A.Ques3.html

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

<title>A.Ques3</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;
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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#INTRODUCTION: In analytic report project, I got the data of almost 5000 movies and there are three question I need to answer.</span>
<span class="c1"># 1. What areas(region of the movie) has the most influence on revenue ?</span>
<span class="c1"># 2. How is the movie&#39;s revenue and averege score affected by its genre ?</span>
<span class="c1"># 3. What influence does release date have on revenue ?</span>
</pre></div>

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<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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">originaldata</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;tmdb_5000_movies.csv&quot;</span><span class="p">)</span>
<span class="n">originaldata</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<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>budget</th>
      <th>genres</th>
      <th>homepage</th>
      <th>id</th>
      <th>keywords</th>
      <th>original_language</th>
      <th>original_title</th>
      <th>overview</th>
      <th>popularity</th>
      <th>production_companies</th>
      <th>production_countries</th>
      <th>release_date</th>
      <th>revenue</th>
      <th>runtime</th>
      <th>spoken_languages</th>
      <th>status</th>
      <th>tagline</th>
      <th>title</th>
      <th>vote_average</th>
      <th>vote_count</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>237000000</td>
      <td>[{"id": 28, "name": "Action"}, {"id": 12, "nam...</td>
      <td>http://www.avatarmovie.com/</td>
      <td>19995</td>
      <td>[{"id": 1463, "name": "culture clash"}, {"id":...</td>
      <td>en</td>
      <td>Avatar</td>
      <td>In the 22nd century, a paraplegic Marine is di...</td>
      <td>150.437577</td>
      <td>[{"name": "Ingenious Film Partners", "id": 289...</td>
      <td>[{"iso_3166_1": "US", "name": "United States o...</td>
      <td>12/10/2009</td>
      <td>2787965087</td>
      <td>162.0</td>
      <td>[{"iso_639_1": "en", "name": "English"}, {"iso...</td>
      <td>Released</td>
      <td>Enter the World of Pandora.</td>
      <td>Avatar</td>
      <td>7.2</td>
      <td>11800</td>
    </tr>
    <tr>
      <th>1</th>
      <td>300000000</td>
      <td>[{"id": 12, "name": "Adventure"}, {"id": 14, "...</td>
      <td>http://disney.go.com/disneypictures/pirates/</td>
      <td>285</td>
      <td>[{"id": 270, "name": "ocean"}, {"id": 726, "na...</td>
      <td>en</td>
      <td>Pirates of the Caribbean: At World's End</td>
      <td>Captain Barbossa, long believed to be dead, ha...</td>
      <td>139.082615</td>
      <td>[{"name": "Walt Disney Pictures", "id": 2}, {"...</td>
      <td>[{"iso_3166_1": "US", "name": "United States o...</td>
      <td>5/19/2007</td>
      <td>961000000</td>
      <td>169.0</td>
      <td>[{"iso_639_1": "en", "name": "English"}]</td>
      <td>Released</td>
      <td>At the end of the world, the adventure begins.</td>
      <td>Pirates of the Caribbean: At World's End</td>
      <td>6.9</td>
      <td>4500</td>
    </tr>
    <tr>
      <th>2</th>
      <td>245000000</td>
      <td>[{"id": 28, "name": "Action"}, {"id": 12, "nam...</td>
      <td>http://www.sonypictures.com/movies/spectre/</td>
      <td>206647</td>
      <td>[{"id": 470, "name": "spy"}, {"id": 818, "name...</td>
      <td>en</td>
      <td>Spectre</td>
      <td>A cryptic message from Bond’s past sends him o...</td>
      <td>107.376788</td>
      <td>[{"name": "Columbia Pictures", "id": 5}, {"nam...</td>
      <td>[{"iso_3166_1": "GB", "name": "United Kingdom"...</td>
      <td>10/26/2015</td>
      <td>880674609</td>
      <td>148.0</td>
      <td>[{"iso_639_1": "fr", "name": "Fran\u00e7ais"},...</td>
      <td>Released</td>
      <td>A Plan No One Escapes</td>
      <td>Spectre</td>
      <td>6.3</td>
      <td>4466</td>
    </tr>
    <tr>
      <th>3</th>
      <td>250000000</td>
      <td>[{"id": 28, "name": "Action"}, {"id": 80, "nam...</td>
      <td>http://www.thedarkknightrises.com/</td>
      <td>49026</td>
      <td>[{"id": 849, "name": "dc comics"}, {"id": 853,...</td>
      <td>en</td>
      <td>The Dark Knight Rises</td>
      <td>Following the death of District Attorney Harve...</td>
      <td>112.312950</td>
      <td>[{"name": "Legendary Pictures", "id": 923}, {"...</td>
      <td>[{"iso_3166_1": "US", "name": "United States o...</td>
