUffT9xARESHKli0r5s+fryrbun6rqOxQWfxy7BehVCrFlCFTRD2HeuLezXsi4FSAaGzbWEzpNUXEPY8TQ+oNER1KdBBXjl0Rd87eEQPKDBDdrbuLvXP3vrP8KoQQd8/dFV3MuoifR/wshBBiSvspYkTDEUIIIbzLeosVU1eIkKAQ4VbCTfif8RcpySmiskNlsW1DUf/uy5cvCycnp/e673wGqPvqv4i0tDRRtWpVMXDgQFXZ1DFTVSm7rl24JurZ1RM7Vu4QL56+EN6lvMX4DuOFQqEQt8/eFl2KdxGDqw0WT26/G0chhBAn1p4Q7c3bi/2L96vKRjQfIQZ9Lfv65mTlCA97D7F67mohhOwSVqtcLfHjrKLW2jFjxgh3d/e/+vH/CHU/VfO/wEf1J7UF9xOzf/9+bty4weTJkylevHiRczs27GDbum107dOVIWOGAPKEY+X0lRzadIiuQ7rSb3w/AB5cfcB37b7DwNiARacWUaF6hT/Vjjot6lCuajkOrz6MEG+tsM18mpGVkcWtgFu/e22FihXYcmgLU+dNJTI8kt7texN4OfCj6q1SpQqhoaEoFIo//rCa/5p169ahra1N//79AUhMSGT1T6txb+iOl7cX54+f5/yx8wwcNxAzUzPmDZtHhaoVGDlvJDO6zCDxZSLT90wnOSqZBZ0XYGZjxnz/+XQY14FQ/1COzD3CkblHeHjhIUIIqnpWpcXgFlzcdpHEF4mUr16eqOAoCgsK0TPUIzcrl+zMbAD0DfSJfhENQPGSRd+Fo0ePYmBgQJ06df5egan54tiyZQvp6emqFY6wx2EcP3icrr27YmFpwbLvl2HvZI9PPx8WjViEjo4OE1ZO4PHNxyzsvZAS5Urww5kfKFe93Hvv3/KbltRvX599C/eR/CoZAI/WHkQER5AQk4CegR7lKpUj5F4IAFpaWpQpX4bwsPAi9ylZsiSxsbHqsVONmv8QtYL7CUlJSWHBggXUrl2bzp07Fzl38fRFlsxZgmdLTybMmIAkSQghWD1rNfvX76fjgI4MmTYESZK4e+ku07tOx7K4JQtPLsSu9FuXhKigKLZM2MLYWmMZ4DiACfUmcGjhIQrzC4vUJ0kSzbo348WTFzwLfaYqd3FzQU9fj1/9f/3gs2hqatKxR0f2/LKHEvYlGN53OI+DH/+hDBwcHCgoKCA+Pv5jRKbmvyAxMZEjR47g4+ODlZUVAKuWrCIvL4+J0yeSnprO4qmLqVi1Il36d2H24Nno6ukydc1UFvRfwKtnr5i6cyr3T99nx7Qd1G5Tm1mnZ/H06lPGlh/Liq4rOD7/OMcXHGdJ2yWs6LKC3MxcWgxqgRCCgP0BFHcqjlKhJOFlApqamiiVStJS0gAwNTfledRzAOxL2Rdp98mTJ/Hx8UFfX//vF5yaL4bU1FQ2btxI06ZNqVSpEgArFq7AyNiI/sP6c2DTAV5EvGDkrJH8sv0Xgn8NZsicISjyFfzQ/QeK2Rfj+wPfY1bM7HfrkCQJ3ym+FOYXcmHHBQAq15Fdb0Juy0pt6QqleR7+XHVN8ZLFiX0ZW+Q+lpaWCCFISUn5S2WgRs2XglrB/YQsW7aMjIwMZsyYgSRJqvKIsAimjp5KJddKzFk6Bw0NDYQQ/DzvZ/au3UuHfh0YPms4kiRx4/QNZvjOoLhTcRYcW4CVnay4JEUn8VOvn/iuwXdc3HYRWydb6neqj7GFMfvn7Wdu27lkJGcUaU/1xtUBeBT4SFWmo6tDpZqVCL4d/FHPZGNrw/q969HV1WXzms1/+HkLCwsA0tLSPur+av5z9u7dS35+Pn379gXgedRzDu89TCffTjg6ObJ24Voy0jKY/ONkdi3fRURwBBOWTuDQ8kM8vvWYsWvG8vD8Q06sPIHXQC/6/NCHFV1WsG3kNoo7F2f04dGsTVjL6tjVdJ3flfun77Nr/C6sHa1xdHHkgd8DzG1k39rUhFQUhQo0tTRJTpStWBZWFkRFRiFJEg6ODqp2nz59mvz8fLp16/b3C03NF8W6devIyspi9OjRANy5eQf/8/70GdQHpULJlqVbqNOoDmUqlGHzvM3UalILd293FvRcgFAKJu+ejKmVKQAvQ17yy8pfOLLgCMH+RcdPOyc7ytcsz+2ztwEoVaGUfM3TlwBY21mTHJ+MUqkE5Mlfenp6kXsYGBgAkJub+4mkoUbN543WP92Az5WIiAh27dpF165dqVDhrTtBTk4O4waPQ09fj8XrFqOnpwfAliVb2LVyF217tWXknJFIkoT/IX8WDVlEWZeyzNo3C2NzY4QQXNp+ie1TtqMoVNBhQgdaDm2JoZmhqo5rB6+xevBqdn2/i0ErB6nKbRxsMDY3JuJhRJG2lq1UlsObD6NUKlUBQR/C1MyUlu1acmz/MYQQRZT3/4+Ojg4A+fn5Hyc4Nf8RCoWCvXv3Uq9ePZycnADYtGYTWlpaDBw2kMgnkRzdeZSOfTqio63DnpV7aNapGRTCmW1n8BnuQ1ZCFkeXHsWzryfN+zdnXuN5ZCZl0nd1X9x7uhf5Pzf7thnpCemcWnwKzyGeONdxxm+HHwYm8pdyZmom+Xn5aOtokxiXiIaGBmaWZkQ+jcSuhJ2q3wMcOXKEcuXKFXlP1Kj5q3n16hVbt27F29ubChUqIIRgybwlFLMpRvf+3Vk5cyU5WTkMnzGcVd+tQiAYvmA4W6dtJephFFP2TsHOyY6MpAx2TtzJtX3Xity/9djWdPy+o+o9qexRmSPLj1CQX4C+oT4mFiYkxiYCYGRihEKhICc7B0MjQ/T09MjPKzpGvhmL1S4KatT8Z3xyC64kSfaSJPlJkhQiSdIjSZJGfuo6/w38+OOP6Onpqfy83rDsh2VEhEUwb9k8bGxtADi48SCbF22mRZcWjP5hNJIkcXbnWX4c9CMVa1dk7qG5GJsbk5ORw4r+K1g3Yh2lq5ZmYeBCOk3uVES5BajnUw+vgV747/InNvztspckSdiWsiX+RVF3ATsHO/Lz8klOSP7o57MrYUdeXh65OR+2LuTk5AAUUWjU/PX4+/sTHR2Nr68vIPveHjt0jLad2lLMphjrFq1Dz0CPfqP6sXbmWvT09eg+qjurx63GqYoTbs3c2DJxC9W9qtNqUCvme82nML+Q785/h3tPdyKvR3JmwRkuLLtA9APZj7bl6JboGetxbvU5Sn5VkrzsPHLT5f6Qn5tPbnYuegZ6JLxKwLKYJVpaWkQ+jaR0mdKqdj9+/Ji7d+/SqVOnv19oar4oli5dilKpZMyYMQCcO3WOB3cfMHTMUF5GvOTYjmN06NOBmKcxBJ4OpNf4Xjx/+Jwzm8/Q9tu21Ghag5fBL5nRaAY3j9yk9bjWLA1dyrqYdXzd+2uOLz5OwM4AVX0lypaQ3XVeJACgb6hPbrb8fqgyiyjleIjCwsJ3jAt5eXkA6OrqflrBqFHzmfJ3WHALgbFCiDuSJBkDtyVJOieE+Lg18f9B7t27x9mzZxk1apTKFxLg1vVb7NmyB99+vtTxkINpAk4HsHzacty93Bm/aDwaGhocW3+Mn7/7meqNqzNlyxT0DPSICYthse9iYsNj6TKtC21GtUFD8/fnJ94jvPllzS9c3X+VjpM6qspNrUxJSyzqLmBqIS+5ZaZmYmVjxccQ8zIGI2MjdPU+PPi+8b39rRzU/PXs3bsXKysrPD09ATiw6wAF+QX07N+TyCeR+J3yo+/IvrwMf8n1c9cZMGUAZzafIS0hje82f8eawWuwKG5Br9m9WNJuCRoaGnx39juU+UqWNllK+LW3ATAaWhp0WNiBhkMbUrVFVR6cfUCNTjUAVG4xuTm5FOQXYGhsSHxwPMXsiqFQKIgMj6R2vdqqex0/fhxNTU3at2//N0pLzZfG48ePOXjwIH379sXBwYG83Dx+mvcT5ZzL0aZjG0Z2HomxqTHdBnVjtPdoSn9VmkbtGjGu4TicXJ3wnerL8wfPmd96Plo6Wkw+NZmytcuq7t9veT+e3nyK32Y/GvRoAICxhTEAWWlZgJz6UVNTE4DsLDnwUk9fniVEgFgAACAASURBVPhnpGdgZGxUpM2pqakAmJqafkLJqFHz+fLJLbhCiFghxJ3Xv2cAIUCJT13vP4UQgoULF2JlZUW/fv1U5QX5Bcz5bg4lHUoyfOJwAMJDwpkzbA7OVZ2ZvmY6WlpaHF5zmJ+/+5m6Levy/fbv0TPQ4/Yvt5naeCqZKZlMPTqVdmPbfVC5BTC3Nae8W3nunbtXpFxXX5e8nLyiZa+V1LzcouW/R2FhIVcvXcW1pusfujRERkZiZGT0Tt5TNX8dCQkJ+Pn54ePjg7a2NgqFggO7D1D/6/o4Ojmye/1udPV06dyvMzt+2oG5lTkezT04uekknr6eBJ0LIi4yjkHLB7Fj9A4yEjIYdWgU8Y/j+dHjR+LC4ui8rDMLYhYwL2oeFb0qcmDMAZ74P8G5gTPp8eko82Rfwoyk1wrua0uVvqE+8bHxWNtZExMdQ15eHk5lnVRtDwgIoFq1aipfbTVq/mqEEMyePRtjY2NV3tsdG3cQ8zKGcdPG4Xfcj3vX7/HNpG84/PNhEmMSGfHjCH4e+zO5WbmMXDOSpOdJLGizAB19HaacnlJEuQV5daxux7qE/xpOZnKmXKYhuyooFfK7kZWehb6RHESZmpSKkYkRWtqyjSkxPhELq6LvQFxcHEZGRurASzVq/kP+lIIrSVIHSZLCJElKkyQpXZKkDEmS0v/4StX1jkA14Mafa+b/DpcvX+bGjRsMGzYMQ8O3rgPb128nKjyKSbMnoa+vT3ZWNt8P/B59I33mbpY3Yji56SQbpm2gfuv6TNo4CS0dLY4vP85i38XYlrFlrt9cKnpU/Oi2OFVz4mXIS1Ugw+/xZvMHTS3Nj7rv+VPniY2Oxaebzx9+9t69e1SuXPmDfrpq/jv27NmDQqFQLfPfuHaDuNg42ndpT3pqOmcOn8GrvRdpiWncvHiTdv3bcWrjKRDQrEczTqw4gUdnD6KDognxD8F3kS+ZrzJZ32U9ts62TLo+iQaDGmBoYYiJrQn9dvTDrIQZx6cfx7G6IwAp0XKkd3aabJnKz5X9CY1MjEh4lYC1nTVR4VEAlC4ruygkJiby8OFDGjRo8DdKS82Xxrlz5wgMDGTUqFGYmZkRFxvHuhXraOTViCpVq7By9koquFTAuZIzR9Yfwbu3N7GPY7l99jY9vu+BqZUpizosAmDS8UnYONm8tx77ynJmkFdPXwGQky67ZxkYG5CdmU12RjZWtvJKVszzGOzs32bDeR71vEhmEYCoqChKlSr11wpDjZoviD9rwV0ItBFCmAohTIQQxkIIk4+5UJIkI+AgMEoI8Y5SLEnSN5Ik3ZIk6VZCQsKfbNa/g8LCQn744QccHBzo0qWLqjwhLoH1K9bTsFlD3Bu5A7B86nJeRrxk+prpWNlYcfnwZdZMXENtr9pMWCenDds4eiO7vt9F7ba1mX5qOlb2b5f5hRAkvUgi7VWaykLw/7F1siUvO4/0xLfiLsgvQEunqGdKVoa8hGZgZPCHz5iRnsHi2YspX7E8Xzf9+oOfjY+PJzg4+LPKbfpv66f5+fns2rWLBg0aULq0rDieOHQCYxNjGjZpyNmjZ8nLzcOntw/Hth5DW0ebJu2acH73eRr4NODavmsolUpaDGrB0blHqdqyKmVqlGFT902UcCnB8FPDMStRNCWSjr4OnmM9ibweiSJXgSRJpLyUFdycTPlL/U3AjJauFlkZWVhaW6pShJUqLX9pBwbKuZTd3d0/vaC+QP5tffWfICcnhzlz5lCuXDlVlo7FcxejVCoZN3UcG37cQFJcEqNmjWLZuGWYFTOjde/WbJq8icoelWnauynLfJeR8iqFMfvGYFvW9nfrMjSXDRo5GfI7kBAty9yiuAXPn8h9v0QZefHyafBTHMs7ApCWmsarmFeUc36bV1cIQUhICOXLl/9rBfIvRN1P1Xwq/qwPbpwQIuTPViJJkjaycrtTCHHofZ8RQqwD1gHUrFnz4/eD/Rexd+9ewsLCWL16dZHAgNWLV1NQUMDYqWMBCLwQyKk9p+g5oifV6lUj9FYoS75dQkW3ikzaMAmhFCzvv5xfT/xK2zFt6TKti8oCGnUnikvrLnH/5H2ykmXF1NLBkk7zO1G9bfUi7TG3ld0CUmJSMLOWlZS8nDx09Yv6zaYkysqJmeXv53Z8w/xp80lKSGLJ+iUqf7Lf4+RJeWtfLy+vP7zv/wr/tn56+vRp4uPjmTdvHiB/oZ8/fZ6WbVuiq6fLmUNnKONchtLlSnP+4Hk8Wnlw9+JdcrNyadK5CQs7L6RBlwYEbA5AUaCg48yObO6xGV1jXQYfHIymliZ+C/y4te0WinwFLj4uNJvVjNrdanNw3EGCTwdjUdKC5JfJSJJEbubbIDOQJ30A5pbmhIaFoqenh4WlvBQbGBiIsbGxenveT8S/ra/+E6xZs4bo6Gh27dqFtrY2N67c4MzxMwwZPYSs1CwObDxA255teXTtEeEPw5m6firrx69HkiS+Xfkt28ZsI+x6GMO2DKNMrTIfrEtZKBsa3riPvXz8EtNiphiaGBJ2PwwAp0pOJLxKICE2AWcXZwAe3pO3461UpZLqXrGxsSQmJuLi4vKXy+TfhrqfqvlUfJSCK0lSh9e/3pIkaS9wBFA5bP6e0vr6WgnYCIQIIZb8F239V5OSksLSpUupXbs2zZo1U5U/ffyUo/uO4tvPF3tHe7Izs1k0YRGlK5Smz9g+JMclM6fXHCztLJmydQoaGhos7r6Y++fv03tBb5oPag5AQmQC+7/bz73j99A10qV6m+qUrl0apUJJwKYA1vqupdfqXrj3fmsNe2NRyEzNVJVlp2er8ji+Ie5lHMZmxn9owT115BQnD59k8OjBVKla5YOfLSwsZPv27VSrVu2LsEL8EygUClatWkXZsmX5+mvZmn754mVysnNo2aYlMS9ieHD7AUMnDeVXv1/JTMukWadm7J2/F8dKjrx4+IKC3ALqta/Hio4raNCnAUFHgoh9FMuQI0OQkFjTcA0x92Io06gMOoY6+C/2J/puNANOD6CESwnCr4WrFFwdAx2VYluQXyC38bX7i5mFGfFx8djY2agma8HBwVSpUuUPJ0pq1PwnREZGsn79etq2bYubmxv5efnM+34e9qXs6TWgF9/6fIu5lTnenbwZ13YcHq09iH8aT+iNUEb+PJI7x+4QsDOAdpPa4dbB7Q/rS417HRRmLY+v4ffCKeMqK8VBgUFY2Vlh62DL2cNnAahWtxoANwNvoqWthUuNt8rsrVvyzpI1atT46wSiRs0XxsdacFv/5vdsoNlv/hbA7yq4QH2gJ/BAkqQ3EU+ThRCnPrqV/wMsXLiQtLQ0pk+fXsTf9Ke5P2FgZMCA4QMA2LhwI4mxicxePxtNLU0WD11MVnoWcw7MwcjUiKW9l3L//H2+Wf4NjXo1QgiB31o/Dk47iKaWJm2mtcFzmCd6xm/TbjXo34ClrZdycOpBqrWuhqGFrNjqG8vBCW+sagAZqRmqZbI3vIx8SYlSH477exb5jNmTZlO1ZlXVs3yIw4cP8+zZMyZOnPiHn1Xzn3H48GGePn3KypUrVcF+Z0+excLSghpuNdi7cS8Ajb0bs23RNkzMTSjpWJInd57Q5/s+XNl3BaeqTkQERqAsVOLew52VXitxaeNCWfeyrHJfRUpUCn2P9cW5hWxturL8CsfHHif4eDClapbi7sG7OHo68uLBC3T0dCjIkxXbgoLXPwvlnybmJiQmJGJlLbvZCCGIiIjAx+eP/bjVqPmzCCGYOXMmOjo6TJ48GZDzQkeFR7F662qO7jjK4wePmbl6JqunrEbfSJ+W3Voy33c+9dvXx9LSkh8H/kiN1jVoN6kdABkJGdw5eIeE8ARK1SxFjY41igT7vvG9tXKwIj0pnechz6nfvj6KQgV3Lt3BrZkbkiRx9exVzK3MKVtJDlTzP+dP9VrViwST+fv7Y25ujrOz898lMjVqPjs+SsEVQvQFkCSpvhDi6m/PSZJU/w+uvQJ81hFGN27cYN++fQwcOLDIgHTt8jWuXrrK2GljMTM3Izw4nEObDtGmZxsqVq/IoVWHuOd/j+FLhlPqq1JsGreJWydv0WdhHxr1akRuRi6bBm7i3vF7VGlehR4remBe/N1sBFraWnRb3I1ZbrO4sPoCbaa2AUDXQHZFyM95m0A8IzkDI/Oi6WiehT2jev2i7g2/paCggCkjp6Ctrc2CVQvQ0vpwt0lNTWXx4sVUrVq1iDVbzV9HWloaixcvpkqVKjRvLlv5MzMy8T/vT7vO7dDU1CTgTABlnMtgV9KO6+euU795fX49K2/JXKFaBfZ9v48es3pwadUlKnlW4sGRB+Rn59NmVhuOfHuE+JB4+p/qT7kmb30D6w6ty7U11/Bb4EeVnlW4uuEqegZ6ZCRmoG2iTUGurNAWFsiuCW82+DAxNSEpMYnyzrI1PzExkaysLJXfsBo1fyWnT58mICCAqVOnYmVlRVR4FBtWbaBFmxaUcizFtH7TcG/mTuLzRB7feczYpWPZOHEj5jbm+Iz0YYH3AopXKM43a79BkiT8VvtxbPox8jLz0NDSQFmoRFGgoE6Pt/EFLx6+wNrRGj0jPX49I79nLl+78OD6AzJSM6jjVYec7ByuXbhG03ZN0dTUJOxxGJHhkXTp9TZmIz8/Hz8/Pxo1aqRe3VCj5r/gzwaZrfjIsi+GrKwsJk6cSKlSpRgxYoSqvLCwkMWzFlPSoSRdenVBCMFPk3/CyMSIgZMG8vzJc7bN20bdVnXx6unFuQ3nOL/xPN4jvPH6xovU2FQWNl1I0KkgOv3QiW8PfPte5fYNJSqVoLxHee4cvaMqe5OCpjBfVjYKCwrJSs/C1PKti0JmeiYJsQk4VnD83XuvX76eh/ceMvWHqdjYvT+C+A1CCKZPn05KSgozZ85UZ0/4RMyZM4fk5GTmzp2rkvGFMxfIy8vDu703GWkZBN0Kwt3TnUe3HpGZlkndpnW5df4W9uXtef5QDnqxKm5FSnQKbh3duLrpKi6tXciIzuDOzjs0nty4iHILcqaNOt/U4cXNF+gZvF5FUEBOWg6aWpoqxfaNi8IbBdfIxIjU5FRVurjnz+X67e2LRo6rUfPfkpmZyezZs6lYsSI9e/aU04RNno2enh5jp47lxwk/oqWtRdcBXdm+cDvu3u48vvKY+GfxDF02lPWD1gMwavcoUMK6ruvYP3Y/ZeqWYfLNySxPXY5dRTvOLj6rqlMIwdNfn+JUU06Bd+PkDcyszShXoxx+h/3QM9CjdpPaXD59mZysHJp1kCf+Jw6dQFNTk2bebw0Bly9fJi0tDW9v779RamrUfH58lIIrSVJdSZLGAsUkSRrzm2MG8EVPMRcuXMjLly9ZuHChau9wgP3b9xP+JJwxU8ego6vDxaMXCboRxMDvBmJoYsiyEcvQN9Rn2I/DCL8dzrbJ26juVZ1uM7qREpPCouaLSIhI4NsD39J0RNOPUhSdGzkTExxDdqqcqunN8tmbNGHpyXI2hd8quJGPIwEoXeH9lrQnIU/YtGoTrdq3KjII/x7bt2/nxIkTjBgxQh089Ik4ceIEhw4dYtCgQVSq9DYw5fih45R0KIlrdVduXL6BQqGgXpN63Ll8Bw0NDarUrkLw9WCqNqzK/Yv3sStrx4u7L9DS0UILLbKSsqjXvx6/TP4F81LmNJoou8i8CHzBlQVXiH8ob9pRobm8pW52nNzPFPkKhBBoamqqAm0KFbKi+ya3soGRAWmpaZhZyIGMMTExABQvXvxvkJiaL4nly5cTFxfHrFmz0NLS4sShE9y6fotR343i5qWb3Lpyi0ETB7Fx1kYMjA1w+9qNS3su0WF0B65su8LLkJcM3TwUbS1tFjVexINTD/CZ78Owo8MoWaUkGpoauHVz41XoK1UqsPiIeFJiUihftzw5mTncPnsbt1Zu5OXk4X/YH3dvd/QM9Di24xjFHYrj6uZKfl4+xw4co0GTBlhaWaraf/DgQSwsLNTZRdSo+S/5WAuuDmCE7NJg/JsjHej4ges+a65cucKOHTvo27cvNWvWVJUnJyazevFq3NzdaOTViOzMbFbPWk35KuVp5duKU5tPEXorlIFzBqKrp8vyfssxtzVnyNoh5KTlsLT1UtLj0hl1bBSVm328kuhYzRGAF0Evip54HZeanvRawf1NkFlESAQATs5O/H8UCgUzxs/A2NSY8TPG/2H9Fy5cYPbs2TRp0oQhQ4Z8dLvVfDzPnj1jypQpVKtWjeHDh6vKoyKiuHntJm182sh+fuevYmpuSuXqlblz5Q7lXMoR/TSa/Nx8KtWpRMi1EFwauRB0Jojy9csTdCwIEzsTNAo1iL4Tjec0TzkP88DjbKq3iQuTLrDWdS23fr5FsQrF0DXRJTlC3tq5MEdWZhFynwF51UBDQ4Pc3Fw0NDQoVBQihMDEVM4q+OqV7K9oZ2eHGjV/FWFhYWzZsoUuXbpQrVo10tPSWTx3Ma7VXWnYpCErZq7ApbYLeWl5PLn3hD4T+rBjxg7K1yyPiYEJNw/dpPOMztg42rDEcwkpL1P49ti3NBnZpIiRwcRO7scZ8fLGJg8uPgCgUsNK3Dx1k7zsPNx93PE/6k92ZjYterTgafBT7l2/R7ue7dDQ0ODMiTMkJybTuWdn1X1jY2O5ePEiHTp0QFtb+2+UnBo1nx8fpeAKIfyFEDOBOkKImb85lgghwj5xG/+VZGRkMGnSJMqUKcO4ceOKnFsydwk5OTlMnDkRSZLYsmQLCbEJjP5hNCnxKWyds5XqjarTqFMjtk3aRuLLRIZvHI6eoR5rfNeQEJHAsP3DKFPnbVqaZzeesX/wfpa7L2e993p+3fYrQhTNqGJTTnYfiI+QLW1v8uO+seSmJLxOB2b1Nh1Y2MMwjEyNsCn5ruvB8QPHCQ4KZvz08ZiZfziFWGBgIMOHD6dSpUr89NNPf7jDmZo/T0FBAaNHj0ZDQ4Nly5YV+QLcsWkHWtpadPLthEKh4NrFa9RtVJf83HxC7oRQo0ENHgU+QpIkjI2NycvKo1TFUsSExuDs4UzIuRBc27hyc+NNjKyNqNqtKmfHn+XuxrvUG1+PEREjcGzoyPkJ58lLzcPmKxsSwxLRMdShIEd2RxBKgVAKVVv1DPTIysjC0NiQjDRZEXjTjxISEtDT08PY2PhvlqKazxUhBHPmzMHAwEA1Jq9ctJK0lDSmzJ3Cypkryc3OpeeQnuxcvJMGbRpw44i80tF6YGsOzDpArXa1qN22Nku9lpKXncfoM6NxbvRuoJeiQJ7Ivckpfu+Xe1iXtsa2rC0Xd13ExtEGZzdnjm44iuNXjlR2q8zun3ejb6BP6+6tEUKwdd1WylYoS12Puqr7bt26FSEEPXv2/BskpkbN583HuigclyTpGLBCkqRj///4xG38VzJv3jzi4uJYsGBBkZy3t67f4sTBE/Qe1Bunck5EPo5k//r9tPJtRaUalVg7aS2KQgVDfxzK7V9u47/Ln7Zj2lK+dnkOTjnIk8tP6L2mNxU85GXgjLgMNvtsZoXHCu4fuI+2gTZJEUnsHbCXMzPOFGmTqZ1smU2Ply21b/wgtXTlQTglTlZwza3f+vI+efCEcpXLveMCkZ2VzcqFK3Gp7kKLti0+KIubN28ycOBAHBwc2LRpU5Ed3NT8daxbt4779+8zZ84cSpR4m/UiMT6RI/uO4N3OGytrKx7cfkBaShr1Pevz4MYDFIUKqtavSvCNYBycHXgRIlv4JaX8Pzc0NiQ/O5+y9csSeiqUat2rkRicyPWfrlNjUA08F3hiXtqcZkuakZeeR9COICydLEl9noq+qT6KfPnLXqlQqiZdhQWF6Bvqk5meKfvfprxOoWQm99H4+Hisra3VPtpq/jL8/Py4cuUKo0aNwsLCgpCHIezfsZ/OPTuTkZTBuSPn6D60O3uX7kXfSJ/yFcrzMOAh3SZ1Y8/kPViXtqbztM4sb7Gc/Ox8Rv4yEvuq7/cRz0iQJ2yGlobkZOQQfDmYai2rERcVx4PLD2jUrREPAh8Q/jCcdgPa8erlK84dPod3N29MzEzwO+tHWGgYfQb3Ub0D6enp7N69Gy8vL0qWLPm3yU2Nms+VjzWzLQIWA5FADrD+9ZEJPPw0Tfv3cv36dfbt28eAAQOoVq2aqjw/L5+5k+dS3L44A4YPQAjB4omLMTQ2ZNDkQVz/5TqBJwPpNq4bxmbGbByzEYdKDvhM8OHO0TtcWH2BJkOb4NZVzrkYfS+aJTWX8PjcY1rOacm0qGkMOTuEiY8mUrtvbc7/cJ7wy+Gq+rV1tdHS1SI3XU4Llpct+z++2dgh6VUSAOY2soJbkF9AREgEFVwqvPOMOzbsIDEhkbHTxn5QCbl+/Tr9+vWjRIkSbN++HQsLi9/9rJr/nOjoaFauXEmLFi1o1apVkXMrF69EoVDQf2h/AC6duoS2jjZ1G9bl3tV7aGlr8VX1r3h86zHOtZwJuxWGZUlLXj1+hY6BDqnPU9HU1iQvKQ9loZJq3apxbsI59C30afLD26VZW1db7GrY8XD3Q4ztjEmPTUdbV7tIEOMb8nLzMDQxJC0lDRMzE1KS5cnVbxXcYsWKfXK5qfkyKCwsZMGCBZQuXZru3bsjhODHWT9iam7KoBGDWDx5MSUcS2BlbkXI7RC6DuvKoaWHqN60OqHnQslOzWbgmoFs7LmRzMRMhh8fTskqv69kJkUlYWRlhK6hLvfP3qcwv5CarWtybts5NDQ1aNK9CQdWH8DUyhTPTp5sX7EdDQ0NfIf4olQqWb1kNQ6lHWjR5q3xYNOmTWRmZqrdu9So+Yv4My4K/kA1IUQXIcTx14cv8EV5wufn5/P9999jb29fJGsCwNZ1W4l8GsnkOZPR19fn9L7TBN0IYvCUwejq6rJ20lpKfVWKDsM6sGPKDtIT0hm8ajCZSZls/3Y7paqXwmeunBf0xe0XrGm6Bk0dTUZeG0njCY3RNZIVVUmSaL+sPXqmetzecbtIGyRJUlnRslLlnc4MzWSLasLLBIzMjDAwloPhwh6FkZ+XT8XqFYvcIyM9g+3rt9OwaUNca7j+riyuX79O//79KVmyJDt37lQrLJ+QJUuWIEmSKqfnGx49eMShvYfw7eNLqdKlKCws5Nyxc9RrVA8jEyPuXr3LV9W/Ijk2maz0LJxrORNxN4Iy1coQeSsSx6qORAZG4lDDgacXn2LmYIa2rjYR5yKoN74e+ub6Reqzr29P/MN4dIx1KMwtBAmEQu5v+Tn5qhElJzsHYzNjOXOCpTnJSbK/rmUxOZgmLi4OG5sPZ+RQo+Zj2bt3L0+fPmXChAloa2tz4fQFbt+4zdAxQzl3+BzPw58zYOwAti/cjqu7K/fP3UdLW4vKNSrz4MIDus3txoVFF4h5GMOAXQMoVaPUB+uLDY7FtoK8be+NQzcwszWjlGspLuy4QK0WtUhNTuXm+Zu0H9iepIQkTuw5QWvf1lgXt+b0sdOEhYYxdMxQVcrFpKQkNm3aRIsWLahYseKHqlajRs1H8mcdJYtJkqSKRpIkqTTwRWk1e/bsITw8nO+//75IYu7o59FsWL4BzxaeuDdyJy05jdWzVlOpZiVadmvJjvk7SIxJZPiS4YRcDcF/pz+tR7bG0dWRrUO2kp+Tz4BNA9DS0SL1ZSqbO2xG31yfYX7DsKv8biCOtp42DrUceBX8SlWmVCgpzCtER18HeLuzjkmx14E9z15hY/9WqXh06xEAlWq8jcQH2L15NxnpGQwePfh35XD79m0GDBiAvb09O3bswMrK6s+KUs1H8uzZM44dO0bPnj2LZB0oyC9g+oTpWFpZMnik/L+66X+TpPgkvDp4kZaUxpP7T6jmXo3QX0MBsC9vT1xkHKVdS/M86DkOrg48v/scx9qORPhHUK5JOR7tfYSkIVG1T9V32mJqb0p+Zj7S69TWbzIoAGRnZqt+z0jLwMzSjMS4RCyKWZAQJ+8xb1XMCiEEr169wtbW9tMJTc0XQ25uLitXrqRmzZo0bdqUwsJCVv64EqdyTng292TzT5txa+hG8LVgcrJycGvgxqMrj2g/rD0nFp/ApakL+Un5BJ0IwmeBD5WaVSIrMYsz08+wzmsdO7vvJC0mTVWfUqEk+kE0JaqUIDstm6CzQdRqW4vrJ66TnpRO837N2btiLwZGBrTu25qNizeiqalJz297kpuby/KFy6lQsQJe3m+3MF+2bBm5ubmMHj36nxChGjWfJX9WwR0NXJIk6ZIkSZcAP2DUX96qfylZWVmsXLkSNzc3GjVqVOTcotmL0NDUUGUbWD9/PZlpmYxbMI7IR5EcW3eM5r2a41TJiQ2jNmBbxpYOEzpwddtVHp17hM8cH2zK2aAoVLC923byMvPod6gf5g6/n/vW0NKQrMQs1d+ZiZkIITCylDdySHj+WqkoKSufL5++pLjTWwXp4a2HWBe3ppjd2zlKTnYOOzfu5GvPr3Gu/P5ddB4/fsyAAQOwsbFh+/btauX2E7Nt2zY0NTXp169fkfINazbwOPgx0+ZNw9hEDtY6vPMwZhZmeDT14NdLciCiWxM3Qm6GYGxuTG6a7L5ibmVOQW4BplamFOYVYm5rTk5KDo71HXl85DEOHg4Y2Ri90xZdE3kVoSBL9u/Oy8pDvE7TIZQCpVKJgbEByQnJmFuZkxSfhLWdNa9iX2FqZoq+vj6ZmZnk5uZibW39yWSm5sth165dxMfHM3r0aCRJ4tSRU0SGRzJs7DD2rN1DZlom7bq34/TO07Ts0ZJTa09RtnpZngY8RVNbE8++npycc5JaXWvRcGhDIgIiWFRlERd/uEhuWi5B+4M4NvptqEnMoxjysvJwrO3I7RO3KcgroE7HOpxaf4oS5UpgaW/J5aOXadW7FYnxiZw5cAafPj5YF7dm58adxEbHMm7aOFUgbmhoKLt378bX15cyZcr83mOqUaPmT/KnFFwhxGmgHDDy9VFBCHHm4CGo2AAAIABJREFUw1d9Pmzfvp2kpCTGjRtXxC/11vVb+J3xo/+3/bGxs+HJgycc33Gc9n3bU9q5NKvHr8bE0oTe03pz6MdDxEfFM3DpQLJTstn/3X7KuZej4TcNAfD70Y9nN57RcXXH91puf0tuRi56Jm+37H0VJltzrcvIikP042is7K3QNdAlOyObuGdxOFZyBOSI43vX7lG1blEr3dF9R0lLTaPPkD7vrTM+Pp5+/fqhr6/Ptm3b1G4Jn5iCggKOHTuGp6dnkSX9p0+esm7FOlq0aUHjZo0BiAyLJOBsAB16dkBbR5vAs4GYFzOnQtUKBF8PpqJbRaIeRAGg8frVl8TrfizHiWFZ2pK4oDjKeL3/i/ZNloS8jDy0dLXISc2RlVozA5Bk31vL4pakp6RjYGKAUqmkZKmSvHj2AvtScsCOOgeumr+KvLw81q1bR926dalTpw6FhYX8vOxnnCs5U7V6VQ5sOkCzDs24sPcCeoZ6GOsZkxqfSv0W9Xl06RHtJrTj8KTDWNhb0HVZV8LOh7Heaz0GlgaMuj2KEddHUGdQHUJ/CVVlCwm9KK+GlHMvx9W9V7F2tEaBgqd3ntJyYEv2LNuDlo4WHYd05OcffkbfUJ+ew3sSHxfP+pXraezVmNr1agPyODxr1ixMTEwYNeqLsRWpUfO38LFZFBq//tkBaAWUeX20el322ZOXl8eWLVvw8PCgevW329oKIVg6byk2djb0GNADIQSrZq7CxNyEvuP6cnHfRUJvhdJ3el/SXqVxcsVJvvb9mooeFTnw3QEKcgvotbIXGhoaJDxJ4Nzcc7j4uFCtS7UPtEYm9mEsFqXfBnVF/ipv2mDvIisST289pbSrvIFD6K3Xg3JVeWeqsIdhpCSmUMOjhur6goICtq7biksNF6rVerf+vLw8Bg0aRHp6Ohs2bCgSya/m0xAYGEhycjLt2rVTlQkhmDttLoaGhnw38ztV+dYVW9HT16NTv07k5+Vz48IN6jatS1piGtHh0bKCGxSFZUlLUl6mIGlI5KXJW4/mJOWgqa1JQab8JW5f7/3R47mpsgU4OykbA0sDhBDk5+fLCi6QlpqGiZXsEiNpycqzvZM9zyOfqxTcN7uYqSPF1fy3HD58mISEBIYOHQrAuVPnePn8JYNHDWb/hv0U5BfQpFUTAk8H0rpPa85uOUvd1nW5suMKJSuWRJmhJCE8gR5re5D6LJVtnbdh/ZU1wwKGYVdFNjDYVbGjIKeA7GR5Y5NHZx5h62yLUigJ8Q+hfrf6nFx3EgMTA75y/4oLBy7QsmdLXkS9IOBMAL5DfDG1MGXpD0tRKBSMnTpW1f6jR49y48YNxo4di5nZh1MxqlGj5s/xsRbcr1//bP2e44vYT/DUqVMkJCTQv3//IuUBFwJ4eO8hg0cPRk9Pj18v/crdq3fpM6YP2trabJ29lQo1KtCoUyO2TtqKnpEevrN8CfUP5eb+mzQf21yVv/b4xONo6WrR7qd272tCEaLvRZP6PJWyDcuqyh6df4RtBVtMbU1JeJ5AfFQ8zvVkN4P7AffR1NLkq1pfAXDlzBUkScKtsZvq+ou/XCT2ZSz9hhRdCn/D7NmzCQoKYtGiRepAiL+J8+fPY2hoiIeHh6os4GIAt67fYvi44ZhbyC4s4aHhnD1yFp9ePphbmnPz4k2yM7PxaOVB8PVgACrWrcjzR89xrOxI7JNYrEpZkfw8GUtHS1KiUjAvbU5alOxraFnO8t3GAKnPUtEz1yPlRQoGVrJSm5mSiY6R7PedEJOAnpG8qpBfIG/Ta1vSlpjoGEqXlSdbERHy5iKOjo5/pajUfGEolUrWr19PlSpVqFu3rpxb9uetOJZxpFadWhzedpiGrRrif9gfA2MDtAq1yMvKo1zlcsSFx9FyREvOLj5LtfbVKFu/LHt670HXSJd+x/phYP52V8rsFFmx1TXRJTslm7ArYbi0ciFgZwBCCCo1rsT149dp0qMJR9YfQUNDg45DO7Jm3hosrS3p8k0X7vx6h5OHT9JzQE9KOsgTu5SUFObNm4erqytdu3b9R2SoRs3nzMdmUZj++mff9xzv14Y+M7Zt20bZsmWLbJ8ohGDDqg3YlbSjdUc5effGHzdiU8KGNj3bcHzDcZLjkuk/sz9BF4J4eOkhHSd1xMjciL3j92JZypLmY5oDEHk1kuCTwTSZ2AQTW5M/bM+FBRfQNdalejfZmpz0IonH/o+p0V62yN44egOAGi1qIITg+qnrVKlfBQNj2ermd8wP1zquWBSzUD3L1p+3UsqpFA08G7xT3/Hjx9m9ezeDBg3Cy8vrnfNqPg1Xr17Fzc2tSK7l9avWU7xkcTp0fbt4snLuSgyMDOj1bS8Azuw7g7mVOTW/rsnDwIfoGuji+JUjsU9jcajkQHxkPDZlbEiLTsO8pDkZsRmY2JmoLLT6lkWzJ7zhxdUX2FW3I/ZBLDrGslKb/CoZJUrMbM0oLCykQFGAnr4eca/isC1hS2x0LEIInCvKk63Q0FBsbW0xNTV9bx1q1HwMAQEBREVF0a9fPyRJ4t6te4Q8DKFH/x6cPnCarIwsmndozuVjl/Hq6oXfLj9qNq/J9X3XcXBxICE4gcK8QtrOakvAsgBiH8TSYVUHTEsU7ZfRd6KxKG2BnrEe947dQ1moxLWtK/7b/ancuDKBJwMRQlCnTR3O7jmLl68XoUGhBN0Mov+4/ujo6jD/+/nYFrdlwLcDVPedN28eaWlpzJs3T70xjho1n4A/9VZJkhQuSdJOSZIGS5L0xZjwQkNDCQoKolu3bkV8b+/fvk/Q7SB6D+qNlpYW9wPvE3I3hB4jeqAoVHBo1SFqetakoltF9s3Zh01pGzz7efLr/l+JfhSNz2wfVcYD/6X+GFoZ4v7tH2dde3z2MUEHg/AY7oG+mayInPnpDJKmRP1e9VEqlfht86NMjTLYlLYh7G4YL5++xL21fO/Q+6E8C3tGk3ZNVPcMvBxI8INgen3T653BNjo6mmnTplGtWjXGjBnzX8tTzceRmJhIVFQUbm5vrewhD0O4d/sePfv3VO1kdvvabQL9Aun9bW9MzU1JTUzl+rnrePp4oqmlSVBAEF/V+or4qHgUhQpKOpck+UUylvaWZCRmYFTMiLyMPPRM9VRZEN6X+zjpSRLxD+KxqmRFQXYBuXm58mRMknfJM7V+neP2VTzlXcvz8O5DvnL9ivt37gNQyUXO1hEUFESlSpXeub8aNX+G3bt3Y2FhQfPmspHg0J5DGBoZ0rJdS47tPIazqzNRj6JQKpQUL1Gc9KR0XOq6EPM4hqYDm3Jt8zWqtq2KpaMlAcsDKN+0PJXaFO2XhfmFPL34lNLu8upD4NZArMtakxibSPLLZOp1rSe7PbSpy7kD5wDwGerD2h/WUqpsKVp1bcW+7ft4HPyYsVPHYmAgW4b9/f05dOgQAwcOxNn5/cG8atSo+e/4s9PGisDPgCWwSJKkCEmSDv/1zfp3cejQIbS1tWnTpk2R8r3b9mJkYkSbjnL5gY0HMLUwpXmn5lzYc4H0pHQ6j+rM/Qv3iQqKov249mhoaXBiwQlKVilJ9fay9TUrKYvgE8HU6lULHQOdD7bl1aNX7Oy1E5uvbGgySVZQY0NjubL5CvV61MOqlBW3TtwiJiyG5oPkgf/ExhPo6uvSoINsmT2y5Qh6+np4tvcEZOvtumXrsLGzUT3LG5RKJePHj0cIwZIlS1R5G/+PvfMOi+Jq+/C99CK9CVIVG3ZsFLuoKNg7omLU2LuR2GLvDXvFLtiDGhW7YgUMqIioqEiTDsLSYXe+P/Z1fXlN8sVETWL2vi4v3LM7M2eHw8wzz/md56fg8/PwoSwwbNjw/ULAc6fOoaKqQtdeXQHZ727r8q2YWZjRd1hfAC4eu4ikXIL7QHdy0nNIeJpAg9YNSH6eDICFvQXiTDF6lfUoKShBo9L7wFbTUPbAVJDxvjrHOyJ3RyJSEiERSRCJRKS+SEXLRAslFSWyM7ORKkkxMDUg7nkcdg52pCal0rB5Q8LuhmFlY4Wpmak8aG/cuPEH+1eg4PeSlpbGlStX6Nu3L2pqahQWFHLx7EU6eXbizes3vIx5SZd+Xbh89DINXBvw8OpDzGzMePPkDRo6GqirqlOQXUDLkS15cfUF4hQxTqOcPjhOzNkYit4WUbdnXRIfJvLy7ktaDG/Bhc0XMLY2JiUphaL8Ilr1b0XwoWA6DezE/Vv3iX8Rz6iZo8h9m8vmNZtxaulEhy4dAJnN++zZs7G3t2fChAlf+tQpUPCv4WMDXAlQ9p+fUiANSP/Unfo7UV5ezunTp2ndunUFl6683Dyunr9K5+6d0dKWlUW6ffE27v3cUddUJ/hAMNXqVcOhuQMXd15Ez1QP176uRF+KJu15Gp2mdJJnSmOvxCKVSKnXs95v9iUhPIHt7ttRVlNm2MlhqGqoUlZSxu6Ru1HXUaf73O6UlZQROD+QKrWq4NzLmTev3nDt+DXch7ijratNWlIaF09cxMPLA20dmQHE3Zt3eXD/AcPGDkNVTbXCMQMDAwkNDWXWrFlYW1t/4rOr4Ld4/PgxSkpKFfTOIVdDaNK8idwR7P7t+zyOeIzPRB80NDWQSqWc3neaes3rYVfLjse3ZUaD9VvUJ+VlCgB6JrJt3xmAAGgaaFKUXUTlhrLatPEh8RX6khOXQ/jmcGr3rs2jHx9h4WhBkbiIvLd5GNsZgwiS4pOoUrMKUqkU/vMc1MS1CWF3wnBt7QpAeHg4QIWstAIFH8uZM2eQSqX06dMHgGsXr1FcVEzXPl25cvoKysrKVK1RleRXyTh3ciYqJArnbs48OP+ARu6NeHb1GdpG2tRoVYOX116irKpMjQ41KhxDUi7h4oKLGNcwplbnWlxZfwX1SuqY1TXj+d3ntB/RnrPbz9KofSP5moaeo3viv9qf+s3q08q9FRtWbKCoqIiZC2bKZ0VWr15Namoqy5cvryA9UqBAwaflYwPcPMAPmWXvUEEQnAVBGPXpu/X3ITQ0lIyMDHr27Fmh/dLZS5SUlNC9X3cArp25hqRcgscADxKeJ/Aq6hVuXm6Is8Q8uPSANt5tUFFTIfxYONqG2nKtLEDmy0wAqjT85aoEUomUa2uusbntZlQ0VBhzcQzG1YyRSqUcGHeA+Ih4hmwagl5lPY4sOkLqq1SGLB2CkrIS22dtR11DnT4TZDeC3at3o6SkxIDRskUNEokEv6V+mFuaV9B0AiQlJbF8+XJatGhBv379Ps0JVfC7iYmJwdbWVj6tmZWZxasXr3Bp6SL/zPE9xzEwMsCjr8y+98HtB7x5/YZuQ2WZ+Oh70Whqa1KtfjUykzLRNdZFWUUZABU1FdS11SkWF2NoZ0j6s3QsmlpgaG/I9R+uU1Yoq6hQkF7AkZ5HUFJRwtzFnLw3eUjVpGjqa5L5JpNyoRwjSyMKxAWUCWVU0qtE7PNYrKtak5qWSnFxMS3byBbJ3blzB21tbYVEQcGfIjg4mDp16lC1qsx36OqFq5hWNqVh44bcvHCThs4N5ZVj9HT1kJRLsKpuhThLTP0O9YkLi8PexR4lZSVyEnPQt9H/YPYsZG0IadFpdF7cmZSYFMIPh9NieAvObTyHjrEOBWUF5GXl0Xpgay4EXKDL4C5c/PEiWelZjJszjkcRjwg6GoT3cG9sq9kCsvvJwYMH8fHxqWDzrkCBgk/Pxwa4A4EQYCxwWCQSLRCJRO3/n23+0Zw7dw5tbW3atGlTof3C6QvYVLWR6wpvnr+JbQ1bbGvacu/cPQBcPV2JCI5AkAo49XBCEASiLkZR370+Kmrvp/rfPdnnZ+RXOIakTELk4UjWNF7D2Zlnqe1em8n3JmNayxSpRErA5ADuBd6j+7zuNOrWiLDTYZzddBa34W7Ub1efGyducP/yfbxmeGFY2ZAnEU8IPhpM7+G9MbOUVW44few0z588Z6LvRNTU31/gBUFg9uzZgGwxxC9pMhV8Xl6+fEn16tXlr6Mfypzn6jvWByA3J5dbl2/RpU8X+e/ufOB5dPR1aNlFFlDGhMVQs0lNlFWUyU3PRd9UXx7glpeVo2+hT3ZCNrYuthRkFJAalYrnDk+yX2SzznodJ7xOsNlhM5lPM/Hc6UnI+hBMa5vyMvwl+rb6qKirkPQ6CW1jbTS0NHj2+BnN2jcj8l4krTq14nLwZTS1NGnu2hxBELhx4wbOzs5y/bACBR9LSkoKkZGR8sWu5eXl3Lt1j5btWpKVlsXr569xbufMw1sPqepQlYQnCahpqCGUyGQ4VRtVJeNlBuYOsjJgyirKlOSVICmXyI8RdTKK4LnB1O9Tnzrd63DC9wQaehrYutoSfS2ajmM78tPWn3B0c+TG2RuoqavR0asjAVsDaNe1HbUb1WbZD8swMTNh1ERZDqiwsJCZM2dibW3NtGnTUKBAweflY40eTgmC8B0wCjgH+AA/fYZ+/S2QSCRcvnyZ1q1bo6Hx3lAhLzePiLAI2nduj0gkoriwmKiwKJzayzRcj249wtbBFiNzI56HPqeSYSVs6tmQlZBFQVYBVZtXrXCchv0boqKhwtYOW4kIjCBsXxgnJ51kif0SDg05BAIMDhjM0GND0TbSplhczLZB2wjxD8F9mjtdvuvCk5tP2PTtJqo3q87gxYNJeJ7ApmmbcGjuQPdR3SkpKmH5lOUYmxszdMpQALKzsvFb6odjM0fcu7lX6NPRo0e5desWvr6+inq3fwESiYTExMQKpbRexr4EwL6mrDTcvev3kEgktPOUGT0UFRRx+/xt2nRrg5qGGiVFJcTHxFO9kSxILi0qRaOSBtoG2igpK5GXnod1Y2uSHiRRs3NNVLVUub3xNnZt7Rh6bSgmtU1IupuEdQtrRoSNIPJEJOIUMerm6qhoqJDwPAHTGqaIlEW8fvmaao2qUZBfgLaBNpJyCe082nHhpwu079QedQ11oqKiSE5OpkOHDl/2ZCr4qrh27RqAPMB98ugJ+eJ8mrs251H4IwAaODUg9mEstRrXIuFJAla1rchKykJZRRldU10EqYC2gUyiU7dnXfLT8zkz9QxJEUmc/f4sBwccxLqZNX139uXO3js8u/YMz7meHF90HBNbEzIyMyjILcCltws3z9yk77i+HN55GKlUypjZYzh28Bgxj2OYPnc6WtqyGZi1a9cSHx/P8uXLK9i8K1Cg4PPwUSuGRCLRCaAh8AK4CQwBQj9Dv/4WREZGkpmZ+cENOex2GOXl5bRsJ8uSPX34lLLSMho6N0QQBGIfxOLaVaY5TIxJxLaeLSKRiLdv3gJgbFPR2tbIzoheG3pxdtZZAoYGAKCqpUqNdjVoPqI5tdxryfW68ZHx7By6k4y4DAasHkC7Me2IvBiJ31A/TG1MmR44nbycPOb1n4e6tjq+O31RUlZi3XfreP38NasDVqOto40gCCyeuZjCwkJmL51dIUOblJTE0qVLcXJywsvL6/OcXAW/SXp6OmVlZRXMEJITk9HT15OX13oQ+oBKupWo3UBW2/jnkJ8pLiqmTbc2ACTFJiEpl1Ct/n9cyUQyuYuSshKmVU1JfpJMh5EduLLuCi9uv8DpWydu+t3Eurk1TqOcGHZzGCBzLTs+6jhRx6NoOLghtwNuY9nUkhePXpCUmISlgyVPY56Sk59DZavKhN8Np2a9mryOf404TyxfuPjTTz+hqqqqCHAV/Clu3bpFlSpV5La2P4f9DEBT56Yc2XYEFVUVjIyMEL8VU9WhKuevnadG4xrkZ+ejbaCNqoZs9qC0SFan2aGrAw36NeDO1jvc2XoHgCZDm9BjfQ/SXqRxbPoxaratydvctyQ/TcZ7tTc75+yk3aB2nPQ/iVFlIxycHNi2bhve471R01Bj0+pNNHdtTidPWRAeHh7O3r178fb2VujPFSj4QnzskvjlQIQgCJJfelMkEnUQBOHSn+/W34OLFy+ipqZG27ZtK7Tfvn6bSjqVqNuwLgAxD2IAcGjkQF5WHvlv87GuKVuQlZ2STb3WssVj72xOf4lmPs1w9HIk43kGatpq6FXRqyBjKCko4ezys1zccBE9Mz2mnZ9GddfqnNt8jkM/HMKmrg2+x30pLipmTu85iHPELAtahrGFMYFbAzl3+BxDJg+hWVuZReSJQye4GnyVybMmU63Ge1tWiUTCd999B8DKlSsV9Rn/IlJTZbbL5ubv7ZozMjIwMXtvjfw8+jk169aU/44ibkagoaVB3WaycZka/5992Mn2oWOoQ8oL2UKzGq41CD8Zzkj/kZhUM+H80vNMvT6VjOcZ/Dj+R6LPRGPrYkt+Wj6PTjwiPy0f18mu3Nx/E9MapsQ+iMWyoSVPo56SnpGOXV07Hkc/ptuwbhw+cJiZK2dyIvAEFpYWNHdpjlQq5fz587i6uirq3yr4wwiCQHh4OG3atJE/lEc/jMbS2hJDI0NePXuFjb0NmW9k6xrM7cwRZ4nRNdJFKBQQKYlQ01RD30KfN9Eyy2glJSUGHhiI61hXchJysHWxxcDGgPSX6WzpsQVtQ23aTmrLOq91NO/VnGsnrqGlq4VZDTNOHT7Fd5u+Y/PizRhXNmbopKEsmrmI4uJiZi2ehUgkoqioCF9fXywtLZkxY8Zfdu4UKPi38bEShfBfC27/w4o/2Z+/FZcvX8bJyQkdHZ0K7eF3wmni3ESuI3z97DWGpoboG+uTk5EDgJG5zAlKUiZBRV0WqL5zLEuOTv7F46moqWBe1xwjOyN5cCuVSgk7GsYPjj8QvDYYp4FO/HDvByzqWOA31I8Dsw/g6O7I3J/mkpWWxfTO08lJz2HhkYVUb1idMwfPsHXhVtp2bcuw6bKM3IP7D1g+bznOrZwZPHJwhT5s27aNsLAw5s2bp5Am/IVkZspu0MbG77P94lwxunrvTUDS3qRhYWUhf/0y+iX2de3llTCKxEUAVNKvBICVgxUZCRmIs8U4D3CmKK+Ie0fu0XddX1JjUjk+5TgDDw7Ec7UnaU/SuDjvIuF7w7F0tKTHth7cPXoXVU1V8svz0THR4cXTF9g52pGdmY2SthI6+jrExcdhYGSAbU1bwu6G0X9wf5SUlAgNDeXNmzd07979s587BV8viYmJZGdnV1ig9TL2JdVryWQ4KYkpVLGpQl5OHgD6xvpIpVKUVZXRNdZFnClGKpFSp1MdHp9/jDhdDMiCXFtXWxoNbISBjQGv7r1iTbs1lJeV47PXhz1T92BgYYBRTSOehT+jn28/Dq47SMOWDcl6m8WzqGdMnD+RR5GPOHfqHN+M+QbbqraArGpCfHw8y5YtQ1tbGwUKFHwZPnVR069mJVJcXBzx8fEMGzasQntaahpJCUn09+kvb3sT/wZLO9lUcnHBf5ygtGUaKw1tDQpzZVaPuqa6VKlThdsHb+M2wQ0l5V9/vpBKpTz86SFnlpwh6XESlvUsGbFnBNVdqnP/3H38p/gjzhLjtdALzwmeXD16lc3TN1NJvxKrzq7CprYNgVsC2bpoK83bNWf2xtkoKyvzKvYVk4dPxtzCnOWblqOsrCw/5r179/Dz88PT0/ODqhEKvixv38rkLAYGBvK2kpIStCu9v0Hm5uSiZ/g+G5qamIpjC0f5a5GS7M+xvKwcgLqtZJnde6fu4ebjRrXm1Ti58CTzb8/HY64HZxedJe15Gp1nd2b64+kggtQnqdzZe4fASYEYWBqgbq7Oq4hX6NnroS5RJ+5lHNUbV+fBzw/wHOLJ0YCjjJoxisD9gWhpa9F7YG8Ajh8/jo6ODh07dvxMZ0zBv4EHDx4A72tDC4JAckIyLdrITGxyMnNo0LwBpSUy+YGqmirqWuoUiYuo4VwDqURK/KN42o5vS9jhMDb12MSYY2PQr6IPQHZCNpfWXiJkZwhGNkZ8s/+b99falV5smbYFp25OhFwIQSKR0H9yf2b4zMC5vTNO7Z3o26kv1nbWDB8rs3R/J00YPHgwzs7OX/p0KfgDBIQm/OFtvZorSmn+nfjUAe6vz8H/w7h+/ToArVpVtK19eP8/xfcbvy++n5mWSc36NQHk08XvVuSaVTUj+dn7jK2Hrwc7huwgcFog/Vf1R0W14q9AnCEm9EgoN3bdIC02DVN7U4bvHk7Tvk3JTs5m3eB1hJ0Jw8rBihlHZ2BqZ8racWu5evQq9VzrMWPHDCrpV2L1jNWcOXiGtt3aMmfjHFTVVIl7EceogaNQUVFhy4Et8lqqIHMrmzhxInZ2dixZskRRNeEvJj9fVlGjUqVKv/qZ8rJy1NTeV74ozC9ES0dL/trYQpb9TY1PxaKqBfaN7bFrYMdpv9O49nZl+LbhLGq9iDXd1jDp2CTMappx0vck23puq3AcJRUlmvRvQtKrJF7ef0nVVlV5dPsRts1seRv9lrziPIzMjHid+BpdPV1cO7iy3m89Xj5e6OnpkZ+fT3BwMD179qywWFOBgo/l8ePHqKmpyauLiPPElJSUyKU7RQVFaGpqyq+rZaVlmFiZkPo6lUGzByESibh77C5eS70YGTCSHf13MMt+FpVrVUZaLiXjZQaIoOXIlrQZ14Ytw7eQFJ2EzwYf9i3eh5mNGRZ1Lbi88jITVkzAf60/yirKzFgxg82rN5OcmMzuo7tR11CnsLAQX19frKysFNIEBQr+AhS2VL/C1atXsbe3x8bGpkL744ePUVVTpVad9/aK+bn56OrLpo51jWQ/32bKMnC1XWpzZNERslOyMTQ3xLGnI27j3bi86TJPrz+lVptaGFkbIc4QE3c/jlehr5BKpNg2sWX47uE06d2E8tJyflz1I6f9TgPQf25/PCd4EnkjkvmD55Odls3A6QMZOH0gKYkp+A7x5dmjZ3hP8GbE9yNQUlIiKjKKCT4TUFZRZnvAdqxsreT9z8vLY/jw4ZSWlrJ169bfDKoUfBlKSkoAKgSEmpqaFBcVy1+ra6hTXPz+tYaWBsWF71/XcKyBqroq4RfDcWzriEgkwme5Dws8F7B59Gam7J3EFR8PAAAgAElEQVTCpGOT2DhgI/Oc59FlWhcmXp5I2pM0MuMyKXpbhJahFm+z3nJlxxXKSsqo41GH0OBQ6rarS1hIGE06N+HGpRv0Hd+Xfdv2MWHuBPbt3IeKigpDv5VV6zh37hzFxcX07t37c582BV85sbGxVK9eXS4PyxfLHgTfSXeUVZSRSCUYmslMebJSs7BvZM/1w9fR1NPEdaArl7ZfovXQ1tR1r8sPD38g4kQEcaFxKKko0dy7Oc0HNic9IZ1lXZdR8LaA4VuHc3jNYcpLy+kxtQdrpq6hZdeWZIuzeRj6kDnr5xAfH8+h3YfoP6Q/jZvLapyvXLmS+Ph4AgIC5LWsFShQ8OX41AHu60+8v78EsVhMWFjYB/IEkC1oqOlQs4LjV2lxKWoaskyakbkRKqoqJL+QZW2b92jO0SVH+WnDTwxZNgQlJSX6rehHddfqXN58mbCjYRTlFqGqoYqFgwXu09xp2qcpVepUQVIuISQghGPLjpGTkkPz7s0ZtGgQIlURK0ev5Pbp21jXtGbW3lnUaFSD0/tPs3nBZlTUVFiyZwkt3WVVHk4dO8WSWUswMTVh66GtWNu+n0YpKChgxIgRvH79Gn9/f/nKZAV/LeXlMlnBf0tIdPV1iX0WK3+tb6RPVnqW/LWphSnJce9nCzQraeLa1ZXgfcG4D3XHppYNtZxrMWTpEPb67mWB5wLGbRvHwtCFHJhygKDFQQQtDsLEzkRWyP5tAekv0hEEgVqtaiHSFREaHEqDDg0IvRFKHZc63A25S5M2Tbh87jJWdlY0btGYlctXMnj4YMwqyzTnJ0+epGrVqhUshxUo+CO8evWqgv62tFQmRXg3k1FJpxL5uflUqSpbPxAXE0eTTk0I9g/mTtAd+i/sz8MLD1nuuZwxu8bg0NqBjtPey2YSohI4PP8w947fw6yqGT77ffCf40/WmyxGrR3FhtkbsLS3xM3LDV8fX9p3a4+zmzP9OvfD2s6ayTMnAxASEsKBAwfw8fFRVE1QoOAv4ncFuCKRqNdvvS8Iwsn//PzNz/1TuHXrFuXl5bRvX9HDoqysjOiH0fTsX1GfKpVK5VP6qmqqVK1blZhwWWUF82rmtB3clos7L+LS2wX7JrIapo26NaJRt0ZIJVJKi0pR01KrIG+4eeQmP676kZQXKdg3sWfi7olUa1yN09tPE7g6EIlEwuBZg+k9vjepialM7juZyNuRNGnVhO/XfY+phSlFhUWsmLeCoCNBNHNpxootKzAwfK/pFIvFjBw5ksjISDZs2ICrq+tnO6cKPg4VFdmfpkQikWerzMzNuHXtFoIgIBKJsLSxJPFVonybOk3rcHrfaZlUoZIsYzR80XAir0eydMhS5h6ai2V1SzqP6oy+qT47Ju1garOptPFuQxffLvRd2JfHlx/zIvQFhW8LMbQ0pEn3JpRRxo2jN8hJzaHFwBZcP30dq5pWpGSloK2jjYmdCSG3Qth8ZDOb1mxCS1uLEeNGADLpS3h4ONOmTVPIXhT8KUpLS3nz5k2F9QHvHgDfPRCaWpiSkpSCroEuNjVtiAyJpP+E/ljVsuL4muM4dXVi5tmZbBy8keVdl2NkZUT1ZtUpLysn8XEiaa/SUNNUo9t33ajqXJUN4zZQVlLGuM3j2LZgGyqqKkxaM4mZI2dSxbYKvqt8mT11NlmZWRz48QBaWlpkZmbi6+tL9erV5RVpFChQ8OX5vVUUuv7GP8/f2lAkEu0WiUTpIpHo8Z/p6Jfk8uXLGBgYfGCl+DT6KcVFxTRqVrFdRVWlggtOE7cmxITFkJ2aDcCAeQMwtDBkaa+lhJ8Jr7CtkrISGpU0UFJS4m3aW85sOMPkRpPZMmoLKmoqTD0wlQUXF5CXl8fYFmPZvWA39VrUY8utLfQc05P9fvvxaedDbFQs01dOZ83hNZhamBIRGkG/Tv04dfQUw8cPZ8vBLRWC2/T0dLy8vIiIiGDt2rV07tz5U59GBX+Cd1OaBQUF8jZbO1uKiopIS0kDoFb9Wjx/8lwuW2jdtTWlxaVcOva+Up++iT4z984kPzefqR2mcnr7aYoLi3Hu6cyae2toN7QdIYEhzG43mx88fiDsShgSTQmqpqq8SX3Dic0n+NHvRwwtDGnzTRsun7iMRTULlA2UeRP/hn4T+nHy4El6DOpBcXkxN67cYMS4EegbyBbtXL16FUAxvhT8aZKTk5FKpVhbv5+B0tGVVbjJy5VVTbCvY8/zqOdIpVJadm3Jw1sPSUtMw2eRD8mxyawfvZ7K1Suz4MYCvFd4U9WxKq8iXpHyPAWLWhZ4r/RmaehScgtzWdJ/Cdp62kzaOYltC7ZRlF/E7F2zWfH9CspKy1i2exlHDh7h2sVrTJ01FYd6DkilUnx9fXn79i3r1q1TaM4VKPgL+V0ZXEEQPpyr//3sBTYB+//EPr4YxcXFXL58GXd3d3kW7R1ht8IAcGzmWKFdTV2NkuIS+etWvVoRsCqA4P3BeM3wQsdQh3nn5rFq4CrWDl6LfRN7GnZoiLGVMZJyCWmv0nh69ymx4bEIUoFaLrUYunwojp0dSXiawLz+84i4FoGlvSULjiygcbvG3Lpwi039N5GSkIJbTzfGzR+HkakReW/zWL98PScCTlDFqgo7j+ykiVOTCv2NjIxk3LhxiMViduzY8YENsYK/Hn39/6zqzs7GyEhWcq5GrRoAPHn8hMoWlWns0piDWw8Sfiuclh1a4tDYgdqOtdm3eh8u7i6YmMsW3tRxqsO6K+vYOGkjO2fvJGBlAK16tcK1qytDlw5lwJwB3D93nye3n5AYk0hKbApKKkoYVTHC/Vt3tIy0CDkdwtm9Z3H2dCYrL4vIO5GMWzyOPVv3YGlrySjfUXj39Mba1prB37wvPXfv3j0sLS2xs7P7wmdQwddGQoJsdbuV1fv1A7p6uqirq5P6RlbzuUGzBgTtDyL652g6e3fm8PrDHFh1gBmbZjBs8TD2zNmDbwdfhi4YitsoNzqOkckTBEEgISaBm8dvMr3ddApyC+j0TSfqtavH8nHLUVZRZv7++WxcspHEV4msDVhLfEI8G1ZsoFPXTngNkxni7Ny5k+vXrzN//nxq1679hc+QAgUK/puP1uCKRCIPoA4gfzQVBGHhr31eEIQQkUhk+0c691dw6dIl8vPzf7Fe582rN6lZpybGphWdyDS0NCgpeh/gWlW3wsXThZNbTtLRuyPGFsYYWRqx5NoSruy5wuU9lzmx/ASCICs6oayijF1DO3pO64lLXxeq1KhCRnIGG6Zs4HLAZbT1tBm5eCSewz1JSUjhO6/vCLsehl1NO/yO++Ho6ohUKiXoaBDrl64n920ug0cOZszUMXKbSJBJKfbu3cvKlSsxNzfH399fcRH+m2JhIatvm5SUJF8x7lDPAVU1VX4O/Zl2HdvRxLUJuvq6BJ8MpmWHlohEImb4zWCM+xjmDJ3DAv8FVLaqDICppSkLjy/kyb0nnNtzjiuHr3B+z3lU1FSwb2CPTS0bTOxNsGlsg1QqJS8rj4RnCZw/cp78t/mY2ZgxYukITgecJj42nskrJhN0NIjC/EL8Dvqxd8deEl4nsPPQTtTU31d2iImJoW7dul/+BCr46nj16hVABftqJSUlbKvZ8ipW9p5rB1fU1NUIPhHMd8u/o++4vgT6BdK0XVO6ju2KURUj/Gf6M7/nfFTVVbGpY4MgCKTHpyPOFqOkpETTLk3pObEnN8/fZL7PfKxrWjNj0wxWzV7F04dPWbx9MVq6WowfOZ7adWuzYNUCWXWGu3dZs2YNXbp0wdvb+684RQoUKPgvPtaqdxugBbQFdgF9gLDP0K+/jMDAQCwtLXFycqrQnpyQzIP7Dxg/Y/wH26iqqso1YO/4Zt43jLs6jtWjV7Pw6ELUNNRQVlGm48iOdBzZkSJxEXlZeSgpKWFoYYiyikxLlpGcwdbvtxK8PxiAHqN70H9qf5RVldm5fCfHdh5DXUOdCQsn0NOnJyqqKjyKeMSKeSuIfhhNg8YNmLl4ZoUqDyALlGbOnMmdO3dwc3Nj5cqVCkepvzH29jKt9vPnz+VOeuoa6jR1asqNKzeYPmc6qmqqePb35MiuIyTGJWJlZ4VNDRt+2PEDi0cvZmT7kXhN8MKttxsmFiaIRCLqONehjnMdiguKeXTzEVG3o3ge+Zx75++Rm5lboQ/mduY069SMBq0b8PL5S7Yu3YqGlgbz/edzaNchnj1+xrKdyygsLmTv9r306t8LpxYV/25UVVXlD3IKFPwZfv75ZywsLCqYnwDUa1SP86fOU15ejraONp16d+LckXMMnTiUQdMGEXUvipXjV1JUUERn7844ujkSdj6M2J9jSX6ejEhJRNV6VbFvZE9Dt4ZEh0ezdOxS3rx+g/sgd3qM6sHc0XN5E/+GxdsXY1PLBp8+Pujp6+G3yw9NTU2SkpLkZRaXLl2q0JsrUPA34GMzuC6CINQXiUSPBEFYIBKJ1gAnP0VHRCLRt8C3QAWN1ZckKiqK0NBQZsyY8YFFbcCeAJSVlfHo6fHBduXl5R983tzOnPGrx7Nm7Bp+6PcD07ZOw6TKe5tVTR1NNHVkZhASiYSHIQ8JPhDM7TO3AWjfvz0Dpw/ExNKEq6eusnnBZjJTM+kyoAsjZ47EyNSI9NR0Nq7cyJnjZzAxM2HJ+iV07t65Ql9KS0vZs2cPGzduRElJiUWLFjFw4EDFBfgP8qXGqb6+PtbW1kRERFRod+vsxsKZC3n88DH1GtZj0KhBBB0MYtXsVaw/tB6RSISTmxM7ruzAz9ePnUt2snPJTqo6VKVG/RpYVbPCzMoMI1MjzKqaYd/YHi1tLdQ01CgvLScvJ4/8vHzyc/N5/fw1P9/4mVW+qygpKsGttxt9xvRh+ffLefroKfM3zKeJaxP6efTDtLIp0+dM/+B71KpVi4sXL3Lu3Dk6d+6sGHdfkL/DNfVTkZWVxbVr1+jevfsHY8illQvHDx0n7E4YLq1cGDppKBdPXmTJlCWsC1zHokOLWDx8MX7T/Lh05BI9RvbA0c2RVn1kNc5Li0t5Gf2S8CvhHOh+gNSEVGxr27Ls6DKKSosY13scgiCw5tAajC2MGd5/OIJUYOv+rZhVNpMv1i0rK2Pbtm0fOF8q+G2+pnGq4O+F6GOyKyKRKFQQhOYikege0AvIAh4LglD9/9nOFvhJEITfNVfZpEkT4f79+7+7X5+KESNGEBERwY0bNypcpFLfpNKjTQ86eHZg0dpFFbYpLy+nS40ueA7yZOKiiR/s8/rx6/hN8kNSLsHF04WmHZpiYGpAWUkZ6YnpxD6IJeJaBG8z3qKtq43bQDd6jOmBqaUpcc/i8JvlR+SdSKrXrc7U5VOp07gOZWVlBO4JZOvarZSXl+M93JuRE0dWkCOArFTNokWLePXqFe3bt//a7Hf/8kjpc4/TOXPmcPr0acLDw1FXVwdkdT/bNW1HB48OLFmzBIDj+46zevZqRkwdwYipIyrsI+FFAiE/hRAVGsWLxy/kVtK/FwMTA1p0bkHP4T15k/SGxdMXU5hfyMLNC2nVsRXzZszjx6M/4n/Yn6ZOTT/YPicnh8GDBxMTE4OlpSXNmjWjWbNmuLq6ymUY/wK++rH6MZSVlfHy5UsSEhLIzs6mqKgIkUiElpYWenp6GBsbY2JigoGBAaqqqiQkJLB8+XJCQkK4cOHCB6UMS4pLcGvmRlPnpqzdvhaA04dOs+K7FfT5pg+TFk5CEATOHzxPwLoAMt/IbLBV1VTR0NJA/FZm1ysSiajvUp+u33SlrlNdti3dxtkjZ7F3sGfJriUUFhUyZvAYysvL2Rm4kxq1a1BaWsrIkSO5e/cue/bs+Roq0fylY/XvME4VTmb/CH7XOP3YDO5PIpFIH1gFRCBzLtv1kfv4W3Lz5k2uXbuGr69vheBWEASWzVkGIhg9efQH2z2484DiomLqN6//i/tt06cNDs0dCNoWxJUjV7h16laF9/WM9WjYqiHOXZxp2rGp7IKbK2b9nPUE7Q1CS0eLacun4entibKyMpFhkSyZvYQXz17Qsl1LZsyfUcG0AeDZs2csW7aMmzdvYmNjw65du+TT3Ar+OXTs2JHAwEBu3Lght7itpFOJ3gN7E7gvkNETR2NlY0XvIb158uAJu9buorCgkNEzRst1sNb21nhPfq8HLMwvJD05nez0bHIyc8h/m09hfiGlJaUIgoCKqgraOtqYVjHFtqYtJlVMCAsJY/W81dy/dZ+qNauyIWAD9rXt+fHIj5w8cpIR40b8YnALMqvhoKAggoKCuHLlCtevX+fkSdmkT506dejevTtdunTB3Nz8M59NBX8l2dnZBAcHc/HiRcLCwuRGJr8XDQ0Nvv/++1+s062uoc6AoQPYsWEH0Y+iqVO/Dl29uhL3PI6jO4+SnZHN9GXT8RzqSWfvzkSHRfP056fkZedRXFiMvrE+trVsqdOsDirqKpzcd5KlvkspzC/Ee7w3w6cN5+6tu8ycOBPtStrsDthNtRrVkEgkzJgxg1u3brFixYqvIbhVoOCr4mMzuOqCIJS8+z+yhWbF79p+ZZtAoA1gDKQB8wRB8P+t43zppzixWIyHhwcqKiqcP39eni0DOLz3MMt/WM60udMYPHJwxe1yxYzrNo6czByO3z+Ouqb6/+66ApJyCSlxKeRm5aKmroaRuREGZgbyKbfy8nLOBZ5j14pd5OXk4TnIkxG+I9A30idfnM+GFRs4uv8o5pbmfDfvO9p2bFthui4jIwM/Pz+OHj2Kjo4O48ePZ9CgQRW+z1fEV58VKy8vx9XVlbp16+Lv//5PJiMtA4/WHjR3bc6GXRsQiURIJBLWzF3Dyf0nsbC2oPfQ3ri2d8W6qvUH8pl3SKVSigqLKCooorCgkAJxAXlv88jKyCI5PpkXT14QeS+SvNw8jM2MGTR6EL0G90JdQ51HkY/4pv83NGraiG37t1UwpPgtBEEgNjaW69evc+7cOaKiohCJRLi6utK3b186dOjwNY7Xr36s/hpJSUls2rSJoKAgysrKsLW1pW3btjRo0ABbW1uMjIzQ0tJCEAQKCwvJyckhMzOTzMxMcnJyKCsrw8TEhFatWmFmZvarx8kX59O1TVcMDA04eOqgfJ8BWwLYvmI7WtpadPfuTruu7bCvY19hvOZk5RAVFsXNCze5dvYaRQVFuLq5MmrmKGyq27B17Vb8t/hTu25t/Hb6YWZuhlQqZdasWRw7dowZM2YwatSoL3E6vwSKDO5fkMH9o8f8F2eMf9c4/dgAN0IQBMf/r+3P8iUHuSAITJs2jTNnznDkyBEcHd9/lfC74YwZNAbXNq6s27WuQqCQ/DqZhWMX8jzqOWsOr8HR9c+dgp9v/sz6Oet5/fw19ZvXZ+KiidSoJysLFX4nnLlT55KWksbAYQOZMGMCmlqa8m3f6Ww3bdpEaWkpgwYNYuLEifJSU18p/4qgYcOGDaxfv57z589To0YNefu+HftYvWQ1y/yW4dnzfSnqu9fusnv9bqLuRwGyaVeTyiaoa8iCxrKyMkqKSigsKKxQ2u5/EYlEWNlZUa9JPVp2aEkLtxaoqMomfBJeJzCoxyB0dHU4cPIARsZGf/j7xcXFcfr0aU6cOEFycjK6urq0a9eOFi1a0LRpU6pUqfI16Hb/8i/wpQOH0tJStm3bxrZt2wDo27cvAwYMoFatWp/t93n35l3GDB5Dmw5tWLFxhXzMv4x5ye61uwk5H4JUKkVNXQ0dfR00tTTJzcmVSxS0dbRp69GW3t/0pkbdGsQ+jWXed/OIfiQz9/Fd4Iumpibl5eXMnDmTkydPMn78eKZMmfJZvs9fhCLAVQS4/wQ+XYArEokqA1WAg4DXf+1cF9gmCEKtX9v2j/AlB/mePXtYvHgxU6ZMYfz49xUSnj15xvC+wzGtbMreE3vR1Zd5nQuCQPCxYPxm+aGsrMz3676nVZdWf/j48bHxbFm4hbuX72Jubc7YH8bSqksrRCIRpSWlbFixgYO7DmJT1YZFaxdR37GiFOLmzZssWLCAuLg43Nzc+P777/8tNUf/FUFDdnY2bdu2pWXLlmzatEneXl5ezjf9vyHmcQz+h/2p36jiuEh6nUTE3QiSE5LJSs+Sm0GoqamhrqmOppYmmpqaaGrL/mlpa6Gto42uvi6GxoaYWZjJA4T/JuZxDGN8xlBeVs6hoEPY2Nl8ku8pkUi4c+cOQUFBhISEkJ0tM0kxMjKiXr161K9fn8aNG9O0adN/Yob3XzFW35GYmMi4ceOIjo7Gw8OD77///hf11kVFRZSWlKKuof7JDBEC9wayfN5yGjVtxIpNK+R20QA5mTmE3Qgj/kU8aclplJeVo6Ovg6WtJbUa1sKhoQNq6mqkp6Wzc8NOjgccR09fj9mLZ9PBowMAhYWFTJo0iatXrzJ58mTGjx//NTyA/TeKAFcR4P4T+KQa3E6AD2AJrP2v9jxg1kd162/ElStXWLp0KR06dGDs2LHy9hfPXjB60Gi0tLXYcmCLPLhNfJXIymkreXjvIfWb1Wfu5rmYWf76tNlvIZFIOLrjKP4r/FHTUGPU7FH0GdFHHlSkpaQxffR0oiKj6DekH1NmT0FT833WViwWs3TpUo4ePYqdnR3+/v4Kw4avEENDQ4YNG8bGjRu5f/8+TZrITDtUVFRYt30d3j29GT1kNKs2rcK19XsNoKWtJZa2lp+sH+I8MT/9+BNrl65F31Cf3YG7Pyq4zcnO4U3yG0qKS9DW1sbK1kru1gYyy9WWLVvSsmVLpFIpMTExREREEBUVxePHjwkJkWXfNDU18fDwYPjw4RUy2gr+Hty/f59vv/0WQRDYtm0bHTp0kL/3+uVrgn8KJvxOOM+ePEOcJ5a/p6OrQ/Va1Wnm0oxOnp2oWr3qHzr+QJ+BGBgZMG/6PHq278mw0cPoP6Q/unq6GBgb0Kl3p1/cThAEoiKjCDoaxE8nf0IikdB3UF/GThsrd+V78+YNo0ePJiYmhoULFzJo0KA/1EcFChR8GT5WotBbEIQTn7E/wJd5iouMjMTb25vq1asTEBAgv9nGPo1llNcolJWV2XVkFzZVbSgvL+f4ruP4r/BHVV2VsXPH0nlA59+tO/xfysvKmekzk9CrobR0b8m0ldMwNDGUv//44WMm+EygpLiEhWsW4tbF7YO+T5gwgbS0NEaOHMmkSZP+iVmtP8tfnjb5UtmGwsJCOnXqRKVKlTh16hRqau+NFN4kvWHCiAnEPo2lj1cfho4c+puBpyAIvM15S0pyCmmpaWSkZ5CdmU1ebh6FhTLZQllZGVKpFIlEQmFBIakpqSTEJSCVSmnm3IwVG1Z8YHbyvxTkF3Dz2k1uXLnB/dD7cqepd4hEIuxr2uPS0oXO3TrjUM/hNzNhYrGYn3/+mYsXL3L69GlKS0vx9vZmxowZ/wQ71H/FWL137x4jRozAzMyM3bt3Y2MjG4cPf37IVr+t3A25i0gkwqG+A3Xq1aFylcpoaGhQXFxMSnIKT6Ke8OTREwRBoJlLM0ZOGEkzl2Z/qC+J8YmsXLCSkCshqKqp0rhZY5xbOmNX3Q4DAwNESiLycvNIik/i8aPH3A25S0ZaBhoaGnj08uCbMd9gaf3+AfH27dtMnjyZ0tJS/Pz8vuZFu4oMriKD+0/gs2hwKwNLAAtBEDqLRCIHwPn/WzT2sXzuQR4bG0v//v3R09Pj2LFj8sLhMVExjB4kW4G+8/BObKvZkpKYwsKxC4m+H41LRxemr5iOceXfvrn/f6yfs54T/ieYtGQSvYb1qnBjjwiNYLzPeAwMDdi0bxN29hXlBocOHWLRokVUrlwZPz8/GjZs+Kf68g/mXxE0vOPKlSt8++23v6j5KywsZP2K9RwPPE5pSSk1HWpSrXo1dPV0EQSBfHE+WZlZpKemk/ImhaLCog/2r6Wthba2Nuoa6qioqKCkpISKqgoaGhoYmxpTs3ZNXFu7Uq9hvV9dtFZYUEjonVDOnTrH9UvXKS4uxtDIkCZOTajXoB5WtlZoammSn5fPy9iXRIRHcD/0PuVl5dR0qEk/7354dPdAu5L2b56LnJwc1q1bx6FDh6hduzY7duz4u5cc++rHanR0NF5eXpibm3Pw4EGMjY0R54lZtXAVp46dwsjEiAFDBtCzf09MzEwoKiwiKz0LqUSKnoEeuga6iEQisjKyOHX8FAG7A8hIz8CjpwczF85ER/eP1ZZ99uQZp4+f5u7Nu7x8/vIXP2NgaEATpya0dmtNmw5tKhyrsLCQ1atXs3//fuzt7dm8efMvVnL4ilAEuIoA95/AZwlwzwN7gNmCIDQQiUQqQKQgCPX+WB9/mc85yJOTk+nbty9SqZRjx47Jfc0jQiOY+M1EdPR02HV4F1Wsq3D5x8us+m4VIpGI6Sun075He9lFOCWLyBuRvHj4gszkTIoLi9HQ1sCquhUNWzWkXotfDwLSktLo27QvPYf1ZMrSioFKUnwSAz0GYmxqzLaAbRX0Y4Ig4Ofnx6ZNm2jbti1r1qz5tzuRffVBw//ybjFkYGAgjRs3/uD91JRUzpw4w/3Q+8S/ikcsllmPalfSxtDIEFMzU8yrmGNhaYG5hTmVLSpjYmaCoaEhqmqqH9WXkuISoqOiiX0aS+yzWJ5EPSHmcQzl5eXo6evh7ulOlx5daODY4DdnOvJy8wg+E8zRQ0d59uQZmlqauLm74e7pTnPX5r+oA37HtWvXmDJlCjo6Ohw4cKCChevfjK96rGZmZtK9e3eUlJQ4duwYlStXJu5FHBNHTCQpPolhY4YxYtwIEl4mcO7IOcJuhJH4KrHCPvQM9HB0daRjz464dHBBUi7Bf4s//pv9qWJdhQ27NmBbzfZP9TMnO4fE14nk5eYhlUqppFsJiyoWmJmbfTB7IAgC165dY+HChSQmJjJ48GBmzJhRQVbzlaIIcBUB7j+BzxLghguC0FQkEkUKgtDoP20PBEH4pGnEzzXIc0aJQVUAACAASURBVHJy6N+/P+np6Rw5coSaNWsCEHorlEnDJ1HZojLbA7bLsqfzNxG0N4h6Tesxd/NcjCsbE/JjCBcOXCD6XjSCIKCprYmZjRnqmuoU5BWQEpeCpFyCuZ053t9706pnqw8C3UsnL7Fo3CL8L/lTve57fwxBEBjcfTDxr+I5fO4wVawrGjJs3LgRPz8/+vXrx+LFi/+wPOIr4qsOGn4JsVhM165dkUgknD59GgMDgy927Hdcv3ydw/sPE3Y3jLLSMkCmn6zpUJOGjRvS3KU5jZs1lgfMGakZ3Ai+QWRoJPEv4hHnilHXUMfC2oL6TerT2r011WpVQxAEHkY8JOhYEBfPXkScJ0ZTUxPHZo44t3CmZduWv6jLjI6OZujQoWhra3PixIkPbFz/Jny1Y1UqleLj48P9+/c5fvw4Dg4OPIl6wrde36KiqsLabWsxNDBkw7wNhF4PRU1DjaYtmuLg6ICphSnKKsq8zXrLi+gXhF4PJSs9C+tq1kyYPwGX9i5EhEUwdfRUlJSU2Ht8L9a2n/eGLggCYWFhrF27lvv378utd5s1+2NSiX8gigBXEeD+E/gsAe51oDdwSRAER5FI5ASsEASh9R/q4q/wOQZ5SUkJQ4cO5eHDh+zbt09+wboTcofJwydjY2fDtkPbECFi9rDZRP8czYAxAxg5cyS3gm5xYNkB0hLSsKhqQdu+bXHu4oxNbZsKAWxJUQl3z97l+KbjxD2Ow8XThWlbpqGh9V4jeDbwLCumruBI2BHMrd4Xt79+8TqTR0xmwZoFdO/bvULfg4ODGTduHD179mTlypW/mh3+l/HVBg2/xaNHj+jfvz+NGjVi7969FfS4nxOJRMJ83/kEHQuiimUV2nZqS1OnpjjUdfggAyYIAuG3wjm6+yi3L99GEAQqW1bGvrY9uvq6lBSV8PrFa14+lU0Z13Wsy6DRg2jt3holJSXKSsu4d/seIVdDCL0dStzLOABqOtRk8PDBePSQ1ax+x8OHD/Hy8sLBwYFDhw59sXPyEXy1Y3X//v0sWLCAJUuWMGDAAGKfxTKszzB0dHXYEbCD2xdus3XJVjS1NfEe642jkyMPbz/kWcQzstKyEIlEGFc2pkajGjh1dCLuRRw7V+4k/kU8vYb2YtLCSSTGJ+LTxwc9Az0CTgdQSafSJ/8emZmZnD17lhMnThAdHY2pqSnjx4+nX79+qKp+3OzGPxxFgKsIcP8JfJYA1xHYCNQBogEToI8gCI/+SA9/jc8xyGfPns3hw4dZt24d3bp1A2T1ZccPHY9NNRt2BO4gJz2HGYNm8DbrLbM3zsa+pj1+k/yICYuhWv1qDJ45mMbtG5P+Op34qHhyM3JRVlFGz1SPqo2qYmguWygmlUoJ2hrE7vm7qd2sNouPL5abQNy9fBffwb5s/HEjDZwayPs3ZeQUnjx6wtnbZyvcvHNzc2nfvj3W1tYEBgb+GxeT/RpfbdDw/xEUFMS0adPw8PBg7dq1FcbL50AQBBZ8v4ATh08wYtwIxk4Z+4s3/aLCIi6cvMDRPUd59ewVBsYGdPfqjnsvd2ztbSkQF5CbnYuGpgYGJgZkZ2Zz6dQlju85TlJ8Ejb2NviM96FDjw4VvlNqSipXL1zlxOETPI95jkM9B5asXYJ9DXv5Z86ePcvEiRMZPnw4s2b97Qq7fJVjNT09HTc3Nxo3bszu3bvJy81joOdASktK2XN8D4c2HuJMwBlaubei+8DuHN14lMf3HgNgaW+JmaUZgiCQnpRO0sskAJq2b8pQ36FcOHWBw9sP49rBlcU7FhP1IIoRA0bQa2Av5i6d+6t9Kigo4NmzZ4jFYlRVValUqRI6Ojpoa2ujqqqKVCqlsLCQrKwsEhISePr0KWFhYTx48ABBEKhduzZeXl706tXrn7B48XOgCHD/xgGuVBB4nibmVUYBBSXlNLDSp4GVHm61zdDRUDyI/S8fe2d8AvwIFAJiIAh4/pH7+OKcPHmSw4cPM3r0aHlwG/0wmonfTMTK1ortAdtJfpXMDO8ZqKqpsjFoI/GP4pnYbiKq6qpMWj+Jek71uLr3Kvun7CczKfMXj1O9aXU6fdsJ597O9BrXC5MqJqwYuYLVY1Yzc/dMlJSUqNVQVjI45kFMhQD3wf0HtGjb4oNgZdu2bbx9+5b9+/crglsFAPTo0YP09HRWrFhBSUkJq1evrmAv/b9IJBKePXvGgwcPiI6OJi4ujszMTMrKyjAyMsLJyYkhQ4Zgamr6i9sHHQvixOETjBw/konfTazwnlQq5dH9R1z48QKXT19GnCumRp0azFk7hw7dOvDqySuCdgYRdjWM1MT3lRR0DXRxbOlIx74dCbweyPXz19m7YS8LJi9g++rt9PumHx59PdAz0KOyeWW8fLwYOHQgF366wLJ5yxjUYxAbdm6guWtzADw8PAgLC8Pf3x8XFxdFybwvwNq1aykrK2PevHmIRCIW+C4gLTWN3Ud2y4Nb73HeKJUq8cOgHzA0M8Rnpg8GugYkPk0kOzUbFRUV6rjXwbKWJclJyQTtDGKyx2S+XfAt05dNZ/XM1SybtowfNv6A1zAvDvofpPfA3jjUc/igP5s2bWLr1q0UFxf/7u+goqJCvXr1mDBhAu7u7nLZmgIFfzdeZuQTFJlMVkEpKkoiKmmo8CxNzN47r9FWU6ZPY0vGtrXHTPdf+WD2i3xsBvcostq3h/7TNBAwEASh76fs1Kd8iktKSsLDw4M6depw4MABlJWVeZP0Bu9u3mhoarDv5D7SEtOYPnA6BsYGrDi4gpPrT3Ip4BINWzdkxLwRXNh2gZDDISgpK1G/XX3+j72zjos6+/7wM3R3l7SiKCoYmGBjd3d3sGuurr3G2t3YgYlii6KAgqggFiCCIB3SPcz8/piV/fpzyzXWZed5vfgDxvnc8M6dc889533qta+HTX0btI20EYvEZL7JJPJeJHeO3SEpKgkbZxsm756MkbURZ7edZc+Pexi7fCzdxklCDwY2HYiZlRmrD68GJAk7jewbMXnWZEZPHl3Z99LSUlxdXWnatCmbN2/+LPNRhaiSXrGP4eDBgyxbtgxjY2PGjh2Lm5sbenp65OTkEBkZSUREBA8fPiQsLIyCggIANDU1sbGxwcjICFlZWVJSUggLC0NHR4ft27dTr16999rIzMikW+tu2Nrb4uXtVRkek5udy7kj5/A56kNyQjKKSoq07NCSnkN6UqdBHe7fvM+RjUd4FvoMRWVFXFq6UNO5Jtr62hQVFPHq2SvuXbtHTlYO1g7WjJk/hgbuDQi8EcjRnUcJDwlHUVGRVp1b0WtYLxzrO1b2KT0tnXFDxpEYn4iXtxeOTpLXSktL6d69O7m5uVy6dOlbquRX5dZqYmIirVq1YsiQISxYsICbV28yY+wMps6eiqqsKpsXb2bwxMEkPksk1C+UDgM7oK6ozs0jNyktKkVFXQU9Mz0qhBWkvZYUXdAz1aPH9B7cvXWXkGshDPQcCEqwe/VuZq6aSZvubfBo6oFzI2c27N7wXn+Cg4MZNGgQrVu3pn///mhpaVFeXk5+fj4FBQUUFhZSVlYmSbpUVUVHRwdTU1OsrKy+xZCWfxKpB/cb9ODee5WJb0QKOqoKtK9lRA0jdeRkZejfwJzwxBwOB8fj+zgFeVkBM9raM7yJJXKyVTqU8YuEKDwWi8VOf/a3T+VzLXKxWMyIESMICwvj4sWLmJmZUVpSyvCew3kT/4aD5w4iFoqZ0n0KmrqarDq4ih0zd/A44DH9PPtRzbIaB+YcoKy4jPZj29NqaCsSHiYQFxpH+qt0ykvLUddXx6yWGU6dnDB1NCXIO4iDcw8iFon5/vj3VG9cnUUDFvHk7hN2BO3AwNyAjfM34nvEF98XvigqKZKTnYObkxuzFs1i4MiBlf0PCgpi6NCh7N69m1atWn3yfFQxqpzR8Hd48OABy5Yt48mTJx+8JhAIsLOzw8XFBRcXF+rXr4+ZmdkHGePR0dGMGjUKFRUVrl69+t5ri+YswueUD6evnMba1hphuZCju47itdGL4qJinJs407lfZ1p2aImSshJ3r97lyIYjRD2OwtDMkL4T+tKqeyvinsYR8ziGnPQclNWUsaljQ60mtQi+EczBtQdJikuiqUdTpi6fir6JPi+fv+TMoTNcPXuVooIinJs4M23hNOxrSYo7ZGVmMajbICpEFZy6cqpSUeTp06f06tULDw8PNmx43wj6B6lya3Xp0qUcPnwYf39/dHV06daqG6pqqixasYiJ3SbStF1T5EvlCbkewuAZgwk8FkhmYibNejbDuoY12UnZZCdno6isiKGtIYpaitw5e4eYRzE07dkUsYqYa8evMX3ddK75XuPZo2d43/Xm2MFj7Ny4E987vphXM6/sz8iRI4mOjub69evvFcSR8tFIDdxvzMANicvCJzwZB2MN+rmYoyD3q+H6v+3FZxWy6PwzbkVl0NBSh40D6mKsWWU/C39pnX6siR/2S2KZpAWBoBEQ9JHP+Gpcu3aNgIAApk+fjpmZRLR7w08bePH0BcvWL0NDQ4NZg2ahpKLEyv0r2TR1E0/uPmH6pumUpJawY+IOLGpa8MOZHyAXljdejtcYL4KPB1OUUwRA0tMkLiy/wFLXpazvtB6rWlYsv7UcDX0NVvddTcKzBCb9PAkAryVeADRu1ZjSklLC74YDVHoQysrK3ut/RIQktPm3JKGkSAFwcXHh7Nmz+Pr6smTJEmbOnMnixYs5fPgwYWFhXL58maVLl9KtWzfMzc1/s5iCvb09o0ePJiYmhri4uMq/v0l4wznvc/QZ2AdrW2vycvKY3H8y21Zso2Hzhhy+fpit3ltp0a4FV49fZXjz4fw44kfyc/P5ft33bLu0jcL0Qia4TmBBrwUcWHKAKwevcGLtCZYPXc6ouqNIfpHM1otbGf3DaB74P2B48+H4ePlgU8OG2Stm4/vQlxmLZvAq8hXDPYZzdNdRxGIxunq6rNm2hsz0TNYuW1vZZ0dHRyZPnsyFCxe4cuXKV/k/+K9RUFDAqVOn6NSpE8bGxpw6eorkxGRmzJvBmtlr0NLTwsrCiuBrwfQZ24cr265QIayg96TevLr5itOLT3PP+x6Z8ZnEhcVxfvV5vOd6Y6BlQI8pPQg6E0RhUiH1mtdj69yt9B3Rl9KSUvat20evAb2QkZHhwukLlf0Ri8U8evSIli1bSo1bKVWKVxkFnA9PpoaROgMbWrxn3P5/qumqsm94A9b3c+Jpci4dNwZwKzL9K/b22+NjY3AbAUMFAsG744YF8EIgEDwBxGKxuM5n7d0nIBQKWbt2Lba2tgwZMgSAsNAwju0/xoDhA2jWqhmefT3Jz8ln89nN7F2wl6gHUXhu9ST4WDARNyPo9l03tNW12dJjC2KRmKZDm+I62BV9S33ykvKQlZdF10aX4rxiQk6EcGXNFVa4rWDQhkH84PMDC9osYN3gdawMWEnXMV05tekUg2YNoq5rXRQUFQi9HUqjVo1QUlZCTk7uvdKVAK9fv8bQ0PC/rncr5U8QCAQ4ODjg4ODwt5/h6Ci55k9ISMDKSlJc5NCeQwhkBIyeNJrCgkIm9plI/Kt4Fm5ciEcvD1LfpLJx7kaueV+juLCY6nWrM3/HfFzbuHLZ6zITXCdQlFdEww4NaTOgDbWb1UZVQ5WykjIiQyO5evAqpzaewv+kPzO2zmCf/z7Wz17PxrkbueVzC8+fPbGws6Df6H549PZgxawVbFqyieLCYkbNGIWjkyODRw7mwO4DDBoxiOo1JfGT48eP5/r16yxYsID69ev/bmyxlL/HjRs3KCgoYODAgVRUVHBk3xHqutQlLz2Pl89eMmHOBA7/dJjmnZoTeDwQTT1N7Kvbc3nDZeyb2NN5UmfykvLITsxGWUMZw8GG5Bfnc237NeIextFrSi9Obz5Nh1EdiHkaw7ld5/Do44HvcV9GfTeK+g3r43fFj4mekvLqeXl55OfnV/UCDFL+AUrKK0jOKUZdSR599a+bA1NUKuR46Bv01BXp18AcWZk/d1oKBAJ61DOjjpkWk4+GMWJ/KN+1tWdyK9s/rBRZVflYD24HwApo+cuPFdAR6Ax0+bxd+zSuXLnCq1evmDFjBnJycohEIlYsWIGxqTFTZk/hxI4ThN8Lx3OlJ0Fng3jo95DxK8dz3/s+T249YeSakWQ/z+b0D6ep2aomc/zmoKuti/cwbxabLmZ9w/WsqbeG+XrzOT7iONVqVmPRg0XYNLZh//j9vLzzkqn7ppIRn8HpVafpPr478ory+OzyQVFZkdoNa/Mw8CEAMjIyaOtok5WR9d4Y0tLSMDQ0/K3hSZHyWVFTk0gvFRYWApK4cN+zvrTv1B59A31WzFpBXHQcq/eupnWn1uxbtY+hTYZy8fBFmndszrbL29h6aSsKAgWmuk3Fa7EXDg0c2Oi/kZE/jiT2fiwre69kcu3J/Nj+RyKuRzBk7hB+vvwziiqKLOi1gPCb4aw6toqZ62YSFxnHuHbjuHjkImKxGA0tDZbvWE7HPh3ZvXY3927dA2D05NGoqauxc9POyrHIy8uzbt06CgsLWbBgAR8ThiXlz7l69SpGRkbUr1+fe3fukZiQyIBhAzi46SB2tex4eP0hGjoaFCQWICwTYm1tzaOLj2g/tj2yebKc/+E8d/ffJS06jRd+L/BZ4EPQpiC6TOqCsqYygV6BtOjVgit7r+DR34PwgHCcnJ0oKynj8snLtGjdgpioGNJS0gCJPjSAhobGPzktUqoYoa/fsupKJHsC41h/I5rDwfGUlFd8tfYvP02luExI/wbmKMp9nO69jb4aZyc2oWc9U9Zej+b7kxGUCUVfqKffLh9l4IrF4vg/+vlSnfw7HDx4EAsLC9q1awfAZZ/LRD+PZtrcaeRk5eC11ovmHs0xNDTk9JbTdBzekfQX6YRfD2fY6mGEnQgj3DecPiv7UKd5HXa23onfSj90LHXovLIzw04MY9DBQTSb3IzUp6ns8tjFxTkXmXh8IvYt7Dk48SBKCkq0HNSSKzuvUF5cTpNOTbh95jblpeXUbVyX2Bex5OdINmddA10yM95XZygoKPjD7HgpUj4XpaWlAJVKHbf9bpOfl0+3Pt24c/UON87fYMz3Y6jpVBPPXp4cXn8Yt25uHAk5wqyNs8hOzmaa+zRWjVqFkooSS04tYcbWGVzeehnPhp5c2HwBWTlZarjWQFVTlUvbLuHZ0JOI6xGsvbYW5zbObJu5De913ngM9MDrjheODRxZ+91a1s1ch0gkQkZGhtkrZmNpZ8mquasoLytHU1OTvoP74nfVj+TE5Mrx2Nra4unpyY0bNzhx4sQ/MqdVkdLSUgIDA3F3d0dGRoaL5y6ioamBpqomCa8SaOLehGchz2jUshEvH76koXtDIq5F0HpYa+7vu09OUg6Dtg5i6OahNOvXjB7zezDFZwpWDa24vOwydZvUBQFkPMtAU1+T2PuxaOlpEXIlBHtHe25dvIVzI0nI1uNHjwHJbR3wxeXypPx3CInL4mxYEubaKgxvYknbmoZEpuaxJzD2qxiKrzIKeJiQTXM7/b8dR6skL8vavk7MaGPP6UeJDNkbQm5x+Wfu6bdNlUyze/36NQ8fPqR///7IyMggFos5sPMANvY2tOvcjgPrDgAw8ceJbJu5DRNrE5ybO3Nt9zU8JnoQeyuWV/deMWL3CNLvp+PznQ9Wza2Y+Xgmw08Ox7qRNbIiWfQt9em4tCPzoufR9oe2PDj0gGPDjjHu0DjUdNU46nmUnrN6IqoQ4bffj5Y9W1KYW8jT4KfUdK6JWCwm+olEZU1XX5e3mW/fG0dJSYk0pkzKV+GdF+zdgerW9Vto62jj0siFXT/vopptNfoM78OcgXN4+fQli/YsYt6WecQ+jmWa+zR+GvYTZcVlfLf9Ozbc2oCoRMT3rt8TeDKQLlO7sP3FdhZdWsTkXZNZcH4B255to0mvJpxefRqvmV7M2TeHVv1acXjFYXz3+KJjoMPKYysZMGUAFw9fZOcSiYdWUUmRKfOnkJqYiv8VfwD6DuqLSCTi0vlL741p5MiRNG7cmJUrV5KamoqUT+fx48cUFRXh5uZGRUUFgbcCcWvnxi3fW6iqq5IcnYyGjgYvg19iWcuSiCsROLZ05PGJx+hZ6eExzYPr865zfNhxriy4wqlxpzjQ7QAWthY0G92Mu153adajGW+evsHFzYXIkEgauDUg1C+Uhi0a8iLsBSYmJsjKyhL1LAqg0kP/X7yClfL5Sckt5mJECvaGagxrYom9oTru1Q0Y1KgaKTkl+IQnfdH2K0RifMKT0FFVoFWNTwuvEggETGtjx8b+dXmUkM3gPSHkFJX9+RurCFXyyOvr64tAIKBbN4ksV8SjCKKfR7Ng5QIyUzO5duoaPUf2JOxmGMmxySw4uIBDMw9hUcsCMwszjm88Tu8VvYm7GkfYiTA8lnjQdGJTAn8K5MH2B5TmlVa2pVlNE/cl7rRf2B5VPVXOzTiHzVEbuv3YjQMTDpAWmUbdtnUJ9A6km2c35OTlCL8dTveJ3QGIjYzFubkz2traxL6MfW8c5eXl/7UqOlL+IXJycgDQ0tJCLBZzL/Aers1dCb0TyquoVyzatIh9K/cRFR7F0v1Lqde0HitHrSTIJwhTG1M8t3nSomcLxCIxx5cc5/zG81jUsmDe6XlY1rYkNy2XgEMBZMRloG+lj0t3FybtmISxrTHey70xsDBg6sapFOYVsmvuLqxrW1OzUU1GzxtNcWExJ3ecpEn7Jji5OuHq7oqJhQkXvS/StmtbTMxMqF23Njev3mT0xF9l9mRkZFi2bBldunRhyZIlbNu27Z+a3irDw4eSsCoXFxein0eTl5tH4yaN2bpgK43cGnHf9z6NWzUm/GI4jd0bk/MiB5lCGWTkZHDxcOHS7EvYuNnQZkEbzF3MyXmTQ9DmIO5uu0vtXrWxaWJD+KlwzGuak/AoAQVFBSgBYbkQZQVlRCIRkRGRVLOqRmxM7J/0VoqUj0MsFnM+PBlFORl6O78f9+pgrIF7DQNuRqZT20yTGkZfJiQmLCGbzIIyhjSuhvyfSH19jOLDwIYWHAlJwGNjACObWjGmxYelz6saVdKD6+/vT+3atTEyMgLgis8VFBUV6dC1A75HfRGJRPQY2YMzW89Qw6UGb1+/5W3SW3rP7s25xeeo4VYDFVkVHh55SPuF7anXpx67nXcTtDoIWw9b+p/vz7iwcfQ63gs1IzXODTvHrYW3aDqxKdXbV+fakmvU6VAHVV1V7h65i7OHM1mJWWSnZFOtRjVeRbxCS1cLJWWlSvF7NQ01CvML3xuH1MCV8rV4Z+Bqa2sTHxdPVkYWLo1duHT6Elo6Wtja23Ju3zm6j+xOnUZ1mNNlDvd87zF0wVC2Bm3Fva87GW8yWNB+Aec3nqfNiDb8dPMnLGtbcn3bdWY7zsZrghe+q33xmuDF3DpzibwdSa+ZvWg5oCVn1p4h7nEcnts80TfXZ8PkDZSXlSMQCBi3YBw6BjocWncIkBiuTVo1ITwknPIyyZVbM7dmPIt4Rm5u7nvjsrKyYty4cVy9epWwsLCvO6lVkKioKExNTdHS0qoMEdDW0iY3OxdDfUOE5ULEJWJU1FV4FfyKWk1qEXsvFtf+rviv9seprxPDTg0jIyyD8yPOE302mnY/tqPjyo48Of2E6o2qU5hViIWtBSlRKdg62RL/NB5FZUXyMvMAiHkeg1k1MxITEt/rmzTWWsqncvVZGvFvi2hb0wg1xQ/9f27V9dFXV+TC42SEos8fqiAUibgZlY6ZtjI1jD5veGJ1Iw2GNK5GRn4pewJjeVtY9T25Vc7ALS0t5enTp7i6ulb+7e6duzRq1ghVNVVuX7xNXde65KTkkBafRufRnbm+9zrVXauT8iSFkrwSeizqwdUlV7FvY0+LqS041vkYxdnFDPcfTu/jvanepTpGdY1w7OfIyKCR1B1elztL7vAm6A3t5rejJK+E6OvROHk4EeUfhY2zJLs3/kk8prampMWnIRAI0DHQISdLYlgoKCh8IBNWWloqrV4m5auQnZ0NSBJ1nj95DoBjbUeC/YNp3q45vod8kVeUZ6jnUDZN28Sb6DcsPLaQPtP6ICMrQ8CJAOa0nENaXBqeBz0Zs34M8oryXFp3iWOzjuHg5sDi4MXsztnNvBvzUNVRZfuw7WSnZDNi9QjUtNQ4t+4cKuoqjF85npS4FILOSxQIFZUV6TioI+FB4RQVSOT5HJwcKCkuITVJckCs16CexLv3NPKDsY0cORJNTU327dv3NaayShMfH1+pshEdGY2WthZZaZLk2LLCMuQV5EmMTMSmlg3F+cXICmVR0VYhIyIDNUM1OizpwMFWB7k6/SoJQQn4zfVjd4PdOPVywqKRBc/OPsO8njlvYyXhWhoaGiTHJGNhZ0FSbBK6hrokxSWhb6hfmbPwzrB9V4REipS/g1gsZsutl+iqKuBcTfs3/42cjAydahuTXVTOw/jsz96HB6+zySkqp42D4RcJubEzVGdYE0uyCsoYsT+UojLhZ2/jW6LK7QgvX76kvLy8UvbobdZb4mPjcW7sTFZ6FnGRcTRu3Zj7V+8jpyCHsZkxqa9SaTGgBUEHg6jVthav77ymOLuYTss7EbQqiMyoTPp496Fai2oftCcjK0PHrR1RNVAlZFMI5g3MUdVX5eWtl5g7mZOfmY+KqgoAGQkZaOlrkZsl8TIpqShRUvRLWUkB8P8cEEVFRf/VeuhSvjJ5eXkoKSmhqKjIq5evkJWVRSQUUZBXQH3X+vid8aNl55ZEP4wm+FIwQ+YNoX6r+ojFYo4sPMKWcVswdzBn5e2VNOoqKZ8bExzDqR9P0ahPI6Ycn4K5ozmycrLYNrZl8tHJlBaW4rPcB2V1ZVoNa8WDSw8oyC7AuY0zRpZG3D51u7J/DvUcEIlExL6QXEvrGeoBkJUuMa6sbSXXbXGvMCLd0wAAIABJREFU4vj/qKqq0rt3b65evVoZayzl75GSkoKxsTEACXEJWFpbEv8yHgVFBdLepGFmY0ZWUhaK8orIysqSFJGEXRM7Ym/H0nxac/xm+ZHxIoMBFwbgmejJ6JDRlOSW4DPMhyYTmpAVk4V5TXMSHyeiZaRFeaHEQ6+ppUlaQhp6hnpkpmWiqaVJXo7Eo/suyUxq4Er5FAJjMnmalEdLe/0/lOSyM1Cjmo4KtyLTKa/4fF7c8goR/lHpVNNRwc5A7bM99/9jo69G/wYWPEnMYeKRR591DN8aVW5HiI+XiDlYW0u+8N7Ftdo52PHyyUsAHOo6EPUwCpvaNrwOfw2AiZUJ2YnZ1Otaj6c+TzGrb4ZhTUNCt4Xi0MMBq1ZWv9umvIo8Vq2tSLyXiIyMDHo2euS8yUFdT3LFUF4i2aTLissQCASIfrnaEJYLkZOXXIOUFJegpPyrMVtRUUF+fv63VG5UShWmqKgIVVVVAJITkzE0NiTupcRYVJBToDC/kKYdmuKzwwcDcwO6jusKwJGFR7iw6QLtRrdj8aXFGFT7NSni3PJzaBhoMHzLcGT+XyyZcXVj6nWqR/ilcMRiMY4tHRGLxcSGxyIjI4NdXTsSY369glZUltxkVAh/ken55TAo+OWLSEdXB4Cc7JzfHN+7pKhHjx59yjT9pxGLxeTk5KCjI5nrzPRMiSc1LRM9Iz0ykjLQ1pF4vsoLy9Gz0KMwqxAVNckB39LVkqjzUTSY2AD7zpKKdKYNTWk+rznxd+LRt9MHQCAUIBaJ0dLXorRAku+gIK9Afk4+quqqFBUUoaCggFAoRCwWV958SW+7pHwKB+6+Rk9Ngbrmf/ydKxAIaFvTkLwSIffj3v7hv/0Y7se9Ja9ESJuaX8Z7+7/UNNFgWffa+EdlsPziiy/a1j9JlTNw09MllTve6cemJKYAYGZhRmqi5DrTzNqMlLgULGpYkByTjKqWKsXZxQBUq1eN1KepWDW1Iicuh5LsEmr0rPGn7SrrKlOaL9mMBTICxGIxFb9o5ol+OSEpqChQVFBUueG/27ABsrOy0dT+taBDZmYmYrEYPT29T5sQKVL+Av8bDpOVmYWevh7J8ckIBALysiSeMpuaNjy794zmPZojJy9H2us0fLf44j7EnZE/j/zAiI0JiaFhr4Yoqv624WFoa0heuuTZOkYSo6kguwAAeSV5hOW/Xp9lJGcAoKkj+YxkpEl+19KRfBm9896Jficuzt5eYlAlJPz9Mpz/dYRCIeXl5aioSPavgvwC1NTVKMgrQF1Dnfzc/F+rMhaVoa4lOeALRJIva3G5GJFQhHXb95NbTBuZSp5fIERGVgZR+S/7pYIC5aUS54BAIEBYLpTcLIhE78XbFhVJwlbe9UuKlI8lKaeYm5Hp9G9ggdyfJHYBWOurYa2vin90xmeRDSsTirgdnYG1nio2+l/Oe/u/DGxkwcimVuy/+xrvB2++Sptfmypn4OblSb4w34l+v/PoaGlrkftWEhqgqaNJblYumrqa5GXmoaGnQX6m5OpSRVOF0oJSVHRUKo1eJc0/DxPIjslG3VgdsVhMdnw2GkYaZL35JTbtFw+DjrEO6Qnp6JroUlJUQnZmNoamEkM8NTkVQ6Nfizq8eSNZcKampp82IVKk/AUqKioqdUQLCwpRU1cjOysbLR0tMpIykFeQpzC3kAphBfb1JcbinWN3AOj3Q78PPA6iChHlJeV/mPiTnSKpZCUQCCoNW2U1iSxeSlwKeia/Hu4igiNQVlXG3NYcgKgnUSgqKmJaTfL5yMuVfO7VNX47MePdfvBuf5Dy8VRUSA7s7xJfhULJDZSwXIicghwV5RWV60AkEv26JsS/GKglkgOLrPz7ovXvDNoKYQVikbjSO19RUfHewUVOXo6yUkmcb3FRMUpKSpID2C//p1LNcCl/F+/QN4iB/g3N//J7WtcwpLBUyIP4T/fihsRlUVAqpI3D1y3sNK9jDZra6jL/7FOeJuX++Rv+ZVQ5A7e8vBw5OTlkZSWb6DuPzv+KgAsEAmRkZRCLxMgryFNRXoGSmsSIFZYJUVRXpDCzEF17XQBSw/9YQzMvKY/YG7HYd7Un7UUauUm5WDe35mXgS0xqmpDwXOI1sqxjSczjGGxq2/DyqSRcwqaWDSKRiJioGGzsfy01+fKl5HU7O7vPMS1SpPwhAoGg0hh99xkqKytDUUmR4qJilFWVKcqTeMo0dSVe1NzMXNS01NA2+jAhQ0ZWBpfuLtw9epf0uA/roeem5RJ6OpS6neoC8DxIkthmU9+GnIwcokKjcGrhBEBRQRH+5/1p2aVlpQcv4HoALs1dKj/X0S8ketI2dr9drrW4WHJYlXr5/j7v9tR3Ma/yCvKUlUrWSGlxKYrKipX7rYKyAmWlkoO9jIJEi1zVWHJblRD0vhf91bVXCGQEyKvKIxaLEShKDOOC3AKU1CX7cmlpKZp6muRk5aCpo0n222y0dSXrLitL4kiQ3nZJ+TuIxWLOP07G1VoXM+2/vj9Y6aliqatCwMtMhJ8Qx1pQKuR2dAZ2BmpY6qn+7ef8HeRkZdgyoD46qgpMPRZGYWnVSjqrcgauvLw8QqGw0tugqCS5Hi0q/DU0oCC3AA0dDXIyctA21uZtylu0zSWbZdLzJEzqmPDy1kuUdZSp1rIa99bdIz/lt5NThCVCTvY+iayCLM5jnLmz8Q6yCrKYupgSeTuSOh51CPUNRcdEh5y3ORTmFeLYxJEHAQ8QCAQ4OjsS/Tya4qJiajnVqnzu8+fPUVNTw8TE5EtOlxQpgOQ6+F01M1lZWYn3TCBDRUVF5e+yv5SLfGe46Jvrk/82n8TIxN98Ztc5XRHICFjWchn3T9+vDNVJiUphbbe1iMViOn3XCWGZkBv7b1DDtQYaehr47PBBLBbTsndLAI5uOkpxYTHdR0i0owOuBZCamEr77u0r27pz8w5y8nLvfYb+l3ehCe+kA6V8PHJycsjLy1eWc1bXUCcvLw8NLQ1ys3PR1teuPEgoqCqQmZSJnKJc5Q1WSkQKlm6W3Ftzjzd33yAWi4n0ieTe2nvU7F2T6JvRCAQCigqKUNNXIyM+AzklyQEmOysbAzMDUhNTMTAxICUpBUPjX8LQUlIQCARSA1fK3+JpUh5xmYV0q/vx37Xu1Q3ILS4nLOG3Y///CgfuvqaorOKre2/foa2qwPp+dYnLKmTR+Wf/SB++FFXOwH13FfkuW1rfQJK4kJGWgZGZ5MstOSEZMzszXj9/jZWTFcIyIRVUoKSuRMSlCOoNqEfa8zSirkXRZVcXhMVC9jTaQ0Lgr54HsVhMQlACXs29SAxOpPvB7mSnZBN6IJQm45pw98hdEEOt9rV4fOMxzfo2w/+0P/KK8jRo14DbF29Ty6UWWnpaBPoHAtCwacPK5z98+BAnJydpZrCUr4KqqmplLKOqqiqFBYWoaqhK4iu11SnMK0TbUHIITI6VlMR1H+KOvJI8a4eu5Xng8w/CEUxrmrLAfwHaptrsHL6T0ZqjmWY5jR+cfyA7KZtJRyZhUsOEU6tOkZWYRc+ZPUmJS+HC7gs069YMcztzXj55yckdJ2nTuw32TvaUlZaxY/UOzCzNaNW5FSDxzl70uUizls3Q1NTkt4iIiADAwcHhi8zffwGBQICWllalpJy+oT7pKekYmhqSlZaFoYUhaclpyMrJIqMgQ2FOIaa1TUl4moCujS4BGwPosq8Lqgaq7Gu6j9W6qznR/QQGtQ1ot74dwbuCsXazJiowChNHE0QiESVlJeia6JL0Ogk9Ez1KS0qxsrciNiYWS2tLQJJYbGxsXBn/K0XKx+ATnoS8rIAOtYw/+r22BmqYaSvjH51OhejjdZjzSsrZdSeWGkbqmOt83duloyEJlT9xmYW42etz8mEiC849fe+1///zb6LKWU/vksveleasZi2R9op9GYt9bUns4IuwF9RuUptXT15hUccCOQU5Qs6F4DrIldBTodi2tkXfXp/Tk08jryHP0JtDAfBq7sUm200caHWATTab8GrmRV5SHr29e6NTQ4dDAw6ha62LQzcH/Hf503xkc24evomsnCyuvVy56X0T997uxL+MJ/ZFLO17tUcsFnPxzEXqN6yPgZEkAz0lJYWoqCiaNWv2tadPyn8ULS0tCgoKKC0tRVdfl4z0DIxMjSguKkbPSOIZKyoqwsDcgAfXHwCgoavBzKMzKS0qZXHnxcxqOovjS4/z5PaTyuQgQ1tDFgYuZMa5GXSY1oF6nevRZ1kflj1YRu22tfE/4s/ZtWdxH+JOzWY1WTdxHXJycoxYPIL8nHyWjF2Cpq4mkxZPAmDPuj3ERcfhudizMjzh6P6jZGVkMWL8iN8dn5+fHxYWFlSr9qHUn5S/jrGxMcnJkgOOlY0Vca/isKpuhUgkQtdEl7Q3aVg7WVcmAaqZqpEamUqdAXVIfpxMyN4QRgSOoJtXN2r2rknHbR0Z6jeUs1POUpBegJ6jHsU5xVQoVKCsocyrZ6+wcLSgrKSsMozMuJoxbzPfYu8g2c8jIyMrkwilSPkYKkRiLkQk41bdAE2Vjy+qJBAIcK9uQHZRORGJH+/F3RsQR25x+T/mvf1f3GsYYKShhE94EiW/JMj/2/kqBq5AIOggEAiiBAJBjEAgmPMl23r3Bfbq1SvJ79bVUFZR5vGjxxiYGmBqacrd63dp3LExAMGXg2nUvRG3Dt2iQf8GyMrLcmjyIfru6ktBRgGbW2xGVkWWSS8m4bHZA4NaBojKRRg5GdF5Z2cmRU6iuKSYLS23IJAR0GtHL/aM3IOWiRZ2re24c+wOHhM8uOB1gfKycnpO7sn+dftR11KnTc82PLj3gLiYOLr26Vo5hvPnzwPQtm3bLzlVUqRUYmAgOVxlZGRgam5KWkoaZpZmACiqSMJ8HgU8wq2PGw+uP+Dp3acAOLVyYl3IOkavH42SmhI+G3xY1m0ZY2zHsHHURkJ8QigtKsWxtSN9l/dl+JbheEz3QCwQs3PqTrZP2k6t5rUYvmo4G6dsJDI0kklrJ6Gurc4PQ38gPSmdBTsWoKmrybVz1zi49SBdB3SlSesmgKTYwLb123Bv5079BvV/c2xJSUkEBATQsWPHLy6/U9WpVq0asbES6cUatWpQVFiEho7k1kwsK/Fg6Zjr8PrFa6zqWxEdFo22uTbBp4KpN6get1bd4szkM6hbqdNiYQvUqqmxu+Nunp1/hvtcd4KOBGHtas2T20+waWxDUUERYjkx8orypKanoqWjxdtsSVKPo5Mj+fn5xMTEVOqeS5HyMYTEZZGWV/q3whPeUd1IHSMNJfyjMj7Ki5uRX8rewDg61DLCREv5b7f/uZCTkaFnfVPyS4RcefrHeUf/Fj6sRfeZEQgEssBWoC2QCIQKBILzYrH4+Zdoz9bWFnl5eSIiIujUqRPy8vK4NHYh6FYQYrGYVt1acWTzEZTUlKjdtDY+u3xYdnwZwWeD8d3iy4B1Azgw/gABhwMYd3UcB3ofYH2j9VRvVx2XwS64r3RHXkWe/LR84oLi2Oq+lZQnKVi6WtJ2cVu8JnhRnF/MqP2j2DZ5G2YOZtg2teXIwCN0G9eN1ORUgv2CGffDOFTUVNizZQ/autp4dPMAJElx3t7eODs7V1YMkiLlS/NOrSM+Ph5be1uEQiEq6ioIBAJex72mulN1rp+8zhbfLfif8mfdxHUsOLIAq1pWKKkq0XZEW9qOaEtJQQnPAp/x8PJDQi+Gcvf0XQCqOVbD0MoQOQU5MhIyePVIcgDtMqUL3b/vzuZpm7lz9g5DFwzFpZ0L84fN51noM37c9SO1G9Um4HoASz2XUrdRXb5f9j0gKeLiOd4TdQ11Fq5Y+Ltj27lzJwKBgEGDBn3hWaz6ODg4cOHCBd6+fUu9BvUAeB3/Gusa1rx48gJDc0PSM9KRlZNFxUiFuEdxOA104sGBB+hb69N2YVtur7nN03NPK5+paapJ141dubH9BjJyMpQrliOnKEdKcgqGloY8Dn1Mw9YNuRdwj2btm3Ev4B6qaqrUcqpFQEAAIpGIhg0b/l6XpUj5Xc6HJ6OqIEvrGn/fgyojEOBWXZ/joW+48jSVTnX+WqjDuutRlAormO1Rg3uvsv52+58TM20VmtrqERiTSR1zTaz1vo5k2Zfia3hwGwIxYrE4ViwWlwHHgW5fqjFFRUXq169PUFBQ5d86dO1A0pskHgY/pOuQrsjIynB061GGzhtKVkoW105co+8PfQnxCSEtNY1OszsReCCQM4vPMPzccFrPbk1SWBKHBx/mZ6ef+cnuJzY324zvbF9k5WXpta0XNfvXZEvfLZQVlTFs1zD2ztqLQCBg2M/DWD9lPRbVLeg1tRc/z/wZCxsLeo/uTYBfACGBIYyePLoyGe727du8fv2awYMHf6kpkiLlA95d8UZHR+NUX6JeEPkiEkdnR+5cvUOPUT2Ii4zjwZ0HzN03F2GZkO/afce2mdsIuRxC4stE8rPzUVBRwLmDM2M3jmVH5A4WnF9A79m90TbSJvllMrFhscjKydJtejfWBq+lQfcGzO0yl4BzAQz7cRitB7Tm+z7fEx4UzuyNs2nZpSVXz15lzpg52DnYsWrPKhQUFcjNyWX80PGkpaSxfvt6dPV0f3NcT5484dixYwwaNEiasPkZcHZ2BuD+/ftYWFpgYmZCwM0AWnVpxeOQxzTv2pwnIU9o1LkRoX6h1G5bmwDvANymufHi+gvunrpLu9XtGOw9mO6bujPg8ABcJrlwZvEZ8jPyqdm1Ji+CXuDU0Yn4yHjsXO3Iz87HrIYZ+bn5tOveDr8rfrRs0xI5OTkCAwNRVFTExcXlH54ZKf82SoUVXHqSQvtaRigryP75G/4AR1NN9NUU2egX/ZcUFZ4n53E89A1DXS2x+srKCX9GGwdDdFQVOPso6V9f5eyLe3ABU+B/VYQTgUZfssFWrVqxYsUKYmNjsba2ppVHK7QWa3Fg1wG27N9C54GdOX/oPJ0GdKLj8I6c3XaWefvn0bRvU04uP0mXaV0Yun0oJ74/wcrWK2nYtyG99vZCSUmJvMQ8iZSYhiIK6grEPorFZ40Pb9+8pWbrmjQc3JCd03cCMHH3RDbM2ICwTMjsPbNZN3cdGckZbDqzidLSUpb/sBxrW2v6DukLSLy369evx9TUFA8Pjy85RVKkvIe+vj6GhoY8fvyY4cOHY2puyt07d2nbtS3rflyHoaUh1eyqsX7merZf3c6m25vwWuyF3zE/LntdrnyOQCBAU08TPVM9TKxNsKhhgYWTBQ27N0RDVwNZOVmy07N5+egl2+duJ9w/HC0DLRadWISCugLj248nLzuPRXsX0aR9E3av2c3eDXup17gea7zWoKquSkpSCuOHjudNwhs27NxQ6Un8/2RlZTFp0iQMDAyYPn3615rKKo2TkxPq6urcvHmTDh060Kp9K44fPM74qePxWudFfkk+qhqqpL1NQ0VdhZT0FAxtDLnmdY3OczrzxOcJx6cdByTFPN5VebRvaY+apRr+R/yp27EuQVeCcGjsQNCNIOo0qYP/NX8s7SzJyssiLzePzj07IxaL8fPzo1GjRtIqZlI+mttRGeSVCOn6CeEJ75D5pbrZ0fsJHL2fwFBXy9/9tyKRmMUXnqGlLM/UVt+eDKiCnAzd65qyLyiOoJhM3Kob/PmbvlG+hoH7W0FvHwSqCASCscBYAAsLi09qsFu3bqxatQpvb2/mzJmDsrIyg8cMZsvqLTwMeciYuWMIuBLA0slL2XRmEzERMawZv4Y5e+agrKbMhY0XqN64OmOPjeWJ7xOCjwVz78g9AFR1VJGRlaEop6iyUpl9c3u6zO9CRFAEm8duxrSGKQOXDWTLnC3kZuSy9NRSLnpf5M6lO0xeNBnHBo7MnjSbzPRM1p5bi7yCJLj95MmTPHv2jPXr11eKqUv5tvic6/Rbo0GDBoSEhADg3tYd7yPe/LDsB3av3c3+zftZvG8xkzpOYmbfmczfMZ8ZW2YwYdUEXj9/TUpcCrlZuRTkFJCTnkNGUgaRoZHcOXPnd9szMDdgyA9DaD2gNad3n8Z7hzeGZoZsvrAZXWNdvh/+PXdv3qVT307MXjEbBUUFwh+GM2PcDEpKSthxYAcNm/z21XRGRgajRo0iMzOTEydO/K66QlXmS6xVeXl53N3duXnzJuXl5fQa0IvDew9zN+Aubbq34ZL3JYaNH8bhnw/Td1xfLm+7TF33uiiqKHJmzRkcWjjQuX9nygvKKS8pR1FdEaFYyN0zd0m7m0bTAU25H3AfNS01ZDRlKMovwsnNiR2rd7Bw60IOex3G1NwU1+auhIWF8ebNGyZPnvxZxibln+Gf2lPPP05GV1WBprafR16ulokGTW11+flKFK0dDDH9nbjaQ8HxhMS9ZWXP2n8rse1rYGugRi0TDW5FpVPPQhtN5W+zn3+G4I8qDX2WBgQCV2CRWCxu/8vvcwHEYvGK33uPi4uL+MGDB5/U7qRJk7h79y6BgYGoqqpSXFRMzzY9UVJS4ujFo0SGReLZzxOX5i7MWTuHxYMWE/csjpELR6KjpcPRH4+Sl5lHrRa1aNqnKSqKKuQm55IZn4moQoSKlgo6FjogDxF3Igi9EApAh3Ed0LHRYe/CvSiqKjL/wHz8LvrhvdObHiN6MH35dPZs2cPWn7cybc40RkyUZH6np6fTvn17atSowZEjR6TyYH/OP54t9DnW6bfEyZMnmTNnDpcuXaKirIJ+nfsx68dZyFbIsmnJJpZuW4qRoRFLxy/lbdpbnFs649bFDTMbM9Q01JCVl0VGRgY5eTmUVZVR01SjtKiUxJeJZCRlkJOeQ4WwAg0dDawcrZBVksXvtB/n9p0j920uHQd2ZPzC8YSHhvPTzJ8oyCtg6o9T6TW0FyBRS1izfA3GJsZs3L0Ru+q/7f24f/8+np6e5OTksGXLFtzc3L7iLP4mVWqt3rhxg3HjxrFr1y5at27NhKETePH0BfuO72NUh1E0adWE4rRiXka8pPfI3vhs9MHayZoGLRtw58Ad8rM+1BQ3q2WGY1tHLh+6jLySPPU71+f8gfMMnjmYEwdPYGppyqBpg5g6airzf5pPn0F98PT0xM/Pj6CgINTU/t2xgt8Q/+ha/Vp7akGpEJdl1+njbM7S7u8nKH6KFFYzWz06bLyDo4kmh0c3QkHu/e/xRwnZ9N8ZTBNbXbyGN6hMev0W5beyC8tYfyOamiYa9G/w68FjYKNvwrHzl9bp1zBw5YBooDWQBIQCA8Vi8e8qCn+ORf748WN69uzJ5MmTmTFjBgD37txj4pCJeHT3YPmG5Vw8epHV36/GpYUL8zbMY8ecHdy7eI8aDWowZM4QXgW/wv+wP5lvMgHQ0NdAQ08DgUBAflY+OWkSWRA1bTWa9W2GfXN7zu44y7PgZzi6OjLh5wnsWrmLwKuB9BrVi6lLp3Li4AlWLlhJxx4dWb5hOQKBgIqKCoYOHUp4eDi+vr7S5LK/RpUyGr4FUlNTadasGdOmTWPKlCkM6TmElOQUzl0/x4zBM4h+Gs2m45uwtLHkxLYT3Dp3i7TEtN99noyMDFp6Wugb66Otr42qhqqktGp2HgkvE0h9I8nUbdiqISNmjUBTX5PNyzbjd8EPmxo2LN68GFsHW9LT0vlx5o8E3Q7CrY0by9Yt+02PbHJyMmvWrMHHxwcLCws2bdpE7dq1v9h8fQRVaq2Wl5fTokULbG1tOXToEGGhYQzvPZzx08ejIqvCrpW7mLZwGhd2XaAwr5D+E/pzftN5SotKadK1CeZ25lQUVyAsE6KgooBQLOThzYfEPo7Ftr4tFvUtOL//PG36tuFN2huePnzK9rPbmTltJmKRmLM3zpKRmYG7uzsDBw5k4cLfTzCU8tH8Jwzcs2GJzDjxmFPjXXGx1HnvtU8xNgc2ssAnPIlpx8PpVNuYtX2dUPqlNHVYQjYj9oeiqSzPuYlN0Vb9Vbf5WzRwAa4/T+NWVDpjmltXxgr/mwzcLx6iIBaLhQKBYDJwFZAF9v2Rcfu5cHJyolOnTuzevZvu3btjZWWFawtXJn43ka1rtmJqbsrE7yYiIyvDz9//zIx+M1i4fSGNPRrjtdiLH3r9QHXn6nSa2Ql9A31SY1JJik6i4G0BICkpamRthL6lPhmZGdw5cwfvvd5o6Wsx6edJGNkZMXvYbNKT0pm8eDK9R/fGa5sXm1Ztwq2dG4t/Xlx5elu1ahXBwcGsXr1aatxK+ccwMjKiYcOGnDt3jkmTJjF15lRG9h/J4X2HWbV3FWO7j2VK/ylMmjuJEbNGMHreaJLikkh9k0phbiEVFRWIRCKEZUKKi4rJzcolKy2LjJQMMtMySYhJkJRs1VClRr0a9B7XG9e2rogFYrz3eXPm0BkECBjz3RiGThqKrJwsZ46fYc3yNZSXlTNvyTz6D+3/gdRXcnIy27dv5+TJkwgEAiZMmMDEiROlZXm/EPLy8gwfPpzVq1fz+PFj6jWoR4euHdi3fR+Hzh4i7G4Y21ZsY+7Pc/He4M3+tfvpOaYnFQUVBJwKIOBMwAfPNLUzpd+8fjwMesj5/efpMLADBRUFPAp6xLz187h29RoJcQlsO7gNeQV5du6U5DmMHj36aw9fShXAJzwZUy1l6lt8WGb8U+lW15T0vFKWX3rBi5Q8OtcxJjGnuLLNQyMbvWfcfsu0tNfnUUI2vhHJTHK3ReZfJrP4xT24f4fPdYpLS0vDw8MDKysrjh8/jry8PCKRiKVzlnL2+FlGTBjBlNlTCAsKY+nkpeS+zaXPmD70GtGLQJ9Abhy7QUKU5GSla6yLsaUxqpqqiMViCnIKSI5NJidD4sU1tzen44iOOLg6cHTrUfzO+WFqacq8jfOwrW3LivkrOH/yPO27tGfpuqUoKEoW+J49e1ixYgVDhgxh0aJFnzzm/xD/+CetqnlwAXx8fPD09GTv3r24ubkxc/JMbly5gdd6clKgAAAdd0lEQVQJLyytLFk0ZRHBt4PRN9KnUctG1HaujY6+DnJycgiFQspKyxCWC5GRlUFRURFVdVU0tDRQ11RHSVkJgUBAQV4ByW+SeRb2jHu37hERGoGMjAwevT0YNWMUxmbGPHvyjBU/ruDxo8fUb1ifJauXUM3q/SINKSkpbN26lVOnTgHQu3dvJk6c+C2qJVS5tVpQUIC7uzt2dnYcOXKEt1lv6dOhD5pammw/sJ1ZQ2eR8CqBmStmEnE7gltnbqGlp0WbPm3QN9RHUCFAXlGeiooKykXlRIREEHI9BCUVJUbMG0FoSCi3fG8xeuZorOtYM3XkVHr068Gi1YuIiYmhY8eODBgwgMWLF3+2MUkB/gMe3KyCUhr+5MfYFtbM7lDjg9c/1YP7Dv+odNZei+ZJUi4aSnJ0rWvC9+2qo6XyoXH7rXpwASISczge+oYedU1pYKXzr/LgVmkDF+DSpUtMmTKF/v37s2zZMgQCASKRiBXzV3Dy8Enc2rmxZM0SREIRO37awaVjl1BWVcajnwdte7VFQVaBp0FPiX0aS1pCGkX5RQhkBKhqqGJkaYRtHVuqO1cnNTWVKyeuEHg1EAVFBfqN78egKYOIj4tn/vT5xETFMHbaWMbPGF8ZX7t7925WrlxJx44d2bBhA7KynyZV8h+jyhkN3wJlZWW4u7tjbGzMyZMnycvNY0DXARTkF7Dn2B7sqtsR7B/M6YOnefLgCbnZuZ/Unl1NO9w83OjSrwsGJga8jn3Njo07uORzCW1dbabPnk633t3ei0nPyclhx44dHDx4EJFIRN++fRk/fvy3aNi+o0qu1cOHD7Nw4ULWr19P165dCQ4MZuLQiTRo0oCf1v3ED6N/4MmDJ3Qd1JXmrZtz+dBlHtx6QIXwwypJWnpatOvfDjtnO3as3EFiXCIT50/EwcWBCUMnYGFpwYEzB5CXl6d///68evWK69evo6v72/JwUv42Vd7APXjvNT/6POPytOY4GGt88PrnMnDfUV4hQlYgQEbm96f2WzZwxWIxuwJiycwv5bt21RnZ7Ju4ZZYauO9Ys2YN27dvZ/r06UyePBmBQIBYLObovqOsX74ebR1tZi6aSdtObYmLiuPolqP4+/pTVlqGupY69ZvWx9rBGgMTA5RVlRGLxOTl5JEcn0z0k2iePXxGWUkZ2nradOzfkT5j+yArL8uujbs4vv84WjpaLF23lCYtJdWXhEIhq1evZu/evXTs2JF169ZJVRM+nippNHwLHDt2jPnz57N161Y6dOhAfFw8I/qOoKioiHlL5tG5R2dkZGSoqKggLSmNvJw8ysvLkZOTQ0FRAVk5WcRiMaXFpRTkF5CXnUd+Xj6lJaWSEAV1VYxMjbCraYemtiYVFRU8CH7A8YPH8bvqh6KiIgNHDGT0xNGoa6hX9qu0tJTDhw+zZcsW8vPz6datGzNmzMDMzOwfnK2/RJVcqxUVFfTp04c3b97g6+uLoaEh57zPsXDmQpq2bMqKjSs4vOUwx3ceR1ZOlp7De9K8bXPKi8tJjU+lrLQMTV1NdI11ycjIwPe4L4+CHmFiYcKcNXMoqShh5sSZ6OrrsvfEXgwMDdiyZQvr169n7dq1dO/e/bOORwrwHzBwu20Nokwo4vK05r/5+uc2cP8K37KBC5CUXcw2/xia2epxaPQXVXn9q0gN3HeIRCJmzZrF2bNnGTNmDLNmzar0CD2PeM6imYuIfhFN7Xq1GT15NM1bN+f/2rvz8CjqNIHj3zc3IVzhCOFIADkEFBBBjgDKEFBub1R0YZ5lmV1G0VXQQVZH12dUGIZhB4eZRR1RRERBViUjygxBbuSSG8IZgRCOkEAMufu3f1QFWgxJyEF1qt/P8/ST6kp119tdb1W9XfWr+mVlZrH+m/VsW7eNnZt2cvLYyZ+9b0hoCK1ubsUt3W+hV3wvbut9G+fTzrPog0Us+mARWZlZ3PfIfTwz5Rlq17V+KaalpfHss8+ydu1annjiCV566SU9cls+riwafEFBQQH33nsv586d46uvvqJevXqknkpl0oRJ7Ni2gzY3t2HQkEH07tebZjHNqBFeA0+hh0tZl8jKyiL7Ujb5+db9TUNCQgirEUaN8BoEBwdjjCH7UjZnTp/h0IFDfL/1ezas2cC5s+eoU7cOD41+iNG/HE2Dhldu3ePxePjyyy+ZOXMmJ06coG/fvkyZMoV27do59RVdL9fm6uHDhxk5ciQdOnRg/vz5hIaG8tnCz3jtxddocVML3vzTmwQHBrNgzgJWLF1BYUEhIWEhRDWJIjgkmAvpVjttgEbRjRj1q1EMfWQoH733EX+d9Vdat2vNW/PeIqpxFKtWrWLcuHGMGDGCP/zhD9rtctVwdYF76MyPxM/8lv8a2p5xfVsVO40WuMVbsvUE3x/P4B/P3ekLnVNogevN4/HwyiuvsGDBAuLj45kxYwa1allHhwoLC/n8k8955613SDmeQnSzaAaPHEzfX/SlY6eOhISGkJebR9qZNHIu5RAQEEDN2jWJbBhJQEAAKSdS+G79dyQuT2Rt4lo8Hg8D7hnA+GfG07Z928sxrF69mhdeeIGMjAxeffVVHn744Ur9jH7G8b2bWwtcgL1793L//ffTq1cv5s6de7n9+rKly/ho3kck7U8iPy+/wvOJrB9J917dGXD3APoP6k9YWNjl/xljSExMZNasWezZs4eOHTvy/PPP06dPnwrP9wZzda4mJCQwceJEhg4dyh//+EcCAwPZuHYjU5+ZSvr5dEb9yyjGjB9DaGgoW1Zv4cDOA5xOOU1BfgG16tSieavmdO7Rmfa3tWf1P1czZ+YcDh04xOARg3n5zZcJrxnO9u3beeKJJ2jZsiWLFi3SCwirjqsL3N9/vZ+/rDrMxhcH0KhWWLHTaIFbvMycfP6wIol+bRryzhjHew7UAvdqxhg++OADfve73xEVFcUbb7zxk51lfn4+K79aydJFS9m8fjOFhYUEBgbSrkM7YlrF0KBhA0LDQvEUeriQcYFTJ09xcN9Bzp21biPWuElj7h5+Nw+MfoCYFlcSPTU1lenTp/P555/TunVrZs2aRfv27Sv98/kZVxcNvuDjjz9m6tSpjBgxgmnTphEScuXiiNOpp9m9YzepKank5uYSIAHUCK9BeM1wwmuGExISgjGG/Lx8Ll26RE5ODvl5+YgIYTXCaNioIa1atyK6afTPjsQVFhayYsUK5syZw549e4iJiWHixImMHDmyut4f2vW5OnfuXKZNm8awYcOYPn06oaGhpJ9PZ/bvZ7P046V4PB7i7ozjzvg7aX9Le6KiowgMDCTzYibHjhxj66atrPj7ClJTUolpEcMzU55hwD0DANi0aRPjx48nMjKSTz75hIYNG1bZ51DuLXA9HkOfaStp27gW835ZfAcxoAVuSb49cIav957mw3/tQZ82ldNBRjn5xm3CfImIMGbMGDp37sykSZMYM2YM8fHxPPvss7Rr147g4GDuHnE3d4+4m4sZF9m8YTN7du5h78697N6+m7RzaeTm5BIUHERErQiiGkfRs29POnbuSNceXWnbvu1Pdtbp6em8/fbbfPDBBxQWFvLkk08yYcIE7VZSVQuPPPII6enpzJgxg5SUFGbOnEnTpk0BiGocRVTjqEqd38mTJ1myZAmffvopKSkpxMTEMG3aNEaOHKlt1H3c+PHjMcYwffp0Tp48yezZs4mOjublN15m3K/H8fmnn/PF4i9Y9+26Yl8fHBJMz7ieTH5pMncOvPNyc5b58+fz+uuvExsby7x587S4VeW24UgaKRdy+M0QPbhUXr1bN2Bv6kX+e9ke/j6xL0GBvn3Awa+O4HrLzc1l3rx5zJkzh6ysLAYOHMjo0aPp1atXhdrEGmPYvXs3ixcvZsmSJeTk5DB06FCee+4513Xt6jDXHxXzFV988QVTp07FGMOYMWN48MEHadGiRYXaQGZnZ5OamsqhQ4fYsWMH69atY+fOnYgIvXv35rHHHmPgwIFuaZ/uN7m6fPlyJk+eTHBwMFOnTuXee++9vAyNMZw8fpJDSYdIO5tGQX4BEbUiaBbTjLYd2lKjxpWuTZOTk/ntb3/LmjVr6N+/PzNmzKBu3bpVHr9y7xHc//hwKxuOpLFxyoDLnS8UR4/gliyyZjD//uE2XhvZkSd6tXAqDG2iUBbp6em8++67LFy4kIyMDCIjIxk2bBj9+/ena9euZeoCMjc3l127drF69Wq++uorjhw5QkhICMOHD2fcuHG0bdu21PdQ181vigZfkJKSwuuvv87XX3+Nx+OhXr163HrrrURGRiIi5OTkkJGRQXp6OhkZGWRlZZGXl4cxhqCgoMsPYwzZ2dnk5ORcfu/AwEA6depEfHw8w4YNqw53RbhefpWrR48eZfLkyWzfvp22bdsyYcIEBg0aVKYzV0lJSbz33nssWbKE0NBQJk+ezOOPP15dm6ZUR64scFMysuk7PZFxfVsyZXDJR3C1wC3Zo3c059G3N7I/NZOVz91FpDOdVmiBez1ycnJYuXIlCQkJJCYmkpubi4gQExNDbGwsUVFR1K5d+/IN7bOysjh37hzJyckcPXqUgoICAgIC6N69O8OHD2fIkCHFdieqKo1fFQ2+IiUlhcTERHbu3Mm+ffu4ePEiHo+HsLAw6tSpQ2RkJHXq1CEiIoKQkJDLXVHn5eXh8XgQEUJDQ6lXrx6NGzcmNjaWm2++2e0XDfldrno8HhISEpg9ezaHDx+mdu3a9O7dm86dO3PTTTfRuHFjqw1uZibJycns3r2bjRs3cvDgQUJDQ3n44YeZMGECjRo1umExK8ClBW7RxWXfTu5P88iStzVa4JbssR4xJJ3OZMj/rGFElybMfLiLE2FoG9zrERYWxpAhQxgyZAiXLl1i+/btbNu2jQMHDnDixAmSkpLIzMy8fL/P8PBw6tevT2xsLAMGDKBTp0706NFDT6MpV2vSpAmjR49m9OjRToeifFhAQMDlH/rr1q0jISGBjRs3snz58mKnDw8Pp0uXLowaNYoRI0ZoBw6q0uTkF7Lwu+MMaB9VanGryqZtVC1+dWcr/px4mAe6NiOutaMXnF2TFrjFCA8PJy4ujri4OKdDUUqpaiswMJB+/frRr18/AM6fP09ycjJnz56lsLCQiIgImjVrRkxMjFvaWysf89m2k5zPymOMc+1FXempX7QhYecpXly6i6+e7kt4iO+Vk74XkVJKKVeKjIwkMjLS6TCUn8jJL2T2yoPcFlOXuNZVf1agOjU1qKiw4EDefKATj769kdeW7eON+291OqSf0Zb7SimllHKdBZt+4NSFHCYPaqc931WBnq3qM75fKxZ+9wMr9p52Opyf0QJXKaWUUq6SlVvAnMRDxLWuT28fbSPqBs8ObEuH6No8v3gHx89fcjqcn9ACVymllFKu8j//PEhaVh6TBrVzOhRXCw0K5M+ju+IxMO79LfyYW+B0SJdpgauUUkop1/j+eAbvrDnCo3c057aYek6H43otG9Tkz4915dDZH3l64XbyCjxOhwRogauUUkopl7iQnc9TC7cRXacGvymlUwdVefq0acCrIzryz/1nePKjbT5R5GqBq5RSSqlqL6/Aw398uJXUCzn86dEu1KkR7HRIfuXxnrG8MrwD3+w9za/mb+FiTr6j8WiBq5RSSqlq7VJeAb+av4X1h9N48/5O3B6rt6Nzwti4lvzuvltYc/AcI2avZd+pi47FogWuUkoppaqtA6mZ3D9nPauSzvL6fbfywO3NnA7Jr43uEcvC8T3Jyitk+Oy1vLZsLxeyb/zRXO3oQSmllFLVzt6UiyzYlMyizcepXSOY98Z25652jZwOSwHdW0Sy/Om+zPjmAH9bd5RFm4/zQNemPNStOR2iaxMQUPX3JdYCVymllFI+yRjDhex8zmTmcvpiDqcycth18gKbjqaRdPpHggOFUd2b89ygdkTWDHE6XOWlfkQob9zficd7xvLumqMs/O44729IpkFEKD1aRtI+uhYtGtSkYUQojWqHUSssiODAAEKDrjQuCAsufxfeWuAqpZRSyiedzMimz7TEn4yLCA2ic/M6PN4zlmGdmmhh6+M6NqnDzFFd+K9hHUjcf4ZVSWfZcTyDhF2nSnzdQ7c34/cPdS73fMUYU+4XVxUROQskV+AtGgDnKikcJ+nnuLZzxph7Kvk9r0sl5GlJfHXZ+2pc4LuxhRljbnEygErOVV/9nm8Et392R7erVbxNLYnbl+vVqvvnLVOe+mSBW1EissUY083pOCpKP4f/8tXvzFfjAt+NzVfjKi+3fZ7r4c+f3c38bbn6y+fVuygopZRSSilX0QJXKaWUUkq5ilsL3LlOB1BJ9HP4L1/9znw1LvDd2Hw1rvJy2+e5Hv782d3M35arX3xeV7bBVUoppZRS/sutR3CVUkoppZSfcl2BKyKBIrJdRJY5HUtFiEhdEVksIvtFZJ+I9HI6puslIv8pIntEZLeILBSRMKdj8nUi0lxEEu1lvkdEnnY6JgARCROR70Rkhx3Xq07H5M1X13sROSYiu0TkexHZ4nQ8FSUi94jIARE5JCK/cTqeG8Vty1Fd4U857av7l6riuiYKIvIs0A2obYwZ5nQ85SUi7wNrjDHviEgIEG6MyXA6rrISkabAWqCDMSZbRD4B/m6MmedsZL5NRKKBaGPMNhGpBWwF7jXG7HU4LgFqGmN+FJFgrGX7tDFmo5NxFfHV9V5EjgHdjDHV+Z6TgPUjAkgCBgIngM3Ao07n5o3gpuWorvC3nPbV/UtVcdURXBFpBgwF3nE6looQkdpAP+BdAGNMXnUqbr0EATVEJAgIB1IcjsfnGWNOGWO22cOZwD6gqbNRgbH8aD8Nth8+8evYLet9NXAHcMgYc8QYkwd8DIx0OCalKsKvctpX9y9VxVUFLjALeB7wOB1IBbUCzgLv2add3xGRmk4HdT2MMSeBGcAPwCnggjHmG2ejql5EpAVwG7DJ2UgsdjOA74EzwApjjE/EhW+v9wb4RkS2ish4p4OpoKbAca/nJ3DxzvEqblqO6gq/zWlf279UBdcUuCIyDDhjjNnqdCyVIAjoCvzFGHMbkAVUq7ZBIlIP65dwS6AJUFNEHnc2qupDRCKAJcAzxpiLTscDYIwpNMZ0AZoBd4iIo93PQrVY7+OMMV2BwcCvRaSf0wFVgBQzzieO4t8AblqO6gq/zGlf3L9UBdcUuEAcMMJuK/Ux8AsR+dDZkMrtBHDC6wjZYqyCtzqJB44aY84aY/KBz4DeDsdULdhtXJcAC4wxnzkdz9Xs5jKrAMf6rPfi0+u9MSbF/nsGWIp1SrS6OgE093reDD9pduSy5aiu8Luc9vX9S2VyTYFrjJlijGlmjGkBPAKsNMZUyyOGxphU4LiItLNHDQCqWyPwH4CeIhJuX6A0AKu9jyqB/V29C+wzxsx0Op4iItJQROrawzWwfsDsdzYq317vRaSmfSEHdhOjQcBuZ6OqkM1AGxFpaV/4+gjwhcMxVTkXLkd1hV/ltK/uX6pKkNMBqGt6Clhgr3RHgF86HM91McZsEpHFwDagANiOn/SeUkFxwBPALru9K8CLxpi/OxgTQDTwvn3VcQDwiTHGp27J5YOigKXWPoUg4CNjzHJnQyo/Y0yBiDwJfA0EAn8zxuxxOKwbwVXLUV3hhzntq/uXKuG624QppZRSSin/5pomCkoppZRSSoEWuEoppZRSymW0wFVKKaWUUq6iBa5SSimllHIVLXCVUkoppZSraIGrlFJKKaVcRQtcHyAid4nINe8pKiJjReStKpjvWBFp4vX8mIg0qOz5KPcpLWfL8PpuIvKna/zvmIg0EJG6IjKhsuapqr+rt1klTDdPRB4s4f+rRKRbJcem+ap+prJytgyv/28RiS9m/OU8tId7e/2vQvP0dVrg+rexQKkrnlKVzRizxRgzsZTJ6gITSplG+Zex+O42S/NVFWcsNyBnjTEvG2P+UcpkdwG9S5nGNbTALSO7u8YEEdkhIrtFZJSI3C4i34rIVhH5WkSi7WlXicgsEVlvT3uHPf4Oe9x2+2+7kudabBwNRWSJiGy2H3H2+FdE5G/2vI+IyESv17wkIvtFZIWILBSRSfavtm5YvaV9b3e/CvCUiGwTkV0icnOFvzjlGCdz1s6fumJJE5F/scfPF5H4q44q1BeRb+x5/C8g9tu8Cdxk5+fv7XERIrLYzucFYncvpaonEWlhL8v3RWSnvWzDi8vT4rZZIvKyvR3cLSJzy5MPIjJIRDbY271PRSTCHn9MRF69entob4NX2OP/V0SSxTrzpfnqB5zIWXs7/Jk9PFJEskUkRETCROSIPf7y0VgRuceOcS1wf1HcwL8D/2nH0td++372tv2IuO1orjFGH2V4AA8Ab3s9rwOsBxraz0dhdfMHsKpoWqAfsNserg0E2cPxwBJ7+C5gWQnzHgu8ZQ9/BPSxh2Ow+pQGeMWOJxRoAKQBwVgr1/dADaAWcBCY5BVnN6/5HAOesocnAO84/b3ro9rm7F+BocAtWP29F733QSDC+/XAn4CX7eGhgLFzuEVRHF7zvAA0w/pxvqFoXdBH9XzYy9gAcfbzvwGTS8lT721WpNfwfGC4PTwPeLCE+a6yt40NgNVATXv8C165WOz2EHgLmGIP36P56l8PJ3IWq4voo/bwDHubGgfcCSz0fj0QBhwH2mAdLPjEa1v7Cvb+3+s1n9r52QE45PT3W5mPIFRZ7QJmiMg0YBmQjrXzXmH/AAsETnlNvxDAGLNaRGqLSF2sAvN9EWmDtYIElyOOeKCD14++2iJSyx5OMMbkArkicgarD/U+wOfGmGwAEfmylPf/zP67FfuXn6q2nMzZNViFcjLwF2C8iDQFzhtjfrzqoEU/7FwzxiSISHoJ7/udMeYEgFh9qbcA1pYxJuWbjhtj1tnDHwIvUnKeeusvIs8D4UAksAcobRvnrSfWjn2dPa8QrEK0SHHbwz7AfQDGmOWar37phuasMaZARA6JSHvgDmAm1nYzEGtb6+1mrGL4IICIfAiML+Ht/88Y4wH2ikhUSXFUN1rglpExJklEbgeGAG8AK4A9xphe13pJMc9fAxKNMffZpwtWlSOUAKBXUcFaxF6pcr1GFWIt3+s9JVb0HkWvV9WUwzm7Gvg11lmGqVgFwYP8fGN8rXlfS3E5rqq3q5d9JiXnKQAiEgbMwTo6dlxEXsE6enU9BFhhjHn0Gv8vbnt4PdtUzVd3ciJn1wCDgXzgH1hHXwOBSWWIryTeOeqqJjTaBreMxLoK8pIx5kOsUwQ9gIYi0sv+f7CIdPR6ySh7fB/ggjHmAtYp4pP2/8eWM5RvgCe94upSyvRrgeF2W50IrFPARTKxjtApF3IyZ40xx7FO27YxxhzBysNJFF/grgZG2/MeDNSzx2t++oeYopwEHgU2cu089c6JosLgnL1tK0/7wY1AnIi0tucVLiJtS3nNWuBhe/pBaL76IydydjXwDLDBGHMWqI91tHbPVdPtB1qKyE1e8RXxqxzVArfsbgW+s08zTQVexkrOaSKyA6udq/fViekish6rLeK/2uOmA2+IyDqsX17lMRHoZjdu34vVaPyajDGbgS+AHVin27ZgtQsD6xfgX+WnF5kp93A6ZzcBSfbwGqApxZ+efRXrQodtwCDgBwBjTBrWqePdcuWiHeU++4AxIrIT65TtbK6dp/Owt1lYR57exmqK839Y7RKvi10ojAUW2vPfiFU0lORVYJCdr4OxTkVnar76FSdydhNWs8PV9vOdwE5jN6YtYozJwWqSkGBfZJbs9e8vgfuuusjMteSq70ZVAhFZhdWQe4vTsQCISITd7jEca+UYb4zZ5nRcynf4Ws4q/2A3e1lmjLnF4VDKTERCgUK7XWQv4C/GmNLOpCmXqI4566+0PZB/mCsiHbBOj7yvxa1SSpVbDPCJiAQAecC/ORyPUqoYegTXh4jIL4Gnrxq9zhjzayfiUao0mrPKl4nIUqDlVaNfMMZ87UQ8SpVGc7byaIGrlFJKKaVcRS8yU0oppZRSrqIFrlJKKaWUchUtcJVSSimllKtogauUUkoppVxFC1yllFJKKeUq/w9DojX0pzBXmwAAAABJRU5ErkJggg==
"
>
</div>

</div>

</div>
</div>

</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">
<h3 id="Grid-Based-Maps---Facet-Grid">Grid Based Maps - Facet Grid<a class="anchor-link" href="#Grid-Based-Maps---Facet-Grid">&#182;</a></h3><p>Grid Based Maps give you the power to customize the maps. Lets put all the maps in one place in grid format.
Here lower part of the Grid will be a jointmap kde, upper would be a scatterplot using plt.scatter
Diagonal would be a distplot</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># the syntax is same as Pairgrid</span>
<span class="n">face</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">,</span> <span class="n">row</span> <span class="o">=</span> <span class="s2">&quot;time&quot;</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s2">&quot;smoker&quot;</span><span class="p">)</span>
<span class="n">face</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">,</span><span class="s2">&quot;total_bill&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[7]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a177ec400&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span><span class="o">.</span><span class="n">columns</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[10]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Index([&#39;total_bill&#39;, &#39;tip&#39;, &#39;sex&#39;, &#39;smoker&#39;, &#39;day&#39;, &#39;time&#39;, &#39;size&#39;], dtype=&#39;object&#39;)</pre>
</div>

</div>

</div>
</div>

</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">
<h3 id="Barplot">Barplot<a class="anchor-link" href="#Barplot">&#182;</a></h3><p>Barplots are meant for plotting categorical columns vs numerical columns.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Barplot</span>
<span class="c1"># sns.barplot(x=,y =, data = tips)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span><span class="s2">&quot;sex&quot;</span> <span class="p">,</span> <span class="n">y</span> <span class="o">=</span><span class="s2">&quot;total_bill&quot;</span> <span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">)</span>

<span class="c1"># Inference - Total Bill Amount for males is more than Females.</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[20]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a1abf0ac8&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Lets Plot Smoker Vs Total Bill :: The purpose is to find out if Smokers pay more bill than Non Smokers</span>

<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;smoker&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span><span class="n">tips</span><span class="p">)</span>

<span class="c1"># More Bill for Smokers</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[22]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a1ae17588&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[23]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tips</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[23]:</div>


<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 th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>total_bill</th>
      <th>tip</th>
      <th>sex</th>
      <th>smoker</th>
      <th>day</th>
      <th>time</th>
      <th>size</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>16.99</td>
      <td>1.01</td>
      <td>Female</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>10.34</td>
      <td>1.66</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>3</td>
    </tr>
    <tr>
      <th>2</th>
      <td>21.01</td>
      <td>3.50</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>23.68</td>
      <td>3.31</td>
      <td>Male</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>24.59</td>
      <td>3.61</td>
      <td>Female</td>
      <td>No</td>
      <td>Sun</td>
      <td>Dinner</td>
      <td>4</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># More Bill In Weekend or Weekdays</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span><span class="n">tips</span><span class="p">)</span>