      <td>7/16/2012</td>
      <td>1084939099</td>
      <td>165.0</td>
      <td>[{"iso_639_1": "en", "name": "English"}]</td>
      <td>Released</td>
      <td>The Legend Ends</td>
      <td>The Dark Knight Rises</td>
      <td>7.6</td>
      <td>9106</td>
    </tr>
    <tr>
      <th>4</th>
      <td>260000000</td>
      <td>[{"id": 28, "name": "Action"}, {"id": 12, "nam...</td>
      <td>http://movies.disney.com/john-carter</td>
      <td>49529</td>
      <td>[{"id": 818, "name": "based on novel"}, {"id":...</td>
      <td>en</td>
      <td>John Carter</td>
      <td>John Carter is a war-weary, former military ca...</td>
      <td>43.926995</td>
      <td>[{"name": "Walt Disney Pictures", "id": 2}]</td>
      <td>[{"iso_3166_1": "US", "name": "United States o...</td>
      <td>3/7/2012</td>
      <td>284139100</td>
      <td>132.0</td>
      <td>[{"iso_639_1": "en", "name": "English"}]</td>
      <td>Released</td>
      <td>Lost in our world, found in another.</td>
      <td>John Carter</td>
      <td>6.1</td>
      <td>2124</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Above is a original data with many features which describes for each movies. For example: butget, genres, production_counties,</span>
<span class="c1"># revenue, id, original_tittle, etc.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Now I am going to answer the last question:</span>
<span class="c1"># 3. What influence does release date have on revenue ?</span>
<span class="c1"># To deal with this question. I have created a new data(choosing only two related features to this question: release_date</span>
<span class="c1"># and revenue), the others feature havwe been deleted. The data was renamed &quot;Ques3.xlsx&quot;</span>
<span class="c1"># Now I am going to load this data and do some neccessary taks on this data to answer this question.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s2">&quot;Ques3.xlsx&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>release_date</th>
      <th>revenue</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2009-12-10</td>
      <td>2787965087</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2007-05-19</td>
      <td>961000000</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2015-10-26</td>
      <td>880674609</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2012-07-16</td>
      <td>1084939099</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2012-03-07</td>
      <td>284139100</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#DESCRIBING THE DATA:I show the data above. It includes release_date of the movies and revenue information.</span>
<span class="c1">#Now, I am going to take the month information in release_date of each movie and put them in a new column beside revenue column.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">release_date</span><span class="p">)):</span>
    <span class="n">b</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">release_date</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">c</span> <span class="o">=</span> <span class="n">b</span><span class="o">.</span><span class="n">month</span>
    <span class="k">if</span> <span class="n">c</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
        <span class="n">a</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">c</span><span class="p">))</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">a</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;none&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;month&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">a</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>release_date</th>
      <th>revenue</th>
      <th>month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2009-12-10</td>
      <td>2787965087</td>
      <td>12</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2007-05-19</td>
      <td>961000000</td>
      <td>5</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2015-10-26</td>
      <td>880674609</td>
      <td>10</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2012-07-16</td>
      <td>1084939099</td>
      <td>7</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2012-03-07</td>
      <td>284139100</td>
      <td>3</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="o">.</span><span class="n">value_counts</span><span class="p">())</span>
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<pre>9       588
10      474
12      456
8       413
6       389
1       382
3       372
7       363
5       363
4       350
11      326
2       326
none      1
Name: month, dtype: int64