<span class="c1"># People tend to visit more on weekends</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[29]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a1ac70470&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAYMAAAEKCAYAAADw2zkCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADrdJREFUeJzt3X2wHXV9x/H3h2DKUxzBBIiWNNphqKgQ5EJl0KJ1sGhpQYUOlCJxaOO0pbbTWmTU4aHTmToU7R9oH2JBcEZpLQ8jVKwgLVCwQ0kshSClUB4DCSEwkYCIJHz7x920l3Afzg1nz95z7/s1kznn7N1z9jM7ST53f3v2t6kqJElz205dB5Akdc8ykCRZBpIky0CShGUgScIykCRhGUiSsAwkSVgGkiRg564D9GrhwoW1dOnSrmNI0lBZvXr1xqpaNNV6Q1MGS5cuZdWqVV3HkKShkuThXtZzmEiSZBlIkiwDSRKWgSQJy0CShGUgScIykCRhGUiSGKKLziRppjjzzDNZv349++67L+eff37XcfrCMpCkaVq/fj2PPfZY1zH6ymEiSZJlIEmyDCRJWAaSJCwDSRKWgSQJy0CShGUgScKLzqQ5YTZeMav+sgykOWA2XjGr/nKYSJJkGUiSLANJEpaBJAnLQJKEZSBJwjKQJGEZSJLwojPNUF4xq4nc9AtHdR2B53eeBwnPr13baZ6jbr6pb59lGWhG8opZabAcJpIkWQaSJMtAkoRlIEnCMpAkYRlIkvCrpdJAHHnhkZ1uf/6m+ezETjy66dHOs9z6e7d2un2Nr9UjgyT7JfmXJPckuTvJ7zfL90pyfZL7msc928whSZpc28NEW4A/qqq3AO8EfjfJgcBZwA1VtT9wQ/NaktSRVsugqtZV1feb55uBe4A3AscBlzarXQoc32YOSdLkBnYCOclS4BDgNmCfqloHo4UB7D3Be1YkWZVk1ZNPPjmoqJI05wykDJLsAVwB/EFVPdPr+6pqZVWNVNXIokWL2gsoSXNc62WQ5DWMFsHXqurKZvETSRY3P18MbGg7hyRpYq1+tTRJgIuAe6rqC2N+dDVwGvC55vGbbeYYFKddljSs2r7O4EjgVOCuJHc0yz7NaAl8I8npwCPAiS3nGAinXZY0rFotg6q6BcgEP35fm9uWJPXO6SgkSU5HIUnT9bqqlz3OBpaBJE3Tb2x9qesIfecwkSTJMpAkWQaSJCwDSRKeQJbmhNqteImXqN1mz7df1F+WgTQHvHjki11H0AznMJEkyTKQJFkGkiQsA0kSloEkCctAksQs+mrpoX/81a4jsGDjZuYBj2zc3Gme1X/+0c62LWk4eWQgSbIMJEmWgSSJWXTOQP31yJ+8vdPtb3l6L2Bntjz9cOdZlpx9V6fblwbBIwNJkmUgSbIMJElYBpIkLANJEpaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJWAaSJJyorq9emr/7yx4laVhYBn303P7v7zqCJO2QVoeJklycZEOSNWOWnZvksSR3NH8+2GYGSdLU2j5ncAlwzDjL/6KqljV/rm05gyRpCq2WQVXdDDzd5jYkSa9eV98mOiPJnc0w0p4dZZAkNboog78CfhZYBqwDPj/RiklWJFmVZNWTTz45qHySNOcMvAyq6omq2lpVLwFfBg6fZN2VVTVSVSOLFi0aXEhJmmMGXgZJFo95+SFgzUTrSpIGo9XrDJJcBrwHWJhkLXAO8J4ky4ACHgI+3mYGSdLUWi2Dqjp5nMUXtblNSdL0TVoGSa5h9Df4cVXVr/Y9kSRp4KY6MrhgICkkSZ2atAyq6qZBBZEkdWeqYaK7mHyY6KC+J5IkDdxUw0THDiSFJKlTUw0TPTyoIJKk7kx60VmSW5rHzUme2f5xMBElSW2b6sjgXc3jgsHEkUYt3OUlYEvzKKltPV90luQdwLsYPaF8S1X9R2upNOd98qBNXUeQ5pSe5iZKcjZwKfB6YCFwSZLPthlMkjQ4vR4ZnAwcUlU/BkjyOeD7wJ+2FUySNDi9zlr6ELDLmNc/BfxP39NIkjox1UVnFzJ6juAF4O4k1zevjwZuaT+eJGkQphomWtU8rgauGrP8xlbSSJI6MdVXSy/t5UOSXFFVH+lPJEnSoPXrTmdv7tPnSJI60K8ymHAyO0nSzDfweyBLkmaefpVB+vQ5kqQO9KsMPtWnz5EkdWBHb24ToLbd3KaqrmshmyRpQLy5jSTJm9tIknqftfSdSW5P8mySnyTZ6s1tJGn26PUE8hcZnbn0PmBX4DeBC9sKJUkarJ5vblNV9yeZV1Vbga8k+V6LuSRJA9RrGfwoyXzgjiTnA+uA3duLJUkapF6HiU5t1j0DeA7YD/hwW6EkSYPVaxkcX1U/rqpnquq8qvpD/NqpJM0avZbBaeMsW97HHJKkDk11BfLJwK8Db0py9ZgfvRZ4qs1gkqTBmeoE8vcYPVm8EPj8mOWbgTvbCiVJGqxerkB+GDgiyT7AYc2P7qmqLW2HkyQNRq9XIJ8I/DtwIvBrwG1JTmgzmCRpcHq9zuCzwGFVtQEgySLgu8DlbQWTJA1Or98m2mlbETSe6uW9SS5OsiHJmjHL9kpyfZL7msc9p5lZktRnvZbBt5N8J8nyJMuBbwHX9vC+S4Bjtlt2FnBDVe0P3NC8liR1qNcyKOBvgIOAg4GVPb2p6mbg6e0WHwdc2jy/FDi+xwySpJb0es7g6Kr6FHDltgVJzmPHbne5T1WtA6iqdUn23oHPkCT10VQXnf028DvAm5OMva5gAXBrm8Ga7a8AVgAsWbKk7c1J0pw11ZHB14FvA3/Gy8f2N1fV9sM/vXoiyeLmqGAxsGGiFatqJc2Q1MjIyHj3YpYk9cFUF539EPghoze26ZerGZ3r6HPN4zf7+NmSpB3Q6wnkHZLkMuDfgAOSrE1yOqMlcHSS+4Cjm9eSpA71fKezHVFVEx1RvK/N7UqSpqfVIwNJ0nCwDCRJloEkyTKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJElYBpIkLANJEpaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgSQJ27mrDSR4CNgNbgS1VNdJVFkma6zorg8Z7q2pjxxkkac5zmEiS1GkZFHBdktVJVnSYQ5LmvC6HiY6sqseT7A1cn+S/qurmsSs0JbECYMmSJV1klKQ5obMjg6p6vHncAFwFHD7OOiuraqSqRhYtWjToiJI0Z3RSBkl2T7Jg23Pg/cCaLrJIkrobJtoHuCrJtgxfr6p/6iiLJM15nZRBVT0AHNzFtiVJr+RXSyVJloEkyTKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJElYBpIkLANJEpaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCTRYRkkOSbJvUnuT3JWVzkkSR2VQZJ5wJeADwAHAicnObCLLJKk7o4MDgfur6oHquonwN8Bx3WURZLmvK7K4I3Ao2Ner22WSZI6sHNH2804y+oVKyUrgBXNy2eT3Ntqqv5YCGzsMkAuOK3LzfdT5/sSgHPG++s6lGbE/swn3J99k5725c/0slJXZbAW2G/M658GHt9+papaCawcVKh+SLKqqka6zjEbuC/7y/3ZX7Ntf3Y1THQ7sH+SNyWZD5wEXN1RFkma8zo5MqiqLUnOAL4DzAMurqq7u8giSepumIiquha4tqvtt2iohrVmOPdlf7k/+2tW7c9UveK8rSRpjnE6CkmSZTCVJK9PckfzZ32Sx5rnm5L8oOt8s0WSrWP28x1Jlo6zzhuSXD74dMMlyWeS3J3kzmZf/vwk6y5P8oZB5hsW09mPs0Fn5wyGRVU9BSwDSHIu8GxVXdD8Z/WPO/q5SXauqi39yDhLPF9Vyyb6YbO/HgdOGGCmoZPkCOBY4B1V9UKShcD8Sd6yHFjDOF/tnst2YD8OPY8MXp15Sb7c/PZwXZJdAZLcmGSkeb4wyUPN8+VJ/iHJNcB13cUeDtvvryRLk6zpOtcMtxjYWFUvAFTVxqp6PMnZSW5PsibJyow6ARgBvtb85rtrp8lnlon240NNMZBkJMmNzfNzk1zc/Nt/IMknuou+YyyDV2d/4EtV9VZgE/CRHt5zBHBaVf1iq8mGz65jhoiuGrPc/TU91wH7JfnvJH+Z5Khm+Rer6rCqehuwK3BsVV0OrAJOqaplVfV8V6FnoIn242R+DvglRudeOyfJa1pN2GcOE706D1bVHc3z1cDSHt5zfVU93V6koTXRMJH7axqq6tkkhwLvBt4L/H0zRfzmJGcCuwF7AXcD13SXdGabZD9O5lvNkcQLSTYA+zA628JQsAxenRfGPN/K6G9cAFv4/6OuXbZ7z3Nth5pl3F/TVFVbgRuBG5PcBXwcOAgYqapHm3Nf2/+91HbG2Y+nMfm/7e3/Pxiq/18dJmrHQ8ChzXNPeGpgkhyQZP8xi5YB2yZ43JhkD17+d3IzsGBQ+YbFBPvxYV7+b7uXYeGhMVTNNUQuAL6R5FTgn7sOozllD+DCJK9j9LfY+xmd+XcTcBej/5ndPmb9S4C/TvI8cITnDf7PRPvxLcBFST4N3NZhvr7zCmRJksNEkiTLQJKEZSBJwjKQJGEZSJKwDKRpa+ah+WTXOaR+sgwkSZaB1Itmbvt7k3wXOKBZ9lvNTKD/meSKJLslWZDkwW2TlCV5bTPT5VBNWqa5xzKQptBMWHYScAjwYeCw5kdXNjOBHgzcA5xeVZsZnc/ml5t1TgKuqKoXB5tamh7LQJrau4GrqupHVfUMcHWz/G1J/rWZxOwU4K3N8r8FPtY8/xjwlYGmlXaAZSD1Zrx5Wy4BzqiqtwPn0cxiWVW3AkubOfDnVZU35NGMZxlIU7sZ+FCSXZMsAH6lWb4AWNecDzhlu/d8FbgMjwo0JJyoTupBks8AH2V0GuO1wA8YvdfCmc2yu4AFVbW8WX9f4EFgcVVt6iKzNB2WgdSC5v7Cx1XVqV1nkXrh/QykPktyIfAB4INdZ5F65ZGBJMkTyJIky0CShGUgScIykCRhGUiSsAwkScD/Av7gr4O6IVrQAAAAAElFTkSuQmCC
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[38]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Finding if Males are More or females</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">tips</span><span class="p">[</span><span class="s2">&quot;sex&quot;</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[38]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a1e384588&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[69]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Boxplots</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[69]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a24a53e48&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[44]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Add hue to split the barplot. Making it more fancier</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s2">&quot;smoker&quot;</span><span class="p">)</span>
<span class="c1"># On Friday people have more bill if they are a Non smoker vs smoker</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[44]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a1f65cac8&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[68]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Finding the Sum of Bill Value if the person is smokers and Day is Friday</span>
<span class="n">tips</span><span class="p">[(</span><span class="n">tips</span><span class="o">.</span><span class="n">smoker</span> <span class="o">==</span> <span class="s2">&quot;Yes&quot;</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">tips</span><span class="o">.</span><span class="n">day</span> <span class="o">==</span> <span class="s2">&quot;Fri&quot;</span><span class="p">)]</span><span class="o">.</span><span class="n">total_bill</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[68]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>count    15.000000
mean     16.813333
std       9.086388
min       5.750000
25%      11.690000
50%      13.420000
75%      18.665000
max      40.170000
Name: total_bill, dtype: float64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[82]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Violin Plots</span>
<span class="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[82]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a24c12828&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[86]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Line plot aka point plot</span>
<span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="n">tips</span><span class="o">.</span><span class="n">time</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[86]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1a25559d68&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[91]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># LM PLot</span>
<span class="n">sns</span><span class="o">.</span><span class="n">lmplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;tip&quot;</span><span class="p">,</span> <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;day&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[91]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a256a2390&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZoAAAFgCAYAAACCD78cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXl4XOV59/95zpkzm3bZ8iZ5wRsGs9pmx8aBQNhC2EJCSIIDTdKmTdP1bS9+v9JeaV/evm1/TZM0SUkLMdkghNUQHCAEY2ODwWYxGIxtvErWMtKMZl/O8vz+OCNrl0bLaCT7+VxXLqNZnvNIis537ue+7+8tpJQoFAqFQlEstFJvQKFQKBQnNkpoFAqFQlFUlNAoFAqFoqgooVEoFApFUVFCo1AoFIqiooRGoVAoFEVFCY1CoVAoiooSGoVCoVAUFSU0CoVCoSgqnlJvoBCuvvpq+dvf/rbU21AoFIrRIEq9gVIzJSKa9vb2Um9BoVAoFKNkSgiNQqFQKKYuSmgUCoVCUVSU0CgUCoWiqCihUSgUCkVRUUKjUCgUiqKihEahUCgURUUJjUKhUCiKihIahUKhUBQVJTQKhUKhKCpKaBQKhUJRVJTQKBQKhaKoFM1UUwjxIHA90CalPCP/WC3wK2ABcAi4TUoZKdYeFArF1GVL4xbW715PU6KJ+vJ61i1fx+qG1aXelmIUFDOiWQ9c3eexvwVeklIuAV7Kf61QKBS92NK4hfu230coHaLSW0koHeK+7fexpXFLqbemGAVFExop5WYg3OfhzwAP5f/7IeDGYl1foVBMXdbvXo+hGwQ8AYQQBDwBDN1g/e71pd6aYhRMdI5mppSyGSD/74zBXiiE+JoQYocQYkcoFJqwDSoUitLTlGjCr/t7PebX/TQlmkq0I8VYmLTFAFLKH0spV0kpV9XV1ZV6OwqFYgKpL68nY2d6PZaxM9SX15doR4qxMNFC0yqEmA2Q/7dtgq+vUCimAOuWr8O0TdJWGiklaSuNaZusW76u1FtTjIKJFpoNwJ35/74TeHqCr69QKKYAqxtWc88F91AXqCOWi1EXqOOeC+5RVWdTFCGlLM7CQjwMrAWmA63A3wNPAY8C84AjwGellH0LBvqxatUquWPHjqLsU6FQKIqMKPUGSk3R+miklLcP8tQVxbqmQqFQKCYfk7YYQKFQKBQnBkpoFAqFQlFUlNAoFAqFoqgooVEoFApFUVFCo1AoFIqiooRGoVAoFEVFCY1CoVAoiooSGoVCoVAUFSU0CoVCoSgqSmgUCoVCUVSU0CgUCkUBFMsX8mRACY1CoVAMgZSSUCqEJa1Sb2XKooRGoVAoBsGRDq2pVpJmstRbmdIUzb1ZoVAopjK2Y9OWaiNrZ0u9lSmPEhqFQqHog+VYtKZaMW2z1Fs5IVBCo1AoFD0wbZOWVAu2Y5d6KycMSmgUCsWEsaVxC+t3r6cp0UR9eT3rlq+bVOOZs3aWtmQbtlQiM56oYgCFQjEhbGncwn3b7yOUDlHprSSUDnHf9vvY0ril1FsDIG2laU22KpEpAkpoFArFhLB+93oM3SDgCSCEIOAJYOgG63evL/XWSJkp2lJtONIp9VZOSJTQKBSKCaEp0YRf9/d6zK/7aUo0lWhHLolcgrZUm2rILCJKaBQKxYRQX15Pxs70eixjZ6gvry/RjiCajdKebi/Z9U8WlNAoFIoJYd3ydZi2SdpKI6UkbaUxbZN1y9eVZD+RTIRIJlKSa59sKKFRKBQTwuqG1dxzwT3UBeqI5WLUBeq454J7SlJ11p5uJ5qNTvh1T1ZUebNCoZgwVjesLmk5s5SSUDpEykyVbA8nI0poFArFSYEjHdpSbWSszPAvVowrSmgUCsUJj/ItKy1KaBQKxQmN8i0rPaoYQKFQTHlC8Sym3b/Z0rRNmpPNSmRKjBIahUIxZZFS0hbLEM/0F5KsnaUlqcwxJwPq6EyhUExJHEfSGs+QzvUXkrSVJpQKKUuZSYISGoVCMeWwHUlLLEPW7C8ySTNJe7pdWcpMIpTQKBSKKYVlOzRHMwPmZOK5OB3pjhLsSjEUSmgUCsWUIWc5tEQzWE5/kYlmoyRM1e0/GVFCo1AopgQZ06Y1lsF2+h+JRbMRHI+JR1P1TZMR9VtRKBSTnnTOpiXaX2SklESyHSTMeIl2pigEFdEoFIpJTSJrEYpn+yX3pZSEsyFlKTMFUEKjUCgmLbGMSXu8v22MIx06MiFyylJmSqCERqFQTEo6UznCyVy/x23HoiMbUt3+UwglNAqFYtLRkcgSTfcXEsux6Mi0YTlWCXalGC1KaBQKxaRBSkkokSWR6S8kpp2jIxsau6WMlQU7C77Ksa2jKBglNAqFYlIgpaQ1liWV6y8yWTtDOBPCGWu3fy4BqTD4Ksa2jmJElKS8WQjx50KI3UKI94UQDwsh/KXYh0KhmBw4jqQ5mhlQZDJWmo4xi4x0BSbZAcqaZsKZcKERQtQDfwqsklKeAejA5yd6HwqFYnJgO5Jj0TSZAXzLUmaScHaMvmXSgUQbZFWvTako1dGZBwgIIUwgCBwr0T4UCkUJGcq3LGHGiWYjY7uAnYNkCGxVPFBKJjyikVI2Af8GHAGagaiU8oW+rxNCfE0IsUMIsSMUCk30NhUKRZHJWQ7HOgcWmVguOnaRySUh3qJEZhJQiqOzGuAzwCnAHKBMCPHFvq+TUv5YSrlKSrmqrq5uorepUCiKSNayaY6mBzTH7MyGiefGaI6Z7oRku8rHTBJKUQzwSeCglDIkpTSBJ4CLS7APhUJRAjKmTXPnwL5l4Uw7STMx+sW78jEZ5eI8mShFjuYIcKEQIgikgSuAHSXYh0KhmGBSOYvWWH/fMkc6hDPtZO0x+JbZJqTb1VHZJGTChUZKuV0I8RjwFmABbwM/nuh9KBSKiSWZtWgbwBzTljbhTIic3d9uplCEmYZ4AsRYd6koBiWpOpNS/j3w96W4tkKhmHgGM8e0HYv2TAjLGb1vmZaLomWjYPhRSjM5Uc4ACoWiqERTJh3J/iJjOiYdmbYxWMo46OkOhJUe2wYVRUcJjUJxgrGlcQvrd6+nKdFEfXk965avY3XD6pLsJZzM0ZnqfySWs7P5bv/+VWcF4Zh40u0whkhoJKStNG+2vMnFc1Td0mhQEzYVihOILY1buG/7fYTSISq9lYTSIe7bfh9bGrdM+F5C8eyAIuNayrSNWmSElcaTbJ0wkdkT3sO3Xv4W3/r9tzgQPYCUcmxOBSchSmgUihOI9bvXY+gGAU8AIQQBTwBDN1i/e/2E7UFKSVssQzzTXwhSlmspM1rfMi0XRU+HgFFGQiPAcix+/sHP+ZvNf0Nzshlb2nzY8SEAQqhc0EhQR2cKxQlEU6KJSm9v+3u/7qcp0TQh1x/KgXlsljIOejqMsFJj22CBHI0f5d93/jv7O/cDsKByAf+85p9ZPm35iNZxcjk0r7cYW5xSKKFRKE4g6svrCaVDBDyB449l7Az15fVFv7bjSFpimQHNMWO5TuK52CgXtvL5mNGXPxd8Kenw7IFneWj3Q+ScHALBzUtu5o5ld7CgekHB60jHwQ6HcZJJvPPnF2/DUwQlNArFCcS65eu4b/t9gBvJZOwMpm2ybvm6ol7XdiTN0TQ5a2BLmdF2+wsrg57pADnGYWcF0J5u5z/e+g/eDb0LwIzADP585Z9zxvQzRrSOnUhihzuQto3QVHYClNAoFCcUqxtWcw/3TGjV2WAOzFJKwtl2MqMsP9ZyMbc/huIn3l9pfIUfvfsjkmYSgCvmXcHXzvwaQSNY8Boyl8MKh3HSqty6L0poFIoTjNUNqyesnDlnObREM/3MMR3p0JEJkbP7988Mj8znY5Ljs8khiOfi/Ne7/8Xmps0AVHor+ZNz/oSL5lxU8BpSSuzOTpxoVFWjDYISGoVCMSoypk1rrL85pu1YdGRDmPYoyo+lhZ7qQDgjE6hoRvJhyOLyRUbB73m77W2++9Z36ch0AHDezPP45rnfpMZfU/AaTjqN1RFGmsXPH01llNAoFIoRk865ItO3TNlyLDoybVjOyI0thZ1BT488H/Nei+SH2xziuSwzyzWWz9SHfH3GzvHQhz/j2SMvAm4u6w/O/AOumn9VwWXL0raxw2HsxBicpk8ilNAoFIoRMZg5pmnnaB9lI6YwE+iZCCPJx1iO5LFdkg0fSCQQ9EJneuj374sf5t/3/JTGVCsAp9Wexp+v/HNml80u+Lp2PI4dDiMHmKWjGBglNAqFomAGM8fM2hnCmdAoGjEleiaCGGFVWigh+f5Wh33uqReLpsHfXxVgXtXA0YwtbX595AUeObwRWzroQucLy77ALUtvQRdDR0DHd5rLYYZDONnR5J1ObpTQKBSKgogkc0QGsJRJWyki2Y6RJ8JHmY/ZfkTy4+0OqXwK6PrTBJ87SzC7cuBS4qZUK9/Z8zM+ih8CYG5wFn959jdYNPPcwrbpOBCNYToWngJFSdEbJTQKhWJYQvHsgJYySTNBZzY84vWEnUVPt48oH5OzJD99S/LSflfQKv3wjQs1zp4zcF5FSsnG5ld58OMnyeabPW+o/wR3LrwBb3BaQdeUqTQy0gm2DWVlBe9V0RslNAqFYlCklITiWRLZ/sn9eC5KLDfykcnCTKJnwowkH3O0U/K9rQ6N+cudOQu+cZFGdWBgkQlno3xv7y/YGf4AgOm+Gv7s1C9yds2pBV1PWjZEOpGqJ2ZcUEKjUCgGxHEkrfEM6Vz/qCOajZAw4yNcUaJlOtFG8D4pJb//WPLQTolpgy7gtrMF158m0AapENsaepsf7H2EeL4PZ+2M8/j6ks9S7hm++VJKCfEEMhqH0Y4wUPRDCY1CoejHuFvKSNsdUmZnCn5LMif57zck24+4kU9dGXzzEo0l0wcWmKSV5oGPH+Pl1jcAKPcE+caSz7N6xorCtpjNIcMRMCdm/MDJhBIahULRC9N2u/3HzVLGyeVNMQvvrdkbknx/m0N73hzggnmCr54vKPMOLDJ74vv52QePEsq7Q6+oOY0/PfUOpvmqh72WdByIRJHJ4jsRnKwooVEoFMcZylImnGknO4KIBECYKdcUs8B8jCPdvphf75I4Erw6fHml4PJFYsBmStMxefLYRn4Xcge7eTWDuxbexLVzVhfUfCmTKTfZr3piiooSGoVCAQxhKSNtwpkQOXtkNitathNtBKMBOtOSH7zm8H6L+/XcKvjTSzUaqgYWjCOpJh48/DDHMm7z5eKKefzlsjtpCM4c9lrStCAWQqqemAlBCY1CoRjUUmZUvmWjyMe8e0zyw9cdYvm3fHKx4EsrBF5Pf5FxpMPzrZvY0PICtrTR0Lhu1hV8efF1+PWhb2nScSCWRFpJ8FUO+VrF+KGERqE4yUlkLUIDWMqMyrdsmHzMe9EPeaH1FdpzYaZ7a7mi7jJ2HzqVZz90r11mwFcv0Lhg3sBRTCjbwYOHH+Hj5CEAZvrquHv+7Swom4tHG7qZUibTyFgCbAd85YV/T4oxo4RGoSgRm/a0cf/mAxyNpJhbE+TraxaydtmMCd3DYJYyOTtLRyY0It8yYabz+ZiB3/Ne9EMePvokujAI6kFCCY3v7C4nl/cnWzLdrSqrK+svMlJKXu14g0ebNhxvvvzE9Eu4uf5afNrQo5JlznTLlbOqmqxUKKFRKErApj1t3LthN4YuqA4YtMUz3LthN9+GCRObzlSOcLJ/3iVjpQln20dkKaNlo2jDNG++0PoKujDw6V6i4SUcO7IWx/EBkhuXa9xypsCj9ReZmBnnp0ceY1fMbb6sNiq5c95tLK8cuvnSPSZLIBOq6bLUKKFRKErA/ZsPYOiCoNf9Ewx6PaRyFvdvPjAhQtORyBJNj4eljOP6ldnD38zbc2H8VNJ0+DI6O04HwONJMm3uM3zu7DsGfM/bne/z86OPHW++XFV9NnfMvZmyYZovZTKNjCZUNdkkQQmNQlECjkZSVAd6D+kKGDqNkVRRryulJJTIksj0z6HEclHiI7GUccx8PqawI6mgtZh9H6/FzLo+Y+WVh5jesJHpwf63obSd4dHGDWwNv+m+Vw/whYabOL92aCNMdUw2OVFCo1CUgLk1QdrimeMRDUDatGmoKXxG/UiRUtIay5LK9ReZkXb7CyvtDikbJB/T97ov7pN8tOcmbEcDYTNz9muUT38DB5OrZt7U6/X7Egd48PAjdOTc5stl5YtZN/9z1HqHaL50HGRnDJkcWZ+PYmJQQqOYksQ3byb8wIOYjY0YDQ3U3n0XFWvWjHndLY1bWL97PU2JJurL61m3fB2rG1aPw4578/U1C7l3w25SOYuAoZM2bUxb8vU1C8f9WuD6lrXEMmTM3r5lo+n213JRtGxhkU8i61r6v9kIoFETzDFr/m9IG3up8dZy1czLOLPqNABMx2JD8/O80PYKEolHeLh5zrVcXncJmhh4BAAAqTRaLAkBAwqckKmYWMSIZ0iUgFWrVskdO3aUehuKSUJ882Zav/2PCK8X4fcjMxlkLsfMe/9uTGKzpXEL922/D0M38Ot+MnYG0za554J7iiI2XVVnjZEUDUWsOhvMt2zk3f6O2x9ToCjtaZP85zaHjvxp4MXzBXefLwga/cWgMd3Mg4cepjHTDMC8QD13zb+dOYEhmi9zJiKWQOTcY7LaMh96oULjKwf/yPpoZpbNxCNG9tlcaBre+fNPevVTEY1iyhF+4EGE14sWCAAgAgGc/ONjEZr1u9dj6AYBj7tu17/rd68vitCsXTaj6In/wXzLRtzt7+TwpDsKysc4juSpDySPvSeREnw63LlKsHZhfxsZRzr8rm0zTzX/FkvaCATXzLyc62d9Eo82yO3JcRCxJCKlqsmmCkpoFFMOs7ERraqq12PC78dsbBzTuk2JJiq9vT/l+nU/TYmmMa1bKrKWTWs028+3zHYs2jMhrAKT+MJMoGciFOJXFk5JfrDN4YM29+t51fCnl2jUD2Aj05GL8JPDj7A3cQCAOu807lrweRaVLRj8Al3HZKqabEqhhEYx5TAaGrBCIUQ+ogGQmQxGQ8OY1q0vryeUDh2PZAAydob68voxrVsKBvMtMx2TjkwbtlPIZEsHPR1BWIW5Gr/VJPmv1x26+j+vWiq441yBV+8tMlJKXgvv5JHGp8jkxzivmXYht9Zfj1/3Dbx4n2OyseBJtVG7+0FiS24kU3fGmNdTDI8SGsWUo/buu2j99j/iQK8cTe3dd41p3XXL13Hf9vsAeuVo1i1fN/ZNTyCpnEVrrL+ljGnnaM+0FdbtP4KjMtOWPPKO5LmP8jYyXvj6BRrnze0fxcStJD8/8hhvR98HoNJTzpfn3cZZ+YKA/vsYv2MyLRen5uCzVDa+gpA2nmyYY2v/P1VAMAEooVFMOSrWrIF7/27cq85WN6zmHu6ZkKqzYjGYb1nWzhDOhPqZZg7ESI7KmmOS7291OOhWInNqHXzzYo1pA9jI7Ip+yE+PPErMcsuoz606gy/Ou5UKT9nA+0imEfHCjsl8Hh3BwIIh7CxVh1+k+vDzaPnCBzMwndjC6/PfoxKaYqOqzhSKE4Ro2qQj0d+3LG2liGQ7CrCUGdlR2ZaDDg++KclYblBw03LBzWcI9D42Mhk7y2NNz7K543UA/JqPzzfcyEW1KweeGZMzEdE4whzezFPXNMp8Oj59AENNx6bi2FZqDmzAk29EtT1BOk+5jtii65Fl0wv6PrtQVWejR0U0CsUJQCSZI5LqX0GWMpN05sLDi8wIjsoypuQnOySbD7pr1gbgjy/WOH1m//vpgeRhHjz8CG3ZdgCWlC/kK/M+x3Rf7QB7cNw8TKqQcmtB0KsT9Hr6xyNSEgy9Q+3+J/Cm3OE2juYhNvcKOhdcg2OUgT60EadifFFCo1BMcdoTWWID+JYlzBjRbOew7xdmEj0TppCjsoNh96isOe5+vWIOfP1CjUp/79u9JW1+0/wiz7X+Pt98qXPj7Kv55Iw1AzZfusdkCXCG34Ph0Sn3egY04PR17mfavsfxR/cDIBEkZl9EeNEN2P5pw66tKA5KaBSKKYqUklA8SyI7kG9ZJ/Fhp1tK9EwEUYD1jJSS5/dKfvG2xHLAo8Ed5wo+tbR/b8yxdCsPHn6YI2m3LLwhMJu75t9OQ2B2/4VzOUQ0UdAxmSY0yn06Pk//YzIj2ULt/icoC719/LHUtDPpWHIzZvnYqhEVY0cJjUIxBRmzb5m0XNdlZ/hRxvGsW7b8Vr6daFaF2xtzSm3/5suXQ9t44thvMKWFQHDVjMu4YfanMPo2X9o2Ip4s+JgsYLjHZH2DGD3bSc2BZ6g49ioiX02XqVxAePEtZGqXFbB2cZkKOfCJoCRCI4SoBv4HOAM3Xr9LSvlaKfaiUEw1bEfSOohvWSTbQdoa2gFa2Fn0dDvI4XtpPmh1GzDD+eri1acIvrJKEOhjIxPJdbL+yKN8GN8HwDRvDXfN/zxLyvt4t0npHpMlkoUdk+k65T4dj9b7uE1YGaoPP0/V4RfQ8oPQzEAd4UU3kZy5EobyRpsAnGSS+MsvE39uI4s2PlfSvUwGShXRfBf4rZTyViGEFyieZa1CUSKKYfxp2Q4tsUw/3zLXHDNExho6Qii0dNl2JE++L3lid95GxgN3nydYfUr/G/gb4bf5ZeOTpPIzaS6pPY/bGm4goPt7v3BEx2SCMp+O39PnFuVYVDZtoebAM+immyiyjXIip1xPrOEyGMy2ZgKQUpLdu4/4xudIbHoFmR0+WjxZmPDfihCiElgDrAOQUuaAAg2XFIqpQU/jT62qCisUovXb/whjMP4cm29Z4aXLHUnXDHNPyP16QY17VDa7sncUk7RS/OLoE+zofBeAck8ZX5p7K+dW9+m2t223mixd2I3X7/FQ5utzTCYlZW07qd3/JEba9bdxNC/ReZ+kc8HVyB5uDhONk0qR2LSJ2HMbyX388fHHhc9H+drLSravyUQp5H8hEAJ+IoQ4G9gJfEtKWVjxvkIxgYx2bMB4G39mLZuWaH9LGdux6MiGMO0hypJHULq8o1Fy/+sOibxmXXOq4PZzBEYfG5ndsY946MijdJpuwcFZlafz5Xm3UmlUdL9oFMdkZT4do88xmT/yEbX7HscfO+guiyBefymRhTdg+4aYUVNksvv2EXtuI4lNm5CZ7kjSu2ABFddeQ8Xll6NXVAyxwslDKYTGA6wAviml3C6E+C7wt8Df9XyREOJrwNcA5s2bN+GbVExduuz3j0ZSzB2D/X7PsQGV3kpC6RD3bb+Pexh+bMB4Gn9mTFdk+nb1W45FR6YNyxn8KErLxfKzY4a+0edsyS/fdivLAMp98EcXaqyo7y0wWSfHE03P8XL7VgB8mpfb6m/g0mnn964+y+bQogmwhj8mE7jHZAGj9+3ISDRRu/9xytrfO/5Ysu4cwotvxiwboIJtAnDSaRKbXiG28Tly+/Yff1z4fJStWU3lNdfiW3bqwI2oJzGlEJpGoFFKuT3/9WO4QtMLKeWPgR+D6wwwcdtTTGU27Wnj3g27MXRBdcCgLZ7h3g27+TaMWGzGMjZgvIw/h/It68iGBjfHlDZ6Ooywh/cIOxaTfO9Vh8P5lpvTZ7gNmLXB3jfLQ8mjPHD4YVqz7pnaorL5fGX+55nh69FhP+JjMp0yn9HrmEzPhKn9eAPlzdsQeYHMVC2iY8mtZKsXF7TueOMcPEJ40+MkX34Fme7+mRrz5lF57TWUq+hlSCZcaKSULUKIo0KIU6WUHwFXAB9M9D4UJyb3bz6AoYvjI5KDXg+pnMX9mw+MWGjGMjZgPIw/4xmT9kRu5L5lTg5Puh2GiHTATV5vPij5yZuSrO3ayNx6huDG5QKtx53fljYbW37Psy2/w8FBQ+OG2Vdx9cxPdDdfjvCYTNc0KvyeXsdkmpmi+tBGKo++hJY/5ssFZxFefBOpunMn3PxSZrM423Zgv/gKct9Bug4ehWHko5dr8J1+uopeCqBUJRrfBH6Rrzg7AHylRPtQnGAcjaSoDhi9HgsYOo2RoUt+B2IsYwPGavwZTZl0JPtHBRkrTTjbPmh/hjBT+S7/oY0o06bkgTclWw/lbWSCrhnmshm9b5qtmRAPHH6YQ6mjAMz2z+Tu+bczL9jjZzCKYzK/0cM6xjGpOvoy1YeeQzfdVK3lrSKy8NPE51wK2gA+ZkXEOdyI/eJmnC2vQw/XaM/cBqquuZbyKy5HrxzZdM6TnZIIjZTyHWBVKa6tOLGZWxOkLZ45HtEApE2bhpqRV9CPdWxAxZo1o0r8h5M5OgfyLbOSdGYH8y2TaJlOtHzJ71AcCEu+/6pDS76nc1WDa+tf7usWGSklr7S/xq+bnsWU7mf5K+pWc/OcazC0vJCP8JjM59Ep93nQuiIA6VDe8gY1Hz+FkekAwNF9dM6/muj8K5GDzaYpAjKbw3ltB/aLm5F7uyvH8HjQLlyBfuVlzFp1aff3rhgRyhlAMWUZqE/l62uWce+G3aRyFgFDJ23amLbk62sWDr9gH0oxNiAUzxLPDORbFieajQz8Jsd08zHDdPk7UrJxj+ThdyW2A4YGX1whuHJJbxuZTjPGQ4cfZXf8IwBqjGq+Mv9zLKvI50ekRCRTiESq4GOyvg7LgY4PqN3/OL74EXdJoROrX0Nk4fU43omLFpyjTTgvbsbe/Doku6NeMXsm2pVr0C+7CFHp5l7UEdnoUWMCFFOSnn0qPXMgM+/9O3bOWMb9mw/QGEnRMIaqs4lkaN+yKPG8zX1fNDOOlulkuKqyaMa1kXnnmPv1nEq3N2Z+Te+b547Iu/zi6BMkbfeme0HNCm5vuJFg1/FhJosWS4BVyITO/g7L3tgRavc/TjDcnZZNzFhJePFNWMGZBaw5dqRp4rx7APvlN5AfdVeOoetoF6xAv3INYnn/yjE1JmD0qIhGMSUZqk9l7UPriy4s49n17ziS1niGdK7/zXtQ3zJpuQ2YBVSVvd8i+cFrDp35l65dKLhzlcDv6b7/paw0Dzc+xfbIWwCU6UHumHszq2rOdl9gWW5Xf7aw3mpv/phMz9+sPel2aj5+ioqW7cdfk65eSnjJrWSrTilozbHiNIdwNu/E3vYOJHv83GbWoV+5Bn3txYgqlXspBkpoFFOS8exTGSnj2fVvO5JaixuYAAAgAElEQVSWWIbsAL5lnbkwKbN/H7Mw0+jZ8LBeZbYjeew9ydO7JRIIeODu8wWXLOjdELknvp+fHP4VEdOtb15esZQ7599GtVHlzoiJJxHJwkYp93VY1nIJqg89R9XRlxHSjdZyZXMIL76Z1PSzil5JJk0L560PsV/Zgdx7qPsJXUM7/1z0T65BnLEMoZXWG+1ERwmNYkoyXn0qo2G8uv4t26F5AEuZwX3LCrf1DyUl/7nVYa87b4yFte5R2cyK7hu76Zg8eWwjvwttAcAQBp+tv57Lpl+EYGSjlEEQ8OoEDdc6Rtg5Ko++RPWhjeiWK1KWr5rIws8Qn3Nx0U0vnZb27ugl0aPicHoN+poV6JevRswcvnpQMT4ooVFMScajT2W0jEc0lbMcWmMj8C0bgY3MG0clP37dIZl/6XXLBJ8/W+DpYSNzJNXEg4cf5limFYAFwbncNf/zzPLPGFG5MvQZRCYdyo+9Ru3HT+PJFy/YngCdC64hNvfyolaSScvCeWsP9uYdyD0Hu5/QNLRzTkW/bBXitIVu9OIrL9o+FP1RQqOYkoy1T2UsjDWaGsy3zLWUCWH1EZNCHZdzluRnb0t+t899XYUPvnGRxjlzugXGkQ7Pt25iQ8sL2NJGQ+O6WVdwzawr8DggItGCy5V7HZNJSaB9F9P2PYE36Ta0SuEhOnctnQuuw/EW78YuWzuwt+zE3voOxHscNU6rRl+9Av3SFYhq1bVfSpTQKKYso+1TGStjiabSOZvWWH/fsoEtZQp3XG6MSr631eFo3kbmjJnwjYs1agLdIhPKdvDg4Uf4OHkIgJm+Ou6efzsLgg0jKlfuO4jMFz1I7b7HCHTuPf6K+KwLiCy6ESswfYh1Ro+0bJx39ri5lw8P9NiaQDv7VPS1qxCnLxq33Itf96MzsY2jJxJKaBSKETLaaCqZtWiL9/ctG9BSpsCjMiklL38seWinJGeDJuCzZwluOK3bRkZKyasdb/Bo0way+SFhn5h+CTfXX4svJ9FC4QLLlXsfk3lSbdTuf4Lytp3Hn0/Vnk548S3kKotjhCtDETd6efVtiPXIVdVWdUcvNeNTOaajE/AGKDPKRlzWrOiN+ukpFKNgpNFUPGMSivc/khqo27/Qo7JUTvI/b0heO+K+bnqZayOztK47iomZcX565DF2xdy+lWqjkjvn3cby4CJEpPBy5Z7HZFouRs2BZ6ls2ozIV75ly+cSXnIr6WmnF7TeSJCWjbNrrxu9fPAxdP2shEA7aynampVoZy4Zt+jF0AzKjDLKPGVw0nfAjA9KaBSKIjOYb1nSTNCZDfd4xHE7/IcZxQywv13y/a0ObflTtfPnwlcv0Cj3dt8Z3+58n58ffYx4/uhtVfXZ3NFwE+VpiQhFum/YQ9J9TKbbGaoOPEf14efRbPf7Mf3TiCy6kcSs88e9kkx2dGJvzkcv0R7WOjWV6Jeei756JaK2avAFBkLXwRMEb29LIoEg4HGjF6/uHYfdTzxCiH8AElLKfyv1XvqihEahKCKD+ZbFc1FiPbv9Czwqc6Tk2Q8lj74rsSUYOnx5heCKxd02Mmk7w6ONG9gafhOAgO7nCw03cX7gdPRIcuTHZNhUNG2i5sCzePJ7to0yOhdcR3TuWhhH/y9p2zi79uG8sgNn9/7e0csZi9EuW+VGL/oI8iWaBp4AGH7w9K5604VOmVFG0AiiC5WDKRZKaBSKIjGYb1k0GyHRw/yy+ZkXqHz6N1REo8SrKklf/wlmXbGy3/s605Ifve6wq9n9ur4KvnWJxtzq7ihmX+IADx5+hI6cW1q8rHwx6+pvZVpGR0RiBe37+DGZrhEMvU3t/ifxploAcDSD6LxPEp1/NY4xcqPSwZAdndivvuVGLz33WVWBvjofvUwb4TRNjxeMMvD66XsG5tN9lBllBPTAlD4eE0L8P8CXgaO4k4t3CiG+ijs00gvsB74E6MAuYKmU0hRCVOa/XiKlHL5mfowooZkCjKfdycnKaEcy96WQ38VgvmVSSiLZDtLHj8YcWp95njk/+xW2ppPx+QgkkpT/8mlaoJfY7GqW/PA1h2i+h/PyRYIvrxT48jYypmPxTPMLPN+2CYnEEB5unn0Nl/vPRY9mhnURcOk+JgtE9zNt32P4o66TsUSQmH0x4UU3YPtrR/xzGwjpOG70snkHznv7ekUv4vRF6JetQjtrKcIzgkhDCDDyR2N670hLIAgYAcqN8hPChVkIsRL4PHAu7r38LWAn8ISU8r/zr/kn4G4p5feFEJuA64Cn8u97fCJEBpSp5qRnKPNIJTaF0XMkc0+7/3suGH4kc08K+V1IKWmNZUnl+otMRyZE1s4rRf6oLPqt/0MgkcQyum98HtMkXV5G1Xf+CsuR/HqXZMMH7t9p0HBzMRfO6/4Y3pRu4YHDv6Qx7YY68wL13DXzZhpyQbAL6ervPiYLpFuo3f8EZaF3jj+XmnYmHUtuwSxgDk8hyEjMjV62vAXhHseHleX53MsKRN0IxEwI0H1gBAaMXjzC4yb3jbIJd2AupqmmEOLPgFop5b35r/8dOAa8CfwTUA2UA89LKf9QCHEJ8L+klJ8RQrwGfFVK+X4x9tYXFdFMcsbL7uRkZiwjmXsSfuBBHMtERiLIXM4VnIry47+LwcwxHenQkQmRyyfQhZnMDyeTVERjZHy98waWx0NFNEZbwk3473dHtbB4GnzzEo0Z5eL4ur9r28JTzRuxpI1AcO20NXzadwGetGS44WfQfUwWtOPUfLSBiqZXu8cnVy4gvPhWMrWnFvwzGgzpODjv73ejl3f39ipEEKcvQl+zEu2cZSOLXjxeV1yM4ICeaX7dT5lRht/jH/P+JzEDRQrrgRullO8KIdYBawGklFuFEAuEEJcB+kSJDCihmfSU0jzyRGEsI5l7kt2/Hzsadctodd21m2/vIGtag5pj2tKmI9OGaZsMNJwsXlXZP6KxLDYtWMnPNzqk8wcbN5wu+OxZwrV5ATpyEX5y+BH2JtxmxTqjlrurr2OxNgvswqvJyjST2kO/oerI79DyPTZmoI7w4ptIzlg1ZtNL2RnDfvVtN3rp6Ox+oqIM/ZJz0desRMwYQfTiMcDjd3MvA5Qz6+gEvUGCRvBk6H3ZDKwXQvwz7r3808D9QAXQLIQwgDuAnv9H/ynwMPCPE7nRE/43MdUppXlkKRgsBzLaPNWWxi3EcjFaki34dB/TA9Mp95aTsTMEtTpu//HrHI2kmFvA3Bpp5u/6XTc4TQPHQeZybNj7Er/e9zNa083MDMzmpoVf5Jzp5/HS3n1s2HWUjkSKxcEMVy6t4tTZ3XYo6es/QfkvnwYTdMfByOZ48PTreX7BhWBCld+1kTlrdnfz5evhnTzc+DQZxz2GW1N+LrcF1uDXCivLPdqRZufBEGdl3+TT+nbKcU0vbaOCyMLreVM7h5c/6iTy1h5qynysXTKdZbMLb4KUjoP84AD2Kztw3v2otyln0O/+3OZMR5w6vzCR6SpJNgKgD3zLOh696P4pndwfCVLKt4QQvwLeAQ4DW/JP/R2wPf/Ye7jC08UvcI/VHp7AraoczWTnZMrRDPa9Vt50E7Ennxzxz6ArN2M6JuFMGIkECdMC07BsjUzLDZTZZ/SaxPntG5YPKjYfXXwJTjzufsoXwj3+kRIz6OMv/rIWj2bg0/xknQymneP86tv4/btl+ITNTE8MxzSxJNx0zpxeYtPy0k5qHttIwjT4v+d9iaMV7gCwcyMH+Mb5DuXnuUdXcSvJz488xttR98SjUi9jXcWnOMu3qKCfryY0miJJ2na/wk3aq9QJNz+SlR6OzPgEnuWf5sOQyVPvHsOjCQxdYNoSy5HcePacYcVGRuPYW9/G3vwWtPeYBloeRCydjzzYBD4DvAbkTLAcPHdci37m0v6LCZE/Fgv0K0nuYiqUJk+2wWdCiFuBz0gpvzSR11URzSSnlOaRE81g+ajIQw/hmT59xHmqrtxMpa8Sr+alI9NBzs6RslLUJr6Cbi8h6HX/BIJeD6mcxf2bDwwqNP4lS8geOoRMJHByOYRhIMvKaaxM49EM/Lq7P6/mw3JMXmh8mipxCzM8CYSU4NHActi0N9RLaGZevoJXd0X5n7qLyWkGurT5css2bmx8DdFeSfK8U9kV/ZCfHnmUmOXarqzwL+VLFVdSoRVWYuw3PExP7GfWR79gru6WKtsIXucsnpEX4URr+ENPgE37mvFoAq/Hjdq8HuHueV/7gEIjHQe556Abvbyzp1fxgVi6AP2ylWgrTsf87s9ckfHloy6fF8hhP7+1t9B4DDfnMkjeRSDwe/wEPcGpkXuZROOfhRDfB64Brp3oayuhmQKUyjxyohksH+Ukk4g+R4WF5Kl65mYqfBVU+CqQUhLLxegML6I60PtTcMDQaYwM3pXfZaYpZs5E+nyYqTSYJs9d5ODT3JueIx1saWFoPkzamaHHET0ODQyPRqRHA2ciJ/mf7Q7bZ14GwMxslL8+spFT0y3gNciGO/j5kcfZ3PE6AH7h5QsVV3CRf3lBFVSGrlNrtjDjgycIdnTnft9lKb8Rq2kT05BCks47F0SSWYJevc8ags4+zgYynnRzL5t3QqiHu0FZAP3ic1xbmNl13a8PdUJZH2HwGu7jmpYXl0C/kuQuPJpBmcfNvWhFnmUzVjSvFxEIoAUCCP/kEUMp5TdLdW0lNIpJw2D5KK2sDJnJjDhPVV9eTygdOl5lBpCxM9SX15OqCdIWzxyPaADSpk1DzeARQld0GfrvB8g1NiJmzUH/wpcI8wuy2Y58JGMBEtNKUiYrMC3neHQAYFoONUH3U/3ekOT72xza8zYyqzs+5I+bX6Ysn5TfW5niR59O05oXmaXGXO6uuoZp+vC2KwJBlYwy58CzlDe/fryS7KBo4HF7NY2eud17siXVZe7xVE2Zj0TGdCOZPs9LKbujl7f3gN1d+CCWzENfswpt1ekIo79YiLpqZGe8O6JxF0bMqIOKmQyUWOnqeynzTG5bGKHrCL8fLRhE8/sRHnVb7Yv6iSgmDYPZ79fceSexJ58csS3/uuXruG/7fQC9+mfWLV+HPX8h927YTSpn9crRfH3NwqE3ef5FcNoKemYNbmoT/Oj9f8F0TLyaF9NKYTsmV874JO92AJaD4dEwLQdLwpoldTy12+HXuySOBK8Od81o4bptT4GhY/k8PHFajKfPyCA18KBzU/mlXBk8D62AKKaMLPXNL1J19CU0Jz8+OTiL8OJb+NA6hb27mvFYTq8czNolrp3/2iXTeerdY+6e88970hluiDZi/r/PIls7ui8U9HdHL3MGL6IA0D91CdYvngNy4PODaYIt0W+8hr4iY2gGQaOMMk9wwvteCkEIgfD53IglEEDzFW+Y24mCKgZQTCqKUXU2mCPApj1t3L/5AI2RFA0FVJ1F0yYdif7mmAkzxrbml3nxyFN0pFuZ7q3lqpmXcWbVaXzUHGfT3hCRVI6aoJeV8+t4/uMg77uDLZlb7drI1FcJPG9/QOj3z/NfZ7VwcLqb65jrqePuyutoMOr6XbcvHmzmhrYw7fBG9Lz7gOUJEhFVxHMSgtNg8ZXsceayaV87ncks1QNUle1pjrFpb4iyw42sPHKQhUePIHpGL4vmul37q5YjvAV22Gsa9gdHsDduRra1I2ZMR7/hU+grznSfRsNv+Cdt174wDLRAwI1YAoGROkVPPrWcYJTQKE5oxsu+pzOVI5zsb44Zy3USz8XQcjG0bOcA7+zmnWOSH73mEMtr1ZVLBF88V+D1CBzp8HJoK08cew5TWgjgU8Hz+Uz5JRjD9YNIyZzOt5h1eANGxs2XOLqfzunnEm09iNS8oHnByYFjwZm3wczlAy+VSGFvewdn805kS3v3EwE/2kVnucdjDTOH3k8XQuR7XoJgDPypv8uSPzjJohehaQh/AC3gdyOXAY4DR7LceO1rqqKERnHCMl6l4ZFkrlcCv4vObJikmUDLRHo1YfbFsiWPvCv5zR73b63MgK9dqHH+XPf+E851sv7wr9iT2A/AdK2KK42zOdx5kIjZSY1RzaXTzmNpRZ8yZimZltjL3MNP4Uu4hRFS6MQaLiNyyvU4bz4A2Tj0zG/YOfBVwCV/1mMZidx/xM297PgArG77HLGwwe3aP+8MhK+APMlxO5ggeH0MmXsxyvFOkuhFGIZb8ej3u/kW77jmhEouNEKIacBL+S9nATauCecC4JiUcvwHCfVA5WgUJyzjYd/TkcgSTff2Hew2x0ygpzoQdnrQ97fG3RHLB/KFWUunw59colFXJpBS8kbkHX559AnS+ebLS/1nslIs4MXWTWjCwK8FiFlJnm15kevhuNhUpBqZf+Rpyjr3HL9WYuYqwotuwgrmj/9SYbeDvieaF1Juj4tMprFfexdn8w7ksVD3a/w+tAvPco/H5s4q6OeErufFpXzQkt4uz7FSV44JTUP4fG6eJf/viMYOTEGklB3AOdB7bo0QYgHw7GjXFUJ4pJTWcK8rSGiEECuAS3F9dbZKKd8a7cYUiolirPY97YkssQFEJpwNkckl8KTb3eOoQdh6yOGBNyRpy/1I+5nlglvPFOiaIGml+MXhx9gRew+AChHky5VXca5/CQ8eegRNGMc/7XuFQc6BVzve5EyjmvlNz1IT6o7w0zWnEl58C9mqU3pvIFjbL6KRdhaZqMB+8EmcN98Hs0f0smCOezR2/hkIfwEJ7gKOxqD0nmPC8KL5fccjFTG+0UpRWPC3v7ka+GvgFOAg8K+H/vm63xbpcroQ4r+Bi3Htaj4jpUzn3Z7/Skq5QwgxHdghpVyQ90+7DvADZcDlw11gWKERQtwLfBZ4Iv/QT4QQv5ZS/tNoviOFYqIYrX2PlJJQIksi0/uDWpc5ppmLukPKBrHez1iS9Tskrxxwj8qqA/DHF2mcMcv9pL87/AEPNf6aTtttvjzbu4gvV36KKt2NPiJmJ34t0GvNGim5vvNDzm59vcf45HrCi28hPe2MgaOIxVfCe4+635Nl4Hycxd7vIKNxXNcSwOd1o5c1K9Hmzxny53Ic3ePa8Btlg0YvpfQc0/JHpV3HYFMtWsmLzA+ALBAGZgM/WPC3v/njIonNEuB2KeVXhRCPArcAPx/mPRcBZ0kpw8O8DigsorkdOFdKmQHIG7i9heuXo1BMWgYrlx6qLHowB2Zb2oQzIcxMGD0TYWDTXGh87WP+46Mqmrw1AJxbluAPP1VJpV+QtbM8cehpXo65ky99wuDzFZdzqf/MXonwGqOamJXEKwy80uaqVCvXpZoJSrcSzfLVEF70GRKzLxpyfLKccTqy+grsl7bgHEi7p/J5xLzZ7tHYBWeOIHoJuALjGTwi8Ok+gp4gQU9wwjITwvCiBfwIn9/9d4oJywD8Na7IdHUPp3o8XgyhOSil7JoLsRM3bzMcLxYqMlCY0BzCDZHygzTwAR8XegGFolSM1L7HdiTN0TQ5y+nzuEV7JoSTakMfJOkvpeSl3zfz0+YGTK8Hj2NzZ+MrfKZxO9l5N7N/YYAHjjxCq+X+bS4y5nB35bXM8NT0W+vSaefxXPMLXJzp4LZUCzX58c453Uf8lOuJzb0cOUQDo0xncF7fhb15J/JoS/cTXgPt/DPRL1uFWDCnsCovj5H3HBs8epno0mRhGPloJeAeiZ14DZKn4EYyPUnlHy8GPWv2baArnLaArk8yfc89kyO5QCG/oSywWwjxIu7HuCuBV4UQ3wOQUv7pSC6oUEwkhdr3WLZDczSD2WdQmOmYhNOtyGQLWtfQsj4kspL7tzvsaJ0JGszOdvK/jjzH4nQbliF49oPHeYo4DhIdjc+UX8rVwfMGTohLyflWihuSrVRl3eZIE8HhmavwLLsDp29yvwfOoSa3cuyN9yHbnTsSDTPd6OXCsxCBAvIkBVjCQN4WZgIaK4WudzdHnhyd9wdxj8t6+iEF849PJIeAlcAbwK1jWaiQ39iT+f91sWksF1QoJhs5y6ElmsFyeotMzs7SkWpCS7UhnIELa/a0Sf5zm0NH/pawNvIhf9T0MkEnR3NZjh9ekeDj6e575+jT+IOq65hnDNyHUhY/xPwjT1ER7zE+edYFRBbdiBaYNuAYM5nJ4mzfhf3KTuSR5u4nvAbaeWe40csp9cMLQdfRmBEYMrEvEAQ8AYJGEJ9enI54IUR3jiUYHO9S46nAv+LmaMAVmyDuSdK/TvA+/g14VAjxJeD3Y1lI9dEoTniGatrMmDatsQy20/vvIGOliSSOoKXbGSgf4ziSJ3dLHn9fIiX4PPCHjb/niqM7wND53aIUv1iRJJf/KHdlcBU3l68esPnSl25j7tFnmBbuMT659nTCS24hVzFvwO/JOdLsRi+v7+odvdTP6I5egoEB39uLAo7GoDu5X2aUFcWSv+s4rCtyGWHn/WRnxOHeBFedFZ1BhUYI8aiU8jYhxHsM8JcmpTyr2JvrQgnNJGfvi7Dtu9B5GKrnw8XfgqVXjsvSQ1nIFPLeTb/+Dmsf3Qteg6rKGZTZnuNNm9oFF9MWz9L3byCZixOPHUAMko/pSEl+sM3hwzb36/k18KeXaMzb8x7pXz3O/Wuz7GpwM+/T4oK7nEs4delF/dbx5GI0NP2WGW1bEflEf7ZiXr6SrH//nMxkcd54H3vzDuShY91PGJ7u6GVhQ2HRS9cI5CES++Am98uMMgJ6YFyT+8ejli6X4xM7ail5w2apGUpoZkspm/Plbn/d8yngX6SUt03EBkEJzaRm74uw8a/cRkAjAGba7S255t/GLDZdg8sM3ehlinnPBfcMKzZd7/3GA61UJhxyhpuwn1U+mzJLh9ppiO/8sN/74ul2UrGPwTEHWBXeapL86HWHLsuzTy0V3HGmgzeZZGfnLn4W2UhSc9976aEAt1deju+03qKh2RlmN/+e2cd+j+64C5n+ae745Jnn9askc462dEcvme68rZhTh7ZmFfpFZyPKxi960dDynftl45rc13y+7jyL3z+pLGeKzEnzjQ7GoDkaKWXXge9iKeXhns8JIZYVdVeKqcO277oi483b63uDkMs/Pkah6Rpc1mXz3/Xv+t3rhxWarvdOi1ikgzqaEDg4dKTb8ZfNw25qom+GIZ5oIhU/DANkQ0xb8oOtWbY3ujdej7C59fQsN86HdCjCA/GXeD3zAWhQJvx8qfIqVl1waq81hGNT17aNhqaNGPloyTbKiZxyHbGGy6DHTV1mczhv7najlwM9Gkw9HrRVp7vRy+J5hedehilLhvFN7nc5HAu/3xUYv/9EOw5TjIBBhUYI8UfAN4CFQohdPZ6qALYWe2OKKULnYfD3KdE1AtB5pKC3dzkoH42kmNvHQbnn4LIu/LqfpkTTsOt2vTdS66UibmF6BUJo5GwTO51GzOrRnCgl0eh+MunWAddqjkn+ZZNFS8IVggojzWn6Ido+TLJJ5tgoXibsuMJxhvcU1lVeTbVe3mv9mvC7zD36DIGMe97maF6i866gc8HVSE/3DBynqdWNXl7bBenuKjcxazrampXoF5+DKC9gqmYBljDQPbGyzCgbU3K/6yhM+HwnY8SiGIahqs5+CWwE/g/wtz0ej4+kUUdxglM9H+Kt3RENuMdn1QMnsXuyaU8b927YjaELqgMGbfEM927YzbeBtctmDDm4bDi63rttbR3XPnkMcMjokoAtABP9C+7IdGlbxDr3kMkN7Ly8+YDDgzskWUsDJAt87ZxGI0iLj2fs4k25DyR48fDZirWsDZzT6wZbEdvP3CNPU5E45F4PQXzOJUQW3oCdF2iZM3F27MZ+ZQfy46PdF/foaCvy0cvS+QVGL8NbwkC371jACIwque+6G/eIVnw+JSyKQRnq6CwKRHGdARSKgbn4W26OJkfvHM3F3wKGTubfv/kAhi6OT7kMej2kchb/tuVpfnb4dT7u/JiEmaDaV02tv7bX4LLh6Bp69t4SA3njbC58uZWaiIW/YSGeO/8E/cKLkWaKaGQPWbv/+Oa0KfnJm5Ith9wcpiFMzjEOMUPGSXgj7Jm5nZQ3BsApntncXXUtszy1x98fSDUz9+gGaiLd45OT088mvPgmzLxQOsfacDbvxN72LqS6jTnFzGnd0UvF4H0zxynAEqaL0fqOCSFcF+yu5L0SFsUIUOXNirFzvOrsiBvJ5KvOhkvmX/p/f091wDh+w0rp7xPxPYWpN+P3eJkemI7pmESyEco95SyuWTziqrMH3/8JR2ONzAjM5qaFX2TlDLf6S6bDRGL7MQcwxTwYdh2XW/JFZyvrLGYmP8TMZmiZtpfDtbuRwgEpWBhdzt8s/RR6PoFv5DppaHyOurbu8cmZylMIL7mVTM1SpGni7PjAzb3s63G8qOtoK05zo5dTF4xr9DJa37Hjw74CAZVjGRuTQpGFEDbwXo+HbpRSHurzmjnA96SUY2rQ7HftUgmNEEIHdgBNUsrrh3qtEprCGK8hXz0ptLx40542fvfQU6x47TfMSoUJzp/LMxdnePMUC8syCMWzZE0bKXIIp5Ll4m+IJLOYjnQjGf192n2PYIsYCAchBLoGc8pm49E91AXqeOBTD4zoe81aNq3RLJbjYL++DfuXP0M2NyFmTCd53cXkzl1G24evUXHwN1RZYTr1Wp4tv4tnmudjOeDRJF9clOLqORneDh3jp6nfkgi43fr+XAULm8/jplOWcUpdGbqVZvax3zGr5WX0LsuY4Awii24mOWMFTmsHzis7sLe9A8keYwXqatHXrES/5BxEZTnDouvgLQOjDPvt97E3PD/gxEoYne9YVy+LFgye6CXHE8lkEZqElHLQ/5MVavk/qmuXUGj+AlgFVCqhGTvjNeSrJ4WWF2/a08avfvgrbn/tUWzdQ043MKwcHq2dJ6+fzcszDaR0Z9ODBC1NZfu9WLZEAlUBg3DF98jRiTDCiOP2Sg4+j5eF1QuI5WL89pbfFvy9ZkyblmgGR0rs17dhfedfwOMBQ2vA0z4AACAASURBVGBn0mBaNF95OjXiJSx0IrKK/858lrdsd/Lk7KDNt06Ls6DcYkt6F79KvExWugIyI7KI5YlzuXj+DBZO8zGj9VXqm36LYbn2T5ZRQefCTxOdcRHOO/vc6OWjQ90/WF1DO2eZG70sO2X4SKFrmJi37Hj0Yr/1HtYDv3S/J5/Xbdq0LIw/+CLl559XsO+Y0HU31xIsO1EMKScjIxeaf6jq17DJP0TH1LA5kNAMYPl/F/CslPKMsVyrLyUxDRJCNOB+c/8b+ItS7OFEYzyGfPWl0PLi+zcf4HPv/Q5H92AZPjTANHw4js4lr4TYdNscunwqhbCQVi2xtMWsKj9eXaM66KVVawc7gMADwkagIaXgtL1pbtu5n+mdDoc3rKP27ruG/V4TWYtQj0ZM+5c/A48OhsCSNvgMQFL30lYyn9TZZZ/GjzKfIyLd2TWX8hZfXTGfrEjy/c7n2ZVzLWGqtXK+Unk1y2eeAtKhtuNt5r77DP68J5mj+4jOu4qwfxX2tvewt34XEj3yP9Or0VevRL/0XERVxfC/gK7KMaPM9R/rgb3heVdk8s7Lwu9H5HJoz75EzeqrhlxWGF60YD5qUbmWyYcrMv3GBPAPVX88RrEJCCG67CcOSilvyv/3ccv//CC0cadU7nT/Afwv3FLpARFCfA34GsC8ecNXMP3/7L13mBzlle//eSt1DpNnpFEOSCgBkkAIzSAkgsEGm2TMYky6a2wc1rs/77Ne7pq7Dsu9+7vee1nHxTYYjAGbaMCSQCARRDZBIIQIklAYhYnd07m7wnv/qJ6kGY2yhKT68PC0VN1dVT3Tqm+d95zzPcc7Bzrkayj2trx4ayJHdaaTvK8vcS2EoCSiVHd3gSghUUGYoNg4nWdi2Q4BXaU7b7LsO82c9OtqhJYCGcUSCSQOJ220uH65BTqEqkZgtbe7tv/5PFrdQL+wns/anTPpzPYzo5UStm9FhnzY/VcFDB2l3eGPxQt4zFyMRMEvi1wvH+ZsXuV162+4O/UUGekuc831TeGq6NmElQDR7g8ZteUxwlm3Qkyi0F2/gM7UCZiPvo/84Pa+4ygKyqwT3OjlxPF7l+fQ/AOil6GQbR0QDqGioAi3dFv6VOydg0u0haa5JcfHjynl0c6hGhOQl1KeNMT2fbL83x8O+zdOCPE5oE1K+aYQYuHuXiel/DXwa3CXzg7T6R217O+Qr+HY2/LiURVBOsJVxPMpzPLFUUpJWOp0R0cinDBC7UCWKnG6z8TJTsFQBXnTprHCLYtuFOezVdyLgobqxLGVbi56zcZSNeoqRxLR3YjfAWQqhSwUBn1WGkYMFBnHQsnsxK6J4SSS7hJTmXbp43+fehPrzPEAjJMtfIv7qFJ28KuGEK92/xmAoPBxVeQcTgtMJZDdxugtjxHvXte7n6Qxg45tozGXfATp9X3Hroy5uZcFJyPiA8V6SIRwoxdfGJThl69UoaLX1yETKRR/vzxKsYhWX4/Q9d4ZLYrf7+Vajj4O95iAfbL83x+OxK3NGcBFQogLcNcFo0KIP0gpv3wEzuWYYX+GfO2JnhJhYECOZtfy4hubx/On987mylceQIPeHE2FX0G79puEt0UoWTad2XKFl5REQzqmLbmx2b3Qf7fp83zvySKl0Eqk2oVujqUu0UK8poGI3pdrEH4/aK5fWf/PahWLKFf0fYWEmYPsTrqKHdgXnkngjkeQlMDQeSUwmp+Ou4CM7grV5+SzfFE+xeZgiZ+N1Okw3PuaqcZoroueT71l0bj+Hqo7/opAIh3oSIwlsakK++MdQGf5oAJl1mSU5jko0yfuXfSiKG70sofGShjoO5b94pfo/PkvkOVGSVkqIR2Hqpu+jnEANxcenwo+LWMCDhqHXWiklP8M/DNAOaL5ricyB86+DvnaG5oam7iZm/dYdbZwSi3cdAXLQz5mv7KEunLV2dhvfY1IczOnP/0Tnmx5AL8ogmOgpBcyNnDpABeAhVNq+V98kdtfmENLe47GiiDRsT8llO0G+lmzFAr4J03qzdWYLS3I+hEoX/oy6rz5ICVKoQuZ76CzlMCUFpx8IvkbQDz2HL8LncKSkXPdn5nucHXsXU7pWsGSKpNlVQZSgI7GpZFmztGn0NjyNPU7n0eRFqWMSseWWlIb/chMESi7NFVEUZtOQV1wCqJy4PLlbtF0N/diBBguVywQBPTAgOS+0A2iixejxitI3HMP1rZtB63K0ONTwadlTMBB44j20fQTGq/q7BjlV6t/xe3v3u6WK6NiYyOl5MaZN/L1k74+7Hv3VF02aOyyXULLtmFaaZKvvoT++AqUti6c6jgbm87k/2RPYEvWvbeaFjf55tQ0OaWN36aW0GK1AzBaq+NvI+dxSscaRmxbjmrmSW/3k9gYJbe9332ZECgzJrnRy4yJe1+ttRf5F+jzHQsHYyiGz+3ANww3ee/1sxxtfCqqzo4kXsOmxwEzXE/L/Pvnk7fyAxoFLWkR0AK8fOXL+71vy3bYmSr0jl0WxRRqvpOinaP7tZfx3/EwUlOQqsqK2BT+a9y5FFUDBcnl4/JcNCrLivwbPJp5EQsbgeCzwdO4Jq8xrmUZSiJFYkOQ5Cch7Hy/C3s8grrgFNSmUxBV8b37AfUsj+nBQfkX+601/XphaghdfjGVZ51NIBJ357J4FWHHAsf9L9ErP/E4IPpHHUos1lsZRjnqyJm5Qd3oKio5c7Dty1AMNYq5ZDm0pspjlx0bNd+OYmbJWjmSZorgYyuQiiCn+/nl6HN4vjzbpaaU4punSWrCnfyf5DI+Mt2qsVo1zrfFVM7esApnQyet60Nkd9TSe30QAmXaRJQz56DMnLR30Yuquq7Jms/9fwjst9Zg3Xkf6DpqRQUiV6D423twRoxF8ZbAPI4hPKHxOCD21NMS1INuRNPvq2ZjE9T3woF4CPpPxBRWHjXbhpAWz7e/wp+3LSOX6uQHnyTYEhrFT2ZcyY5QNQCnJz7i2+//mVeaTuPnnSsoSLcwYbE2gX/csBnjnaVs3xjEylf1HSwW7oteqiuGOp3BqBoYkXLuZTeUy43tJ59DDYTQQ+UeOt2Hk88fUO+Th8enEU9oPA6IPfXvXD31am5/93YsrAE5mqunXr3Px8qXXJFxHAelkEAtJpBS8mz7S9z/4f1ECypzP3FY2tjE76degK2o6LbJ3679C2fkVvObzwj+mloGQFz6+MFawaQ33yG1wwey3NIlQJw4AbV5DsqsExDaXuZehhOYstMxfh++UJRIME5ID7GxrRP1IPc+eXh8GvGExuOA2FP/Tk/C/55195AzcwT1IFdPvXqPhQC7ki1a7thlq4Saa0OxC9i2RSKxg1XvLSFuqiCj/DVzFu9PcweOjUq38r237iNRtYN/+qKgOySoSEuuXa1xxlspnJxKhrKLcciH2jwXtXk2oqZymDPZBU0HPTxYYMr2+QR8aH63aiysh9HVvgo6vbGR4uZNyHQGWSq5yf5IGN+Ysfv0s/Hw+LTjCY3HQHqdmDe7s2bKTsy7Y9f+HauzE7uzk8LmLbw7bSY7orU4U+byy8xYwl1tbkJ/5LRhCwjafvFLEnffjZPJuL0lgQBi0hQ+OW869wWeoz29jXFZi88UQoxqPJvuUpJ86QQ+7DyfUsx1Jzh382t8Zd2feWihzcpZgpmfSD7ztsMp6x2EtHFwIxVlXCXinEWop0zdt455TQc9AkZZqBQFEfBDOXIRqkpACxAxIrtdJgyceiq5N94oe5mpyGIRCgUClx+2KekHxKEwcfU4NvGqzjz6+Ohpd7aMYgycLXP+T4YVm54LTuHjj3FSKaTjYCIQgOK4VWHJUIxoXS0hLOxUCiklWiw2qGw5v+Y9On/5S3fHtt17DDMcoFstsPwMSWuDSh6wBFyWk/xCuZiNmXmAIGjm+eY7D1Er3uG+hQrTN8Pidxxqu/vOV/U5KCeNxDr/8xiNDXv/8+mx5jeCYLgzWfAZrrCUu+8VoRA2wkSMyB5NLTdfcy3FTZuQmQxOqYRiGIhwGN/YsYy5+669P68jwKEwcT2G+dRUnQkh/jvwN4CNa7Rxo5Tytd289lpguZRy+4Ee14toPPp4+T9dkemZlmkE3YFmL//nsEITaW7mzdop5L51IyO607iJDgWEQDgOIAmV8rRnS0SqQ5jb3e+tUl8PDCwgKKxb517QHcd9LN8IKZk8MgZNb8EDnwUDKFgV/Kh4JUl7DABjMlv59jv3sKM+QaYIP7jXQXP6zjNYW0LOGcs7p87h6cx7dHY8QFUmzrkN85kem7T7n4umu6XJ4TgiEHSFxTfQ1kVXdSJGhLAeRhF71+ditrSgVVUhqqt7t0kpj4oczaEwcfU4tAghTgc+B5wipSwKIapx/yntjmuB9wBPaDz2jWHnyyQ3g3+X6io94A40G4aekcz/lmhHlQ5Wvxu4nuFfmm319rxIyxpkt9KTBHeyWdeV2Bo4FkMBHBUiGZBAW3E667KXYklXFM+LrOeK536Nbjuc2H+0k8+hcmwOOWcC7SdfynrZzQNbnkQXKkEtQKqU4f5Ny7hyLIPFxhdExKohEnPFZYhGSb/mJ2pE96uK7lD40x0uDoWJq0cfM+6eMahhc801aw60YbMB6JBSFgGklB0AQohbgAuBAPAycCNwKe4Yl3uFEHngdCllfsi97gVei/FxRM98mfZ8O1EjSnu+nVtfu5VVLavcF8THuMtl/THz7tTMYegZyZyMVWMraq+4SCmR5b9ZqoahuV83oWmDelFkoYA2YgSOX8cyiziUDTTLzzuAYkN7ROODzMWsyVyN7fiZ0/4u9771Y7593+00JB2qy1MxuxpsauclGDk/Q8oYS6LpRkLxOla0voIuVAzVQAiBoRroQmX5jnLzqK4hqusQE6ahTJ6OqKtHBAMDREYRClFflJHhkdSH6ve7VLvyhutdz7Z8Himl+3iA/nSHC72x0TUy7cfRIpKfdsoi8wtcYegdE1DefiAsB0YJIT4SQvxSCHFmefvPpZRzyzNoAsDnpJQP4Q6mvEpKedKBiAx4QnNc0X++jBCCgBZAV3XuWnuX+4L5f+fmZEo5d8mqlHP/Pv/vht3v1kSOgK7y/MnnUdR9qBKEdBCOgzvqTJA1AtSEDJx8HiUcRoRCvRdYO5vFyedpPWMyz09XENIVlp6YRwJ2QGdHoI5b5v4dmdR0Lv34We5Y8WN+9NLvqdySRLElGT88Pxvyn09y8ikpuhP1tLw7GnnWefjKZcqdheSg3Imq6WxV0oixk1GmnIxoGIMIhtgVv+anOlDNqMgoKv2VAyrI9odIczN1t3wfraYGp7sbrabmqMlxHM0ieRQw1JiAYnn7fiOlzACzccevtAN/KudhzhJCvCaEWAMsAqYdyHGGwls6O47Y43yZyecAPylXnW1xI5k9VJ2BOyagLV3gwzEzeHDxdZz/8sNUJ1tBSLZWGbx2gsr0LSWc9h20xEcS//o/Mn1klK7f/NbNU9TVEr3oCn5WeIzkqTE0oTHnrTRKSeIIKGmwYtpiXvWN4mtvrmD+9jXosq9Q4INGePokhfrGHN/amSGzOsInHRUoI2vRv3wG6ozJva+t8sdJlTKoukHJUCgGNLKKTUWgFhEZbCmjCIWQHiLqi+7VxMp9ZSjng6OBQ2Hi6tHLIRsTIKW0geeA58rCciMwE5gjpdwqhPhX6Kn5P3h4QnMcsVfzZSafM6SwDFfKevr4Sn7x3AZsR7IxOI4XP/c9CH6Av/5xNKHTnnb483wThE1l4kyCHzv8U0OUU3/8I7CK2JkOnm95g/XtnyBxeOIknefm1GAoBmpGoeGtOs784E0uzPQtURd8kpUzFJ45SSFX6fAvOxNMeyvO9h2jESUbtTGC8d3rBn4IRWHxhLP49bYnwK9gqH5KTgnTsbhk0iUDXqoqKlEjSlgPo+5hPszxytEqkkcBh2RMgBDiBMCRUn5c3nQS8CGu0HQIIcLAZcBD5efTDDOccl/whOY4Ym/ny+zKUH5mm//Hf+fRi2p4pj5NKh0hUrmQXGISBcvGyknGjHsJv9/PjoSDYUHQ1vAXLQznGcL21fzp9U2cWid5bdur3LXhz2zPt+JmdASWUyK+rZMz3g8z45MMutNXjJCrFTw8W/LUNI2SLliYyfPtFws46+MkfHUoigCfgmxPum9QFETQB34/IhTkZN9kbhgxhkfWP0prrpW6YB2XTLqEOXVzAHfmS9QXJagF98vQ0ust8TgIHKoxAWHgZ0KIOGAB63GX0ZLAGmAT8Nd+r78L+K+DUQzg9dEcZwxbdbYbNl9zLVZ7e28pa9rM0Nm1jUxU5weXN2A5RYSwqSxcQdCeTq5kkYn+D6aGq9i2LY0hAeHmWhyRZ0zmayj5BF86S3D7xw+SKCVwkAQKDnM/lsxfJ6lP9h0/q/lJndjIu9M/4Y4x7sU/6Dh8syvPact07G4FNAnREe4bSiVERQzfrd9B+A3QDPDF+sq2y6xbeh/y3keJdOTJVAeJXPtlFlz27f3+2Xq9JR67YZ/vWA5R1dkRwxMajz2yfvHZKLFY7x3+ptQmLNskVJDcdH0jqhA4oojfjDA6dSNGMU+H/lsaKm12pnLYZJDCQkgF3YkxsftSoj6dRN1TtBbaqGjpZv46yckbJXpf6oUPKkbx4aTxzJv5Nv8R62aT4eZIZhZKfKtTp9I2kNstnNdN0BSoqAfTAstG/+aVaPNngy8O+uAl53VL7yP80/uwNIGtq2img2pJ9H/8OvMuuWnYn8fuxHpXQQZw8nnQNLSKCi/KOX751DRsHim8pTOPIem/BGSn0ziWhV5uLDRtE58lSMQ1Qg6oBYuAJRByOzl+Trc/gSYCdOVTOKLQ03OJFA62yJFUNvPZxlmseXkbF6/N0tDVd7OT0wyebZzNa2On8uWGx4nGlvKdeBRb6GgSvuiM4OJtm9FUEJpAGS2xdLA310GyiKivQr3iArTmZrcHaBdUoRIyQoh7H8PWFByfhgBsnwJYZH93NwwjND0l4rqqDygRv5mbaRiit8QxTazNm2HMmCHHKHh4HA94EY3HIHqWgPKKRYeTwpcuEkvZSEVBSgdLQF6HPy6ED0crqI7EQKEgFKQMIUWRE1tKnPWOTX0CDBM0q9x0CRQNgd8SqE5f2/7GyhhPjD6HNxpP4Hr/Es72P8O/1lSwxu/Ocmlwgvxt1WWM8zfQ3fIuWstKwqKLtFGFPeUiJsxqBlUHf3zQEhm4pckRI9Kbe3nx9OkUgvqAPIyUEl+2xF0/mNcXrcRn0bRuea/32w0xnXZhDyioyFt5agI13HKfPSiiKW7YAIBvwoTebU4+j1ZTc8A2M/0jq5AWAgFZMzvkkqiXOzqieBHNkT4Bj08fXXfcSV6x2GF1IQBdVXCkjbAdpHCb+hXh/uuRgKUILCQ+x8JUskxtkVz6oo3iQDAP/Wu2NEArud01pgqvTvTz58YvsD4yiy+rz7Bc+0eWRxWuqqyloCgIKTmv0yLSORURr2Wb6uP3nY1o4WswVIWS7VD8SPDlEYI5k0cM+Byqog7pmgyQqQ7hT+axfX3/BNSiSWuMvobW5CZu3fY6Nxd0mvwVkG5lm1MgGhnpDjUr01MiXnnDzQMMRmWhgDRNtJEDz+tgdND3j6wEgo3dG5FIRoRGDIiymhqb9jiczsPjUOM1bHoMorR1K51WN5oDui2IpC0cAY6AHVXQWgF5Hyx6x319z+2aqSioOCxebWMrECr0iYxgYAOmKeCxSTP59xNvZmKsyArju3zNfx8314f4t+pKCoqCbktOSMJlKcnpoXdZvrPAko+60FSBT1NxhEpJj5HQavjVyzv5hwdWc+VvXuW7f1rHhy2CUZFRVPgrhmysjF93DaolUYsWUrqPwnJ4vjne19CaT6IDd/mlq65GkJFSoZBtHbCvnhLxoRowfRMnomgDj38wOuj7N992FbpQhIKqqHQWOgc14vb3JRNCuI+GQdcddx7QOXh47C1eROMBgFMq4WSzyFwOrboaZWsrGO7XQ7HdxkmrX2hSUqEy7YqHLiWmEDhAqOhQ3ykxLDD6JfZlv8eConP7zM+THR/iMe3HTFc28VQwwI+q6+kuW9PESpKYBe1hgZXVafFlWK09jKmk8ekxwuZ8NPtEEALbMdmWLDLKDlFpxEmk4d+WbMSnBlg4pXbIzzvvkpt4Fcj+7m7CHVky1SEeP1XQMXNk3zqHXcKvKGyjb4nvWjvArSILVn7IEvFde0t6ookBUc5B6KDv33xrOiYKCgKB6ZjAwEZcz5fM40jjCc1xirQsnEIBmc+7j/1MLGOXX0bbf6yjVLKxdQVHcX3Gkv2KtwwbuiJ9y2dj2hxO+0Awe73E188Pc9cM4KZoPQ/NW8R1sadoVteQUgTfq6piSdi1fBFSUmU5BFAoaoIqGz7wmfw+7kMqBVQRIu8UKPieIVY0CNoz6OjW0JwYYd3tLQsakCtZ3P7Cxt0KDbhi0z/x/+BTN1Do39CqGhScEiP7/TNpKtrcbNRwV6Bmr0rED1UHff/mW13RsRwLiex1L+jfiHs0m3d6HFz2ZUzAwcQTmuOI/lGLUyrt9nWhOXMQ119B5oEHiKdskhU6/oyJo4IiQbNBteGFaTBvndv3MqoDemTFVMBWwNQgUF4+k8CqyTOpn5niDvU/UITkNb+Pf6qpprNnXLIE3dYJySIFJJaAC9ImT0YU8oSIh2IgoC1VRGKR0V9Hy83DtHI0xn0DPkNAV2lJ5NgXBjW0BuKY2TauLQj3g5fn8zTN/2ea9mDL059D0UHf/1wr/ZXszO5ESkldqI68lR8QZe06nO5gRVUeRxf7MSbg4B3bqzo7tnEKBZxcDieXQ5rmPr33jdY3efTjR2jNtXLKdj+nv5lFtHfRbVhk/JJxO8Hfb5d6XQXJpuk80LAT45NWmlebNCQkpqaw4/QKzo69jU9YFITg1lgdj1aUv+MSVCtKrDiRom8nUnTSYBX5fLpAQzHOLQ0K0VANUb+Bqqhkiw5t6QIlJ8M0+99J5kqUbIeg0XfflCtZ1Eb83P/Vefv0mQf1yPRWne2999vhwqs6O2rY56qzdVOmDmrYnPrBugNq2BRCXAJcJ6W8cJftm3C9zjqEEHOAn0gpF5Z9z0YD48uPt0kpf7pfx/aE5thCWhZOPo+TyyMLeWS/EuI9ce/qZ3lsw6MUZBd+UcnnJ1zMVSedBYCTy5BZ8TTpp56muGFT73uErhE6bTbRxU34Jo+nu2CRfnsN9vJnkV3tlGaojKvdQES47hWv+qr4wchaWmQWgHHB0YTaziBpJ0gE36WkpDCcKOH8bCp8s/nfV8zm+y99n2QxOcCOv6ek+I7z7uidh6OrgoCukjdtTFvyw4umDbt05uFxmNgnoSmLzC/oc3DusaD5xoGITdnL7MXy/p4B/iSlfH4PQnMucBau59mHQL2Uct/uWPGWzo56pJTIQqFPXMzdL4kNx72rn+WB9XcCKipBijLFA+vvJLR9Bws+3kn6+ReR+b75I/qIeqKLmwg3zUMNh7ClQ1fOJPfOe+TufRB/fZLaM7up0F1BScgA/3/jbJYZLdgyi4LChQ3ncMXYc/nu0uW0R19GSBUhAxRFkXzoRVKpGCPDF/HVmV/l1tduJb+bBPzCKbX8EHcuTksiR2NFkBubx3si43G0MtSYgJ7t+y00UsqMEGI20IQrHn8SQnxvD29bUh6UVhRCtAF1wD5XkXhCcxTilEpuEj+fd9fbD0JU+tiGRwEVVRjopsNJG0uc9kGGse1/IFV+jdA1QnNPJrK4Gf+Uib3NjiXLJpEvudHTiw8wdv4mohE3gilKjTvtuTxR1cFWwzXHrPfV8rUJVzGrejyaEGQi74FUkfjd8c8oIE2U6F/RVZ2mxiZu5uZhPdoWTqn1hMXjWOFwjgm4Btdgs6fVZVe/pmK/P9vsp2Z4QnMUMKBCLJ9H2vYe35N94w26H3wIa+dOtPp6YpdfRmjOnN2+viC7GJnQuOCNdqZsLaL20y69oY7IoiYizfNQI+GBxylZpAsljNQG4hvuJTBlXe9zj9qnc78MsWHsR5TKrSSLa5q4bvxFxPzlCihFRQnksXJ+FBQU1LJljYEv2N27r6bGpj2af3p4HCMczjEBm3Gnas4GluGOcD7oeELzKURKiSwWXVHZQ4XYUGTfeIPOn/8CoeuISAS7q4vOn/8CvvmNQWLjFApkn1/J3/8ly5jWvpsXCRR0MFWFiVdfRvikGbueJcm8iZVqoXrjnwi1v9L7zCp7Oj+xP0MhtpTt9W4vRyQL8eoRfHvqFSgCUBTwxzACVUyoGMdWpY1UXsG0HXRVIRaUjNnDCOlDxXMftHH7CxvZmsgxyluG8zj8HO4xAVOBO4QQNwOHpNTZE5pPCb3LYYWCuxy2D0n8Xel+8CFXZPzlKLj82P3gQ71CU/pkPaklS+he+QIin2dM+b2WAhm/QtYHjgLVREj95ekBQmNLh1Syg+DGh4hsfxpRnnb5vjOG/2ldyWY6KI5+kFzADYvmrXOoT/h4+awCiqqCP4ovUEXMX0FQD3LDjBu49bVbafAr+NXgXs/J6c/BqqrqX1gQD+i0pQvc8vhafgie2HgcFqZ+sO7JdVOmfoODXHUmpXwTmD/EU6uAybtulFL+6y5/n76/x/aqzo4Q0rbdiGUflsP2li3XXIuIRAYZRjpd7VTOVEivTVLo6HcuUB45JjEVSISg5BNU2H5CGQtpmmyrHsHGmXOZtWgWU7MriW55AsV28zDbZBU/Mb/IY5xM3YgHyEQ+AiBYkHzlaYcZm0BqgnvO97FpagWNkVHcMOOGAUth+zMnp4eDOQfmyl+/Slu6cFBKpY8lDuT34+GZanpCc5g40OWwfWH7P30Pu6urN6KRxQJ2RztOoTigVV/4JKapIhwHRxGojnQt8wXkAoJAQSIkOIpONhikvrGLmmlpIpq7dJwRQW4rXcw99jnI8If4R/4RqbiCOblFWQeVigAAIABJREFUcumLEM8JhAJaySIbNbj365MpOkVM2+Tm024edLE6GIPZYP8dkhf8+0rigcGuzt15k1X/tGif9nWs0N/As3/V31C/P48hOe6FxjPVPIQ4pRJ2KoXZ2oa5ZQvmjh3YyeQhFRlwLWScUgm7sxOzZSvm1hacfFlkBIRGq9Qv9kNQouG49v9CYpe/DYqEUE6CBCkk/rEWJ525kfGzWoloOUpo3KNcyPz8bfzWOQ9txJ/wNd7rioyUXP6Czd8+ZVBX0lFVgUTiGBq13RJFUQaZPvbQc0HrdU8uuxCvalk17Oc1W1r6lgnL7K+X16iKIHlzYHSZN20aKwaPHjhe6G/gKYTY7e/Pw2N3eDmag0hPdZiTy7nLNwdxOWxvMVu2UnjzNZx0akDfi+KTxKYYRCZoaEFXUWRBAUciFfeGSwo3R6M67h2IXluiflY3sUq3P0tKWJ2YwDeC32Y7Nei+FmKj7sTR3QhHd6DagllbJKpl0lg1Hk2obEhucAelVfR93fqbPvbQ/4IG9D7etfauYe+cD6aX143N47nl8bXkStaA5s8bm8fv876OFfobePYw1O/Pw2N3eEJzAEjHcZslC4UDapY84PMwTbIvvUh66VLya9b2PaEoBE+ZQXRxM4Gd9yOK3e7I4zJ6GErFHlvM8r4ANW5SPzNNfESfUO3sjPM/zS/xWLwZcKhseB4n9iS2kCAlUUcQs901gpVzFC5e6VDKdLNdphFFE2nDigXx3v31N33sYX8vaAfTy8tr/hxMfwPPHob6/Xl47A5PaPYB6Thu8r5YdB8P8RLYnjC3bye99AnSzzyL3Z3q3a5WVRA9awGRhfPRKivcjdWXwF9/DRbkbJVcPoc+xiKTDKGZFo4QqH6L+ulpKsflEGU9SiV9rNx+Mj8ccS1doShC76J6zAMU9E0AGFISsiQhKUA6COCV8TEIBVj8chdVCYt0hY8/zLV5e0QXRjKD7dioisr5Y88f8Hn294J2sB2SvebPgQwyG92PqkCP4xuvGGAYeu1depoli8U9v+lQn5NludHLk8vIr17T94QQBE+eQXRxE4FZ0xDKEOm3bW+ReftBismdJJUKXvKdQfdOndPff5HJo7dTNSmNornfhx1GgI2+03h07SwerpmLFAJf9A0CI/+CXW4WPik+lR3JbbTJFJojidqCjIxQVA0aIlH8Rt/yV1umjY6iW+oWUANEfVF0RR+QUF7VsopHfv8vLHoxTVXCorNCY+WCCJd85cde0vkI41WdHRDHfTGAF9H0Q0qJ3LWf5VMixOa2raSXLSW94lnsZL/opTJOZOEZRM86A62qcvidjDyFn70bIBks4dNUTjDX8eXax6ho7MAn3M/Zreq8N+FskmOv4mevKnxQC0LNEB/1EHbgA2xAFSpTIhNY270eU1ogFUwh6NQluh0llr2QDuVBJgb6ooKcncNQDCSScXHXSSNv5QfkX07aKKl42iHhSDJ+iGclNzztMGaBBG90yhHFc2bwOBCOa6HpKTnujVqKxQNqlDzYSMsm9/LzpJY9Sf6dtdAjekIQmDWN6OImgidNR6jq8DvqR3u6QMinca71FM3qKnTd/bx5IXg8HOb+mpFs7w6SXibJm6CG1xFpfAhbuOaYQTWATzFYm/oIgQCpgnDL2VQngkqIODPJmiso2IXeiKZn8mPPYC4YnH/puuNOAoEooUBd7zYnn6frjjsHLIN5nfseHkcXx5XQSMdxe1nKyeID7cA/VFitO0ktKedeEsne7Wo8RmThGUTOOgO9pmq/9j0n1MJZ1hLGatsB1yVvWTDEH6NxuhUfO7afTUdyPogi4ZGPIaKvYwMCQbWvgogvxvbsDgAkEoRwy9WExFZyIDvJmzYjA+dj2o8ArqCoQsV0TKoD1b3nsmv+ZW9GDnud+x4eRx/HtNC45cZFdy5LsXjEk/fDIW2b3GuvkF6ylNzb7wyMXmaeSHRRE8FTZuxT9NIfO7kBdd3dXGev7l0x7hQB/r42RrumY5s1bNnxNxSKI1ACmwmOvBehu0t0mtBoCNZjYbM9u4OC3W9cgKpgWk5ZbCwUqxLTlny/6fOo4Sm96/qjI6PpKnShKipSyiETyntTpnz7CxvRVdHbuR80tL0a2+zh4XHkOKaExrV1KSALeVdgjlC58b5gte4gvWwpqWdWYncmerer8SiRM+cTWbQAvaZ6mD0MTzGzDfWDewlufwlRLmPuiE5kc6FAyTHJCoNEZjZtbRfhSBWj5kl8Vc+BAE2oXD7uMtZ0r2VHdgfdxe4BHfMAjmOhqSqWY4NUGMH5fLd34FjtPtnM7E2Z8tZEjnhApz/7M7Z5T3gTKT08Dh6HXWiEEKOA3wP1gAP8Wkr5n/uzL2nbfX0s+cJRISwA0iySf+1lUk89Te7NftELEJgxlejiZoKnzERofdHLu1uTLHlvB+3pAjURP5+d3sDMUXGy77xH9xPLsdo70GqqiV14LqGZ0yhseoHiu7+jki60sjZs1gP8MXgmLxXnMde/mXNKKyjuuJydxdkoRiuhkfeh+FsBaOiUfOm5EhNa7+NkXQFhEyhBe0zh8XkKq8e7pz19o8lVzxUZUZ6ekaj9Ff4qE6bcBAy8YI9ubOS2G64ncl7fBbvn+fTm9bRETN47AaZvgcYunciYiYMu8PHKDWxnGY7Whe5UES2eA/kpxCo3cOnjvyD61no++4pFQ0olPGY842/6h2EFYijxO2mj7PVOU2IxrPZ2Wn/4I7jl+6weL7hr7V1E3vyYz7xSpDE99Hl6eHj0cdjLm4UQDUCDlPItIUQEeBP4gpTy/d29p6e8+dPWx7JPSLB2biX91JOkVzyP1dE310iNRgifOZ/oogXodTWD3vru1iR3v7oJTRUYqkrJtrFsyXXxItElT7iCZBjIUhFplag8xyBuvYNWriTrVBTujka5JxLFUsGwKlCSJ5NIzsGy4ugVL+OvXQaKjZCSRW9LvrLSQbeh2w+x8kpZdwBCRdBs2Fql8OoJ8JnVDpG8e8cgBagSsgEF/vs3mFY9fVizyx4zzLxiscPsxLBAt+HRi6pZO8k3yEtrVcsqvv/ij0hkHYTUEcLEERZ67lSMileZ9FGC656yMFVBSZMELJVao4IxP/i3IUVgdx5e/+tBH+GUOcg7LRPV+d7lRaZ9XOTixzswVShp0KBXEXC0/TLx9Dgu8MqbD/cBpZQ7gB3lP6eFEOuAkcBuhUbaNub27Z+KPpZ9RZYK5P/6GqmnniL35rvQr/jAP+0EooubCM05CaHt/lex5L0daKrAV45w3Ecbc8ljiGISTBunqBIeJake24ZhmyDcSrI/hiM8EI6ww1AQgHRUMt3TKXYsQmgZAqN/ixbaCEBlSnLZiw7z10kUBxwB8bxrS6NIqMiCpYKtQENScsmrrgmnI8ApL6nZSPwlyc7f3U1X5VQ3KihfsEUggAO9VWRdd9yJMAw6zARCUbB9CkrJ4axVKT6aMmKQ9cxda+8i6vcT1HTa00VMW6ApAiW+ipI0ufBVB0sVmIZboFAwJAknQ2SXqrX++xvK8ia3ZROR+gkDXiv8fnJbNqCrozlrVTu2pmAbCkI6dMg0o426QdVxHh4eLkc0RyOEGAuczBDDdoQQX8UdysOoESOOLpGxTay27aSXLye94gWs9s7ep5RImEjz6W700lA3zE76cEuSB+Ylpsn1xNIdWH6FYHWJ2knd+KMWANKBbWqIb9THKCkqbap7SyWtIPmdX8TOnoAWfQd//aMI1f25zlvncN4bDn5LoFuug7MUoLvemigOZVERIGWv07PiQEnru2GTgOZIwh1ZzNzwVWQ9VWZmwURRXBE1dUFFojSk9UyPRY3QBBG/+9WVUvJRoh2BoCYpyfYFIUgpySv2bs01d2d50x6H2kJhUFFCe9x9vqKrRD7onq8QCqZtIiL7Z+Lp4XE8cMSERggRBh4GviOlTO36vJTy18CvAWbPmPHp6JocDttEFjPk33qD9NPPkX3zHbD7RS8nTia6qInQ3JMQuj7MjgZTE/GTzLtNlhJwRJEp9iq0eouGCSnC1X1LiKmdATq2VdB6mo0qVUq4omHnxpPZfiVSavhH3o8efdd9gwQpFc55yyaWh6IOpgaq7bbHOMIVGAX3z+D+3VTdHhq/Y6FI2RvRCMBWBJnqEHrl8FVkPVVmuqpjORZCKOimJFFhDGk9szuLmqAepGSXaI8L4hlJySifpxAEHBV99NDdnrvb3zvnjOfEJelBRQnvfHY8BbtAotIgkrYwDYGUDrqq77eJp4fH8cARGRMghNBxReZeKeUjR+IcDgqOBfkk9tYPSP7hLrbe9B12/tv/Jfv622A7KOEQsQvOpvEn/8qIf/kHwvPn7rPIAHx2egMl2yJrZyiKJAF7G9O0bUw6raNXZLIJg09eqWHbm3Ey55xLQJWclzIxUSi0n0t669+i+HcSGv9/+4mMQJruHf3jpyloFvhMSTLg5loUSe+fJeBIgeIoCKmSNCpJqyFsoaBIUByJkBJVQsEQxK+7hsobrkeWSu4MHindx35VZD3PV4sI0nFQixaq5fBsU3RIL61rp12LaZvkLXd/eSuPaZtcPfVqInqEJ+YpaLZEL0mQDv6SoEIJ79Zcc3f7W3j531N3y/fRampwurvRamqou+X7LLz87zFtk2eboqiWe77Scdzz308TTw+P44EjUQwggLuBLinld/bmPbNnzJAvP/74oT2xfcHMI/PdFN55l9TKVWT/uhr6jQTwT5lIZFEToVNPQTH2XVh6cKRNzi6Ss/Ks2dbF6x9t4YzCKs5S30HDPV7R0WlfFyOz2YCwQM4N89qif+SDt55nprmWX5UuYavdiK92GUblK+6Oy79yRQSwihEQOYSWZ9Z6wedfc6hN2eQMByEEwRLkNA1/0Ud1NoujapixCnJSwS6WeGrUbJp2vkFjOgFIErUB/N/6b8y7ZHDV2VBlwrtWnT15uo/07Em79dLaXYn0qpZV3PbWbQel6mw4q5We13tVZx77wHFfDHAkhGYB7ozqNbjFSgA3SymX7u49nwqhsUpQymJ37iT97EukVq7Cam3vfVoJBgk3zyO6aAFG44gDOlTRKZGz8uTtIlJKhF0ktmUF8U1P9o5PtnxRkopCxh/F0fw4ZgEck7Ujr+DnH0VJFkN0WiPAvx3/iAdQfX3nqgsDQzXImgVwfBiyhkhpAWHrVPIlsduxxfvaW+IZMXp4AJ7QHB3uzUdMaGwTSllkKUPhvXWkVpSjF8vqfYlv8niii5oJzTsFxTD2/1DSJm8VyNp5t/kRQDpEtr9MxcbH0IquFY2tB+meeTnpqZ9Dtq7FWvsoZFqxArV8WLmI335SxSepCjJODKP6WXzVK0C4I5mlE2BUtB5dUxACNnYk0WSEusJ/Q5VxBCqpfImdqSI1Ed8B+Yh54389PHo57oXmmHIGOChIwMxAMYOd6CL9wqukV67C3NHa+xIlGCC84DSii5swRh3Y8Kddoxf3HCTBjnepXP8IRtb1JJOKRmrqZ+mecTmOP4rpOHTHpmHOm9q7rz88s4X16WoKWorgiP9CDWwFoLFd8o3HbVqqSiy7xhUZAE0xsGQSVVYgUEjlTbYlC2jK8D5iexOp7O+0TA8Pj2MPT2j6U+h2cy8ffEx6xSqyr7+FNPtFLxPHuZVjp89B8e1/9CKlQ9YukLXyWI414Dlf90YqP36YQPIj97UIsuPPJHnyVViROiSQLlpki2a//Ume2yh5o60ereJ1QrVLEYqJkJILXpdc8byDYcO4tiLp5dtYvrCermwJ0zZxzCo60iWqwz5a025nZn3M7+ZnhvAR6x+pRI0o7fl2bn3tVm5mYKTijf/18PDowROaMnY6TWbp46Sefg5z247e7SLgJ7LgNCKLmvCNObDy1ZJTIrtr9FJGy7VSuf5Rwm1v9m7LN8wiMec6SlXuvPqi5ZAqmFj9mj5zJclvX5e8ur0b/6iH0MKuQFV1S276i8P0LbJ3ULMAFr6U4fezkyjoqAr48otI5Ews20FKuDi8li8XH6cu30qrUsfD/kt4NjGr93h3rb2LaR8XOWtVOxVdJRKVBs82RbkrPDBS8cb/enh49HBcC42UkuL775NatozsqheR/SxtfOPHEFncTPj0OSh+334fo6dybKjoBUAtpoh/8gTRbasQslxJVjGOxNxrKYw4GQBbStIFk7xpD3jv+g7Jz15y6FLeJTTuzwjNNZZc8J7khuU2wXKPq8BdEZSAvwQoaQxnAtHCOQT16cQqLGojfmYV/spXEr/BEjppwlQ4XXwt+yuCFd8CFgEQefNjLv5LEltTyAdVImmLix/v4EHHgvP6zs0b/+vh4dHDcSk0TjZLesVKUsuWYm7a3Ltd+H2EzziV6OImfGNHH9AxhoteAIRVILZlOfHNy1FsVxHMUA3JU64mO74ZhNvilC1ZpAsWfXEJOFJy1+sFnvnEwlf/OIHYagD8IsBXXoky+/UMwWL3wOPhNm4WDIFEINhOtXo716S7aSoUKKU1orqkU+rkRRhFCPLShw/JjdpfgG8B8JlXipgqaLZDVbeNaklsBb7wdAZu7jteU2MTN3PzkLmcIz24zKuG8/A4vBw3QiOlpPjhh6SWLiP7wgvIfpY2xsSJRM8/n/CcKSj6/s17cY/h5l5yVh5ziOgFAMcisv1FKjY+gVZyDRFsI0xy5hdJT/0sqG7fTcl2SOVNzH7LZMs2vc2T21+jq+0sJBAc/yCK7gqKkh1FoTCTk99eSioq8TkqgfzACAgBT8yVCGkzwk6RViQ/rfIR6MyzIJ9Bt6BWCKTw0e0EMDSFqlCcSKlvKbExrdNlZYilnLJLgWtDU9tWJP3CCwPKnYca/3ukB5ftbY7Jw8Pj4HHMC42TzZF59llSy5ZR2rixd7vw+wkvPJPo+efjmzzZ3Zje6fbL7COmY5GxchTsIo7czcROKQm2v+1WkuXcCjZH0UlNvZDUzMtwfGF3m4R00SRXGihUyza9zSOb1pBtuwyj8kWMqpfKH1CBxJkUSnG0qpXsjEJ1XtBZoRBUHeJZiSLdaObB+fDIAg0VSVYI4tKmANwdi9BctEFaKELQoKZoqC1f9Es5iPRFd5ExExGr38bBRCru5E1NUVAUba9MJY/04DKvGs7D4/BzTAqNlJLiRx+TXraUzHPPD4xexo8nesH5hBeehRIKHshByNlu30vJNod9qS+5nqqPH8LfvcF9K4LMuIUk51yNHeobajZUsh/AciQPv18in19IYPTvUH1t7hOOilWsxknPQa39I6Dw+NwoX302BUiSQYW8z0az4I5zNVZPAKSKikVSFVRYEr8U7NA1VEVx5zoLAVbBHTZj5sEpwfy/6z2XyhuuJ/f1m1AUzZ326TiuyWZtzR5NJZ/7oI23tiRwpMRQFarDPqIB/ZAMLtsdXjWch8fh55gSGieXI/Pcc6SWLqO0YUPvduHzET7zTCIXuNHLrlMi9wVLWmTMHPnhopcyenYHlesfIdS+undbrv5kuk69HqtyTN95S0gVSoOS/QDtGclPXzIx1RTBcY8ghAMSHCuEtIMoat41f9S6QfpRlRJFA2o6LCqkZHsl3H1WDW83BhFOBwgbEFhCIhEUhaDRsl3LZz0ARhSsLBSSEB/tiszkc3rPJ9LcjG/iREqbN4NtIwwDtboKoWpoDYNn6fTQs2QmcPNFli3Z3u26HGiqoLHiAER/H/Cq4Tw8Dj/HhNAU168ntWQpmeeeQxb65tkbY8cSueB8IosWoYRC+38AKck7buVY0d7z0ppaTFKx8XEi217sHZ9cjI2ja+71FBtnDXhtznST/c4QBQOvbpH85q02qHkAX3BL+VxUhBVD2hoIE8eKugPhrBizW7q4fmUWWxO01RqoJRt/yUaoroBJO4zQklgI/FJSUFQsHK7tTrtC44+5OaKLfjpAXHal5v/7hyEHmg1nKtmzZFYf87M9WQDhukO3pgvURvzc2Dx+jz/Xg4FXDefhcfg5aoXGyefJPP886aXLKH78ce92YRiEmpuJXnA+vilTDih6saVN1sqTs/PYzvDRC4Cw8sQ3PUlsyzMojitIZrCWrpl/Q/6Es6DfuZiOJJU3KdmDo5iiJfn9Ww6rOl7HN+ovCKUsbo4BThghdFTVxJEOpeRcbAla+lS+8MYj7mAyQ8WWNkXNxpCSi/6aYPXEDNgV4IRBzaGrOrWOzbXJFE2OBoEQVI4fFMEMRaS5GW75/j75nm1N5IgHdIQQjIhDe7pI0XIQUvDDi6Ydtqqz4arhPDw8Dg1HndAUN24kvXQZ6ZUrkfl873Z99Gg397JoEWokcmDH6ClNtgp7fjGAYxFteZ6KT/6CamYAsPUIiamXkJ55IULrcxHo6+y3gMFRzNak5LZXukmEHsbf8AEAUS3GtSfcyPqOPM9se4ISCTQZx0mfSrV/Cv6IQsE8kZquv1CMONiOiV3uySlpUNstQXEQSheTKibxnVO+c8AX1khz8z65FY+qCNKWLhA0NCJ+nYhfJ1dy+3cOZ2kzDF0N5+Hhceg4KoRGSknqqeWkly2l+OFHvduFrhNqWkD0/AvwTTvxgKIXKSVZM0e22D1kY+XQb3IItb5B5YY/o+ddd2RHMeiecD7dJ10OoegAN72CZZMuWIOS/T3HX7Fe8oeP1qDVPoqmZQGYUzmXL51wI0E9wpQq+NwJCwgaKj9eso4uUSJguOXYAV2nKzyCykIGO5QiZ7ki7DOhI65gKAaKUIj74kfkIntj83hueXwtuZJFQFfJmzamLQ/bktmRxOvb8TjeOSrcm6eHQvLBUX0ltvqoUW7fy+JFqNHoMO/cMyXHJGtmKJgFnGwrWMNXkPXg71pH1ccP40u7DZ9SKKRHNpE86Uqc6oFjAoZL9gNkS5L/ei3He9YT6HHXgsanBLhq4rXMqV844LUhn0ZlyODK37xK1K+54ipVNFnBCZvW8vkX7sf2JcmpFj5LoNtw92cM3p2g4eBQG6zlyUuf3Mef0sGhp1GzJZGj8Qg0ah4JPBdrDzz35qMjosF2QNMIL1hA5ILz8U+ffuDRi5UjZ2Yxnb0Tlh6MdAuV6x8m2Ple77Zs7ckkZl6FOWIiQhk4tHS4ZD/AR+2S/3xzPcWKB9DD7iiAyeEpXDPtm1T4BlZxxQI60YDb0NkQ89OZKRHUfb0W/6tHnEjg7KtZ8N4dhNvStMcFS0/XWTNRR0oHVai7ra46HHfdC6fUHvPCsite346Hx1EiNGpNNWP+cA9qLHZA+xkQvbDn5P6Acyh0UrnhMcI7Xu2tJCvEJtI17UsUx52C0LUBty2WlHTnhk72AziO5NH3TZ7Y+RR67SoUIVHRuHTMpTSP/gKKGChY8ZBBxNf36/rSnFH8dMUmik6EoK6QMy1MW3L2NV9ADU/llpduIVFMoAgFIR0c6RDRI0NWV3nd8ocOr2/Hw+MoERotHt9vkTmQ6AVAMbPENy0junUFSjl3UwrW0zX5MvKTmhChwKC4OGdapPIW73a/z/LW5+kodVFtVHJu3ZnMiE0lkZfc9to2Wnx/wqjaCUCDr5FvVTcx6eOVaG//EStcT/rEv6E48nQ2Z9fwq/f/TGuulbpgHZdMuoTmyQuo9o/kN6s2DbEUVcsPz/ght711G5u6N4GA8dHxfGf20EUAt715Gx35Dmxpoys6Vf4qdFXfr7vufZ3Ceazj9e14eBwlOZr9mbBpSYt0KU3ezA8wpByWbHtvjkbYJtGWlcQ/WYpquV3rlhEjMeEiMhPPhngMoQ6MOvqXLK/pXsf9Wx9FFTqGolNyTGxpMte4kmVbPkFWLEcoNkiFz9SfwyXBidS89QukoiNVH8IuIhyTN06+jN+2rUJXdAzVoGSXsB2bf5n3LzSPOvAL+KqWVXxr5bdQhYpAIMv/1QXrkMh9yuekX3hhyP6aulu+f9yKjZej8cDL0RwdEc3+YNomOXM/bE2kQ3jHq1RsfAy90AWAo/pJjv0M3RPOh+pqhKEPfAuQKVpk+pUsL299HlXo+FS3tFkXftp3zuYJ/1K0qk0IIKpUc+OJX2Vc5Swqnvm2KzKa392n7kd1BI9/8hh6pA6f5o4qCOpBTMfk7vfvPihCc9fau9AUDVn2dBYIHOnQke9gZs3MfdpX1x13IgwDJeDevYtAAKe8/XgVGq9vx8PjGBaafUZKAu3vUvnhA/gyrmeXFCqpxv/X3t0Hx1Hfdxx/f3f3TveoZ51skME2GIMN5dkhgTqOC8VpXEqDgYSQmsYzTAc6PLgZBto/mHaaGTLtgMMQMqGUpG5TA3UCJSmFMAEaIDPmwWBCsAnmKZaNn21sY1mWTr/+sWuQ9WBJ0Z1vT/d5zWikW612v5J37uP97e/h8+w64RJc22Qsmx70Y8PNT7b94E4yfjitSveBPJu2TcFreprAD+ddm9PwOb46ewl1QTiZZrBvM33JcPyPGfi+h+el2NK3h1wUVoEF+J6Pb37J2vg37ttIIV1g8/7N9FkfHh4OR0/f2EfL93R24g1o4rRUasQ50CY6jduRWqegAfyunRRe+mfS29Z8sm1f+7nsPPFSioVpkM8M6k1WdI49B3o4MEyX5dZkM7t79rL/oxns6t1J0PpzAKwvxXUnXcPsY+bR/466NzcJv2snJFIEvhd+p/cA7XUJdhUPkkvmPukgUMo2/kPPECZnJ7O9azs9fT145jGtYdqY3xwTHR30btuGpT8NZHfgAImO8a1MKiLVzRt5l4mvWJcn2B/OiNzVdDKdc/6ObXNuoDhtFtaQGxQyAN29xWFDBmBeyzw2bzmFjxJrCPJrAfCLDXxjxtXMPuYLDGy23TvrKjzXQ9DXjX0yc3IPi074cjgbdbSAWldvV0nn5rpm9jX0FHvwPZ/j64+nI99BW7qNm866aczHal7yDdzBg/R1deGcCz+PMAeaiEx8E7YzQFdvFzujZyyjkd6yGrp20VU4DWuqH/QcZqD9Pb181DV0L7a3dxy77qVlAAANoklEQVRg2dqf0pN9EQDXl6CQLHDFiVcwu3DekD+TqfNp3vYy9upy2LMJ6o/BP+sa2mdfxqoPV5W1jb+UY2jU60xkkJrvDKCgOSQIMH8/lhzdCptDBY1zjhXr3uPpPQ/hJcNzt3rTuXn2YpoaZ4ANfex8KqAxkzxsm+/5TMpMIuEfOfBEJPZqPmj0jMY8rD4P9Tls3++3wibA7gM93PHaU+xIPouXdOAC5jd9kUUzvwR1TcP+XGMmST51+D9D4AW0Z9tJeAoZEal+NR00ls1AQwMWjO4uZjgvbNzM8g0rcHWbMCDVN5kbZ36NqYXTcH5q6HOb0ZJNfjIp5iFJP0khUyDwavqfRkQmkNp8N0smsaZGrC458r5H0Fsscvcbz7O29wmsrhfnjNmpz3PdKX+Kl5+Es6H/vL5ntOTqqAsO72SQClIUMoVB08+IiFSz2goaz8MaG7DcOFbbjPx2107+8fUf0Z14B/PA621m8XFXct6xp1FMNzNcs2zgebTmkyQGzCqQDtIUMoVxTRYqIhJHNRM0ls1CYz3mj6+ZzDnHv7y5ip9uWQmJcGG0Qt+53HL6JeTqJ1NMDL/oWuB7FPJJ/AHdpXPJHC2pFoWMiExIEz9oEgmsuWnczWQAe3r2ce/bD/HC9lfBB1fMcnHTIhadeDrFdAt9wzyPAUgmPNpydXgDwiSfzNOSbhl3bSIicTVxg8bzwucw+VxJDvfKzje5+63/YOfBPQA0uVlcd9Iijmsu0JtqHrbrMkA66dOcTQ4Kmca6RhpTjSWpT0QkriZk0Pi5HEG+BesewziaYRwodvODdx/l8U3PAZD261hywmVc0DKH3S5LMXnkFT5zqYCmzOC7qeZ086B1SkREJqIJFTReMonf0oKXSmE9H4/7eL/d8z53rlvOxq5weppT6qez9OS/YFK2nY+DRvq6j9w7bKgxMmZGa7qVbGL8HRJERKrBhAga8zz8xka8+vqSPFDv7SvyX797kgc/eII++gjM56qpX+LLUy7ET6Yh0wa9DrqHHtxpZjRlE2STh/95PfNoy7QdtgiWiMhEV/VB4+fz+E1N4+5Ndkjn/i3cuW45b+/9AIDjs5NZevJipuc6oC4PmSbCrsu9Q/68mdGaS5JKHF6P7/m0Z9pJ+uPvlCAiUk2qNmi8VCpsJkuW5o3bOcfjG57hgfUrOdjXg2Fc2jGfq6ctDMMh0wTJ4bsuw/ADMRN+gvZMu0b7i0hNqrp3PkskCJqa8LKle8axo2sHd796N6u3rgagta6JpSd/ndMaTwLPC5vKEsN3XYZwIGZLPknS12h/EZH+qiZozPPwGxrwGhpKOrDx+Y3Pc+9r97K3Zy8A89vncO2Jl5MN0uAHkC3ACDMoB75HWz5JMGAgZjaRpTXdqoGYIlLTqiNofJ9ER0fJnsMA7Du4j++//n2e7XwWgHwiz/Uzr+L8ltPCHYIk5NphhDuR4Ub719fV05xqLlm9IiLVqiqCxoKgpCGzZtsalq1exvau7QCc3X42N5x5A8093eEyAYkM5FoZaRmJ4Ub7a4yMiMinqiJoSqW72M3yN5fz2DvhImp1fh1LTl3CgqkLwuatng8h1QDpkUfrJ32PQr4O6xdGGiMjIjJYRYLGzBYA3wF84H7n3B3lPuf63eu585U72bB3AwAzm2ay9OylHJM75tOd0s0Q1I3qeANnXzYz2tJtZBKZktUsIjIRHPWgMTMf+C5wEdAJvGRmjznn3izH+Yp9RVa+vZIV61ZQdEV887ly5pVccdIV+N6A5rhRhsxAnnkUMgVSwZF7pomI1KJK3NHMAdY7594FMLMHgT8DSh40m/Zt4q7Vd7Fu5zoAOnIdLD17KTOaZpTsHL75tGc1EFNEZDiVCJpjgQ39XncCnxm4k5ldC1wLcNxxx43pBM45Hl3/KMteWcaBYrhmzMLpC1k8a3FJ7zoCL6A9207CO3L3ZxGRWlaJoBmqK5cbtMG5+4D7AM4555xB3z+S2391O4+sfwSAllQLN551I2cWzvw9Sh1e0k9SyBQ02l9EZASVGK7eCUzp97oD2FTKE1x4/IUAzO2Yyz3z7yl5yKSCFJOykxQyIiKjUIl3ypeAGWY2DdgIfAW4qpQnmNsxlwcufoC2dFspDwtAJpGhLd2m0f4iIqN01O9onHO9wF8DTwJrgYedc78p9Xlmtcwq9SHJJXMUMgWFjIjIGFSk7cc59zjweCXO/fvKJ/O0pFsqXYaISNXRQ4ZRaKxrpDE18mwBIiIymIJmBJq3TERkfBQ0w9C8ZSIipaGgGYLmLRMRKR0FzQCat0xEpLQUNP1o3jIRkdJT0ER8z2dSZhKJEZZtFhGRsVHQoMkxRUTKqeaDJuEnaM+0a94yEZEyqel316SfpD3TPngBNBERKZmaDZpUkKKQKeBZJSawFhGpHTUZNKkgRXumXZNjiogcBTUXNJrmX0Tk6KqpoMklc7SkWhQyIiJHUc0ETX1dPc2p5kqXISJSc2oiaDTNv4hI5Uz4oNE0/yIilTWhg6Yt06Zp/kVEKmzCBo0CRkQkHjRaUUREykpBIyIiZaWgERGRslLQiIhIWSloRESkrBQ0IiJSVgoaEREpKwWNiIiUlYJGRETKSkEjIiJlpaAREZGyUtCIiEhZKWhERKSszDlX6RpGZGbbgA8qXUekFdhe6SJGqZpqheqqt5pqheqqt5pqhZHr3e6cW3C0iomjqgiaODGzl51z51S6jtGoplqhuuqtplqhuuqtplqh+uqtBDWdiYhIWSloRESkrBQ0Y3dfpQsYg2qqFaqr3mqqFaqr3mqqFaqv3qNOz2hERKSsdEcjIiJlpaAREZGyUtCMkpktMLO3zGy9md1a6XoGMrMHzGyrmb3Rb1uzmT1lZm9Hn5sqWeMhZjbFzJ4xs7Vm9hszuzHaHtd6U2b2opmtier9+2j7NDNbFdX7kJklK13rIWbmm9mrZvaz6HWca33fzH5tZq+Z2cvRtrheC41mttLM1kXX72fjWmucKGhGwcx84LvAF4FZwFfNbFZlqxrkh8DAQWG3Ar9wzs0AfhG9joNe4G+cc6cA5wHXR3/PuNbbDcx3zp0OnAEsMLPzgG8Dd0X17gKWVLDGgW4E1vZ7HedaAb7gnDuj33iUuF4L3wGecM6dDJxO+DeOa63x4ZzTxwgfwGeBJ/u9vg24rdJ1DVHnVOCNfq/fAiZHX08G3qp0jcPU/d/ARdVQL5ABVgOfIRwNHgx1jVS4xg7CN7z5wM8Ai2utUT3vA60DtsXuWgDqgfeIOlHFuda4feiOZnSOBTb0e90ZbYu7dufchwDR50KF6xnEzKYCZwKriHG9UVPUa8BW4CngHWC3c6432iVO18Qy4BagL3rdQnxrBXDAz83sFTO7NtoWx2thOrAN+EHULHm/mWWJZ62xoqAZHRtim/qFj5OZ5YAfAzc55/ZUup4jcc4VnXNnEN4tzAFOGWq3o1vVYGa2ENjqnHul/+Yhdq14rf2c75w7i7Bp+nozm1vpgoYRAGcB33POnQl8jJrJRkVBMzqdwJR+rzuATRWqZSy2mNlkgOjz1grX8wkzSxCGzI+ccz+JNse23kOcc7uBZwmfLTWaWRB9Ky7XxPnAJWb2PvAgYfPZMuJZKwDOuU3R563AI4RBHsdroRPodM6til6vJAyeONYaKwqa0XkJmBH13EkCXwEeq3BNo/EYsDj6ejHhs5CKMzMD/hVY65y7s9+34lpvm5k1Rl+ngQsJHwI/AyyKdotFvc6525xzHc65qYTX6dPOua8Rw1oBzCxrZvlDXwN/DLxBDK8F59xmYIOZzYw2/RHwJjGsNW40M8AomdmfEP7P0AcecM59q8IlHcbMVgDzCKcs3wLcDjwKPAwcB/wOuNw5t7NSNR5iZhcAzwG/5tPnCH9L+JwmjvX+AfBvhP/2HvCwc+4fzGw64V1DM/AqcLVzrrtylR7OzOYB33TOLYxrrVFdj0QvA+A/nXPfMrMW4nktnAHcDySBd4G/JLomiFmtcaKgERGRslLTmYiIlJWCRkREykpBIyIiZaWgERGRslLQiIhIWSloRESkrBQ0UlWiadqvG2GfqWZ21SiONbX/sgpDfP8aM7tnmO/9auAxzGzeoWn5ReRTChqpNo3AEYOGcBbrEYNmPJxznyvn8UUmEgWNVJs7gBOiRbL+Kfp4I1o468p++/xhtM/N0V3Hc2a2OvoYS0hMMbMnLFz07vZDG81sXyl/KZGJLBh5F5FYuRU41Tl3hpldBvwV4QJUrcBLZvbLaJ9vOucWAphZBrjIOXfAzGYAK4Bzhj78IHOAU4H90fH/xzn3cml/JZGJTUEj1ewCYIVzrkg4g+7/AecCA5ccSAD3RPNUFYGTxnCOp5xzOwDM7CfRORU0ImOgoJFqNtQ6K0O5mXCi0dMJm4sPjOEcAycD1OSAImOkZzRSbfYC+ejrXwJXRqtftgFzgRcH7APQAHzonOsDvk44C/NoXWRmzdHyAJcCL4z3FxCpNbqjkarinNthZi9EXYr/F3gdWEN4p3GLc26zme0Aes1sDfBD4F7gx2Z2OeG6LB+P4ZTPA/8OnEg4hb2azUTGSMsEiIhIWanpTEREykpNZ1LzzOxi4NsDNr/nnPvzStQjMtGo6UxERMpKTWciIlJWChoRESkrBY2IiJSVgkZERMrq/wGOLMj1mnQoZwAAAABJRU5ErkJggg==
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[100]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">factorplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span>
              <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;tip&quot;</span><span class="p">,</span>
              <span class="n">data</span> <span class="o">=</span> <span class="n">tips</span><span class="p">,</span>
              <span class="n">kind</span> <span class="o">=</span> <span class="s2">&quot;bar&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>/anaconda3/lib/python3.6/site-packages/seaborn/categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`&#39;point&#39;`) has changed `&#39;strip&#39;` in `catplot`.
  warnings.warn(msg)
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[100]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a27e79240&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[105]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">factorplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span>
              <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">,</span> <span class="n">kind</span> <span class="o">=</span><span class="s2">&quot;violin&quot;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s2">&quot;time&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>/anaconda3/lib/python3.6/site-packages/seaborn/categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`&#39;point&#39;`) has changed `&#39;strip&#39;` in `catplot`.
  warnings.warn(msg)
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[105]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a290cc5c0&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[106]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">factorplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s2">&quot;total_bill&quot;</span><span class="p">,</span>
              <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">,</span> <span class="n">kind</span> <span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s2">&quot;time&quot;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt"></div>


<div class="output_subarea output_stream output_stderr output_text">
<pre>/anaconda3/lib/python3.6/site-packages/seaborn/categorical.py:3666: UserWarning: The `factorplot` function has been renamed to `catplot`. The original name will be removed in a future release. Please update your code. Note that the default `kind` in `factorplot` (`&#39;point&#39;`) has changed `&#39;strip&#39;` in `catplot`.
  warnings.warn(msg)
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[106]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;seaborn.axisgrid.FacetGrid at 0x1a290e0b38&gt;</pre>
</div>

</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAaMAAAFgCAYAAAAW6RbuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAFZVJREFUeJzt3X+0ZWV93/H3RxBFGauGETAlncii/kIYZPBHTFpNokVri0aMEhZClhFbQ2NWoxNqshSzmlU7RbMS/JEOFQdXjYmCLNEYgrFSo2Ypgx0FHCkGkDDMyIwUGZVgZ/j2j7OnuY73zty53HO+9855v9aadfZ5zt5nf9mLez/32T+eJ1WFJEmdHtZdgCRJhpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaHdhcwX6eddlpdffXV3WVI0nylu4DlZNn0jHbs2NFdgiRpTJZNGEmSDl6GkSSpnWEkSWpnGEmS2hlGkqR2hpEkqd1YwyjJsUk+m2RzkpuSvHFovzDJliSbhn8vGWcdkqSlbdwPve4CfquqvpJkBXB9kk8Pn/1BVV005v1LkpaBsYZRVW0Ftg7LO5NsBn5ynPuUJC0/E7tmlGQVcDLwpaHp/CRfS3JpksfNsc15STYm2bh9+/YJVSpJmrSJhFGSI4ArgN+sqvuA9wHHAasZ9ZzeOdt2VbW+qtZU1ZqVK1dOolRJUoOxD5Sa5OGMguhDVfUxgKr69ozPLwE+Oe46tHytXbuWbdu2cfTRR7Nu3bruciSNwVjDKEmA9wObq+pdM9qPGa4nAbwcuHGcdWh527ZtG1u2bOkuQ9IYjbtn9DzgbOCGJJuGtrcAZyZZDRRwO/D6MdchSVrCxn033eeZfU6PT41zv5Kk5cURGCRJ7QwjSVI7w0iS1M4wkiS1M4wkSe0MI0lSO8NIktTOMJIktTOMJEntDCNJUjvDSJLUzjCSJLUb+3xGkrRUOVfW0mEYSZpazpW1dHiaTpLUzjCSJLUzjCRJ7QwjSVI7w0iS1M4wkiS1M4wkSe0MI0lSO8NIktTOMJIktXM4IOkg4lhrWq4MI+kg4lhrWq48TSdJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJkto5HJCkZe+O33vGgrbbdc/jgUPZdc+3FvQdP/XWGxa0X/04e0aSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJaufYdNIS5Fhrmjb2jCRJ7cYaRkmOTfLZJJuT3JTkjUP745N8Osktw+vjxlmHJGlpG3fPaBfwW1X1VOA5wK8neRpwAfCZqjoe+MzwXpI0pcYaRlW1taq+MizvBDYDPwmcDlw2rHYZ8LJx1iFJWtomds0oySrgZOBLwFFVtRVGgQU8YY5tzkuyMcnG7du3T6pUSdKETeRuuiRHAFcAv1lV9yWZ13ZVtR5YD7BmzZpa7LrWrl3Ltm3bOProo1m3bt1if70kaZ7GHkZJHs4oiD5UVR8bmr+d5Jiq2prkGODucdcxm23btrFly5aOXUuSZhj33XQB3g9srqp3zfjoKuCcYfkc4OPjrEOStLSNu2f0POBs4IYkm4a2twDvAD6S5LXAHcArx1yHlgAf5JQ0l7GGUVV9HpjrAtEvjHPfkqTlwxEYJEntDCNJUjsHSpU0tY585IPAruFVnQwjSVPrTSfe212CBp6mkyS1M4wkSe0MI0lSO8NIktTOGxgeooWOKvBQOaqApIOJPSNJUjvDSJLUztN00kHEhzi1XBlG0kHEhzi1XHmaTpLUzjCSJLUzjCRJ7QwjSVI7w0iS1M4wkiS1M4wkSe0MI0lSu4PioddT3vzBBW23YsdODgHu2LFzwd9x5YoFbSZJmsGekSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaHdpdQKcHD3v0j7xKknpMdRh9//gXdZcgScLTdJKkJcAwkiS1G2sYJbk0yd1JbpzRdmGSLUk2Df9eMs4aJElL37h7RhuA02Zp/4OqWj38+9SYa5AkLXFjDaOq+hxwzzj3IUla/rquGZ2f5GvDabzHzbVSkvOSbEyycfv27ZOsT5I0QR1h9D7gOGA1sBV451wrVtX6qlpTVWtWrlw5qfokSRM28TCqqm9X1e6qehC4BHjWpGuQJC0tE3/oNckxVbV1ePty4MZ9rS8d+cgHgV3Dq6SD0VjDKMmHgecDRya5E3gb8Pwkq4ECbgdeP84atHjWrl3Ltm3bOProo1m3bt3E9vumE++d2L4k9RhrGFXVmbM0v3+c+9T4bNu2jS1btnSXIekgtM8wSvIJRj2YWVXVv170iiRJU2d/PaOLJlKFJGmq7TOMqup/TqoQSdL02t9puhvY92m6Exe9IknS1NnfabqXTqQKSdJU299pum9NqhBJ0vTa5wgMST4/vO5Mct/er5MpUZJ0sNtfz+hnh9cVkylHkjSN5v3Qa5JnAj/L6IaGz1fV/xpbVZKkqTKvgVKTvBW4DPgJ4EhgQ5LfHWdhkqTpMd+e0ZnAyVX19wBJ3gF8BfiP4ypMkjQ95juFxO3AI2e8fwTwt4tejSRpKu3vbrqLk/wR8ABwU5INST7AaNqH702iQEnS3JI8NskbhuUnJrm8u6aF2N9puo3D6/XAlTParx1LNZKkA/VY4A3Ae6vqLuCM5noWZH+3dl82ny9JckVVvWJxSpIkHYB3AMcl2QTcAjy1qk5Ici7wMuAQ4ATgncBhwNmMzna9pKruSXIc8B5gJfAD4HVV9Y1J/0cs1rTjT1qk75EkHZgLgL+tqtXAm/f67ATgV4BnAb8P/KCqTgb+BnjNsM564N9V1SnAm4D3TqTqvSzW5HpzDqYqSWrz2araCexM8l3gE0P7DcCJSY4Afgb4aJI92zxi8mWOeaZXSVKrB2YsPzjj/YOMfv8/DLh36FW1WqzTdNn/KpKkMdgJLGjItqq6D7gtySsBMnLSYhY3X4vVM/rtRfoeTcApb/7ggrZbsWMnhwB37Ni5oO+40hEOpUVXVd9J8oUkNwKbF/AVZwHvG0bVeTjwp8BXF7PG+Vjo5HoBas/kelV1zRhqkyTNQ1X9yixtG4ANM96vmu2zqroNOG28Fe6fk+tJkto5uZ4kqd18R+1+TpLrknwvyQ+T7HZyPUnSYpnv3XTvZjRy9y3A4cCvARePqyhJ0nSZ9910VfXNJIdU1W7gA0m+OMa6JElTZL5h9IMkhwGbkqwDtgKPHl9ZkqRpMt/TdGcP654PfB84FvilcRUlSVo8ScY25U+Sc5O8+6F+z3x7Ri+rqj8E/h54+1DAG4E/fKgFSNI0OeXNH1zUsTyv/y+vOShGwJlvz+icWdrOXcQ6JEkTNEyWesaM998bXp+f5Noklyf5RpIPZRhFNcmpSb6Y5KtJvpxkz7gqT0xydZJbhks5B2x/IzCcyWj48Z9OctWMjx4DfGchO5QkLXknA08H7gK+ADwvyZeBPwNeVVXXJXkMcP+w/uphmweAm5NcXFV/dyA73N9pui8yulnhSEYTM+2xE/jagexIkrRsfLmq7gQYJu1bBXwX2FpV18H/H2SVodP0mar67vD+68A/ARYvjIYRGL4FPDfJUcCpw0ebq2rXgexIkrSk7GK4VDOchjtsxmczp57YzSgrwtxz1822/gGZ7wgMrwS+DLwS+GXgSzPPNUqSlp3bgVOG5dMZjdi9L99gdG3oVIAkK5Is2px48/2i3wVOraq7hyJWAn8FXL5YhUiSxuZRSe6c8f5dwCXAx4drQZ9h9NjOnKrqh0leBVyc5HBG14t+cbEKnG8YPWxPEA2+w+JNzCdJU6PjVuyqmuv39XNmLP+HYd1rgWtnbHv+jOXr9toGRlNRbJixzoJme5hvGP1Fkr8EPjy8fxXwqYXsUJKkvc23d1PAfwVOBE4C1o+tIknS1Jlvz+iFVfXbwMf2NCR5O043LklaBPt76PXfAm8AnpRk5nNFKxg9CCVJ0kO2v57RnwB/Afwn4IIZ7Tur6p6xVSVJmir7e+j1u4yeuj1zMuVIkqaRt2dL0kEuye4km5LcNAxy+u+T7Bl9YU2SP+qucdGenpUk7d8dv/eMRZ1C4qfeesN8nlu6v6pWAyR5AqNLMP8IeFtVbQQ2LmZNe0ty6P6GkLNnpHl78LBHs/sRj+HBw5zkV1quhgEMzgPOz8jzk3wSIMmFSS4dppC4NclvDO2rkmxOcsnQu7pmGIWBJMcN00dcn+SvkzxlaN+Q5F1JPgv85/3VZc9I8/b941/UXYKkRVBVtw6n6Z4wy8dPAV7A6K7pm5O8b2g/Hjizql6X5CPAK4D/zui5039TVbckeTbwXuDnh23+KfCLVbV7fzUZRpI0neY6vffnVfUA8ECSu4GjhvbbqmrTsHw9sCrJEcDPAB8dppIAeMSM7/rofIIIDCNJmjpJnsRoqoe7gafu9fFc00Hs3X44o0s99+65HjWLfQ6+OpPXjCRpigyzLvwx8O6qekg3UwwT7N02TDPEcA3qpIV8l2EkSQe/w/fc2s1o+p9rgLcv0nefBbw2yVeBmxjNjXTAxnqaLsmlwEuBu6vqhKHt8YzmUV/FaHKnX66q/zPOOiRpqZjnrdiLqqoO2cdn1zJMGVFVF+712Qkz3p4wo/2iGcu3AafN8r3nHkiN4+4ZbeDHi7yA0XzpxzOa0OmCvTeSJE2XsYZRVX0O2HsMu9OBy4bly4CXjbMGSdLS13HN6Kiq2gowvM52nzsASc5LsjHJxu3bt0+sQEnSZC3pGxiqan1VramqNStXruwuR5I0Jh1h9O0kxwAMr3c31CBJWkI6wugq4Jxh+Rzg4w01SJKWkLGGUZIPA38DPDnJnUleC7wDeGGSW4AXDu8lSVNsrM8ZVdVck/L9wjj3K0laXpb0DQySpOlgGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWp3aNeOk9wO7AR2A7uqak1XLZKkXm1hNHhBVe1orkGS1MzTdJKkdp1hVMA1Sa5Pct5sKyQ5L8nGJBu3b98+4fIkSZPSGUbPq6pnAi8Gfj3JP9t7hapaX1VrqmrNypUrJ1+hJGki2sKoqu4aXu8GrgSe1VWLJKlXSxgleXSSFXuWgRcBN3bUIknq13U33VHAlUn21PAnVXV1Uy2SpGYtYVRVtwIndexbkrT0eGu3JKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJamcYSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGkqR2hpEkqZ1hJElqZxhJktoZRpKkdoaRJKmdYSRJatcWRklOS3Jzkm8muaCrDklSv5YwSnII8B7gxcDTgDOTPK2jFklSv66e0bOAb1bVrVX1Q+BPgdObapEkNUtVTX6nyRnAaVX1a8P7s4FnV9X5e613HnDe8PbJwM0TLXR+jgR2dBexTHis5s9jdWCW4vHaUVWndRexXBzatN/M0vZjqVhV64H14y9n4ZJsrKo13XUsBx6r+fNYHRiP1/LXdZruTuDYGe//MXBXUy2SpGZdYXQdcHySn05yGPBq4KqmWiRJzVpO01XVriTnA38JHAJcWlU3ddSyCJb0acQlxmM1fx6rA+PxWuZabmCQJGkmR2CQJLUzjCRJ7QyjvST5iSSbhn/bkmwZlu9N8vXu+paLJLtnHMdNSVbNss4Tk1w++eqWjiS/k+SmJF8bjtOz97HuuUmeOMn6looDOU5anrqeM1qyquo7wGqAJBcC36uqi4Zfpp9c6PcmObSqdi1GjcvE/VW1eq4Ph+NxF3DGBGtaUpI8F3gp8MyqeiDJkcBh+9jkXOBGpuwxiAUcJy1D9owOzCFJLhn+QrsmyeEASa5NsmZYPjLJ7cPyuUk+muQTwDV9ZS8Nex+PJKuS3NhdV6NjGD2l/wBAVe2oqruSvDXJdUluTLI+I2cAa4APDT2Dw1srn6y5jtPtQzCRZE2Sa4flC5NcOvxc3prkN/pK13wZRgfmeOA9VfV04F7gFfPY5rnAOVX182OtbOk5fMYpuitntE/r8ZjNNcCxSf53kvcm+edD+7ur6tSqOgE4HHhpVV0ObATOqqrVVXV/V9EN5jpO+/IU4F8wGgfzbUkePtYK9ZB5mu7A3FZVm4bl64FV89jm01V1z/hKWrLmOk03rcfjx1TV95KcAvwc8ALgz4bpVHYmWQs8Cng8cBPwib5Ke+3jOO3Lnw89qQeS3A0cxWjkFy1RhtGBeWDG8m5Gf7UC7OIfepmP3Gub74+7qGXG4zFDVe0GrgWuTXID8HrgRGBNVf3dcN1y7/+nps4sx+kc9v1zt/fPqr/rljhP0y2O24FThuWpvSCvA5PkyUmOn9G0mn8YmX5HkiP40f+fdgIrJlXfUjHHcfoWP/pzN59T5lrC/GthcVwEfGSYCuN/dBejZeMI4OIkj2X0V/43GU2Zci9wA6NfttfNWH8D8MdJ7geeO0XXjeY6Tk8F3p/kLcCXGuvTInA4IElSO0/TSZLaGUaSpHaGkSSpnWEkSWpnGEmS2hlGmirDuGVv6q5D0o8yjCRJ7QwjHfSGuXBuTvJXwJOHttcNI2N/NckVSR6VZEWS2/YMqpnkMcPI0A6yKY2ZYaSD2jDA5quBk4FfAk4dPvrYMDL2ScBm4LVVtZPR+Gf/cljn1cAVVfV/J1u1NH0MIx3sfg64sqp+UFX3AVcN7Sck+eth0M2zgKcP7f8N+NVh+VeBD0y0WmlKGUaaBrONebUBOL+qngG8nWHU56r6ArBqmDPnkKqa5sn/pIkxjHSw+xzw8iSHJ1kB/KuhfQWwdbgedNZe23wQ+DD2iqSJcaBUHfSS/A7wGkbTDtwJfJ3RvEprh7YbgBVVde6w/tHAbcAxVXVvR83StDGMpL0kOQM4varO7q5FmhbOZyTNkORi4MXAS7prkaaJPSNJUjtvYJAktTOMJEntDCNJUjvDSJLUzjCSJLX7f6ZRYZOzKAkVAAAAAElFTkSuQmCC
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

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

</div>
    </div>
  </div>
</body>

 
</html>