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Now I am going to select the revenue of each month.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">month1</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month2</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month3</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month4</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month5</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month6</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month7</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month8</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month9</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month10</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month11</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">month12</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month2</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month3</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month4</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month5</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">6</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month6</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">7</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month7</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">8</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month8</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">9</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month9</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">10</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month10</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">11</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month11</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">month</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">12</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">month12</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">revenue</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="k">pass</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month1</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month2</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month3</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month4</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month5</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month6</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month7</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month8</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month9</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month10</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month11</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">month12</span><span class="p">))</span>
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<pre>200
237
246
233
259
299
276
302
404
312
264
344
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># At this time, we can see that 12 months also have enough revenue information to be taken as sample on hypothesis testing.</span>
<span class="c1"># So, I am going to use all 12 months to answer this third question. But now, I need to choose randomly 200 revenue value</span>
<span class="c1"># for each month as samples.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">month1data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month1</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month2data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month2</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month3data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month3</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month4data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month4</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month5data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month5</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month6data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month6</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month7data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month7</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month8data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month8</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month9data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month9</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month10data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month10</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month11data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month11</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
<span class="n">month12data</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">choices</span><span class="p">(</span><span class="n">month12</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#VISUALIZATION: Now I am going to plot these data.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month1data</span><span class="p">)</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0x91dae88&gt;]</pre>
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<div class="prompt input_prompt">In&nbsp;[58]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month2data</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[58]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x81ad508&gt;]</pre>
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<div class="prompt input_prompt">In&nbsp;[59]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month3data</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[59]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x827df48&gt;]</pre>
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<img 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<div class="prompt input_prompt">In&nbsp;[60]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month4data</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[60]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x8264588&gt;]</pre>
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kEXQsQBfAbAUwAOAHhECLGPiL5GRNebhz0FYIiI9gN4HsBfCSGcX7fEFJT804WAmwhEFRihW+vQK+3DlZiYrpeFoEurpZIsl2w8dAghngDwRNJzd1oeCwCfN/8xZYT1uovrAj5XupRJeoQAiAguoorz0Dkpmh+6LiAEyqJsMa5XXlKUV4rOc6zClattogsBFwEuqkDLhe8pmhfKxiiDqDcRoTt/8MkWFvR5jq2aIx/LxUUgogq0XLgOPR+USJaBL80ROlNxWMUq146tK8ul8iJ0jSP0vJB9qBxEshI9dBb0eY69PC+3ji2U5UIVt5eL9VyUgTY5BrVYpwxEspwGn2xhQZ/n2O6dmbOHboi5i6jibAmucsmPclpOH9PmYdkiU9lYFwfl46G7CBVZtshVLvlRTqsvC1lU51RY0Oc5mi7gdecn6JouVNlixXnovLAoL8ppfxS530w5rGrNFhb0eY6uC/jcRjfIVdCFslwqOynKlkv2KF+6DERSWi0coTMVgy4EvO789jTXLUnRShN0XvqfH9JqiZWBSBZyty6nwoI+z9Esgp572aKAq4Lr0KUVxRF69pRT1BvjssX5w/7ucVxx1/MYDUbnuiklRdcBryc/4TLq0I2VopW39B9qoJsNcTrQM47L73oOI1Pl3d/ilh0Mnd4nNF5YNH843D+BU8NBdI+G57opJUUTFg89xwvQqEOXZYulaN3cYbWiZiOAO9w/idPDIZwZDZX+j5UQqzg6/SYXMV76P3+Ixo0vuZIy4OkwrAXTcsnxAjTq0CtzLxfreZkNyyVWIf3NKo5Ot11kW53ezlxgQc9AJZY0JSOFyufJPylqbJ9bgR66EPDJcs5ZGKxkP3N6VDsTtgjd4dM22VantzMXWNAzIJM70QoWdClU+ZQtCiES2+e6KtBD1wW8ntnz0GNlVO43HVZBd3qyUbZVc3g7c4EFPQMJy6VyvuxkpFDlk/yT+u2q4IVFyZbLicEpbPqnZ0ric0vLpdwDCOuA5PQl9bKt5VBimS0s6BlQlkvc2Z2yEKQG5xOJSgFP1KEXvXlzij0pany444NTGJyM4NRQsOh/rxItl7KJ0Cuo87KgZ6ASN+5JJmG55O4Vy2vAqEOvzKSox2Uv54xqpUtcqv5W9hF6GQl6BebJWNAzIL/kqMM7ZSEUYrlIAacK3T5XE8Zg5XaRGuhUnyjBrE32s7K3XPTysVxiZbQIKluyEnQiuoaIDhHRESK6Y5rjbiQiQUSbitfEuWE+WC56EQS9Uvdy0XUBNwFuIrWVbilLWSvGcrFG6A4XSk3dXcnZ7cyFGQWdiNwA7gZwLYC1AG4horVpjqsDcDuArcVu5FwQK+H02ikoyyWPskVluaTZy2UsGCteI2cJXRcYDyfarenGtsIuV+K8JGZtxe8T8Qrpb7YI3eGDUzltJJYt2UTolwA4IoQ4JoSIAngIwA1pjvtHAHcBqIillfNB0JMj9FwuQGuEbq1D33psCBv/6Wn0jpVXN/jV7jN42788h3BMAyA3HiMzQpd2iPl/CWZtlbJq0ZYUdbrlYp5rXVTOfj3ZCPoSAKctP3eZzymIaD2AZUKI3xSxbXPKvPDQk5KiuUTowrxW5T1FZR36mdEQ4rrAwESkuI0tMd2jYUyE45iKxAEkBN3lSgh6rISlrNEK6W/WoMDp9pGml489lC3ZCDqleU59eiJyAfgOgC/M+EZEtxHRNiLaNjAwkH0r54BovPIy4MmkJkWz/91MZYvhmPEmkbhWvIbOApGkOnBpubhdCTtJiW4JPlvFLP23bjvscJG0DjhOb2u2ZCPoXQCWWX5eCqDb8nMdgPMBvEBEJwBcCmBzusSoEOIeIcQmIcSmtra2/Fs9C8jpYiUnRWVALj30XKbImZKi0rKIlNl5kzaK/F9VudDsROjK4iuz85aMbWGRwwcna3+vlOX/2Qj66wBWE9EKIvIBuBnAZvmiEGJMCNEqhOgUQnQC2ALgeiHEtpK0eJaYDx56coSeV1I0aT/0sBm9SmF3MsFoHMcHpwCkCrqscnFZIvRSJkXlasVyX7Vo38vF2Z/FNptwuD2ULTMKuhAiDuAzAJ4CcADAI0KIfUT0NSK6vtQNnCuU5eLwTlkIyVUuueiUsFkuiZ8TlovzB8L7Xz2JP/i330EIgahmn1koy8USoUdKWIdeMZaLzcZw9mexziAqJUL3ZHOQEOIJAE8kPXdnhmOvLLxZc0+lTIGnI1HlIm8SnYvlYvyfvJdLRFkuzo/Qh6eimIzEEdV0xOJ2n1xVubgSdeixEuZVKqW/2WwMh0e98Xnqoc9L5oXlIoqYFDV/V0a4kZjzz5vV748mRd/T1qGXsGyx3PtbOe7lAji/rdnCgp6BuFqKbf3S9RkTPbouSnLBl4KUKpecPHS59N++l0s5JUUjFt88NSkqUpOiJRzk1T4xZR4pltVui7ZtCsr7vEtY0DOQbiOmL/xsNz738K5pf+9HLx7F73/vpZK2rVjI/qw89ByEKnn7XPlzuIwsFzWbiOs2cQdkUtSsQ5dli6q0sfgXf7xiLJfyiXpjZeT3Z0tWHvp8JF00dmIoOOOKspODQZwcLv72qqUg5QYXOVx/NsvFlbg4VFK0DCwXOehEYpplYU9i9aDbJQer5Dp0tlwyUU6+tLV9Tvf7s4UFPQPpBD0Ujc84NQvGNETjuvJgnYye5KHnsvxZXgzJSVFZtlgWlkssIeLRuH1moempS/9LablUzOZcZVTbXU73P80WtlwyEFP7diS+6KmIhlB0eishFDWWjofKoA47+Z6i+eyHTgR7HXoZWS5q8Imleui6EHC7YC79h+210myfWxlJ+LgmEPDmd9Px2SamJfa8L/fzLmFBz0DaCD2mqb0+MhE0BX8m4XcCWkrZYg57uSStFJU/W31ppxOx1MxnqnJx26pcZqFsscyFJa4LBLxu9djJaJa2coRe4aS7Y1EwGp8x8p4qJ0Ev4CbRqXXoxs/SQy+HlaLpqlwilgidUnZbLN1K0cTdc8pbWOK6QMBjCnqJBqdgNI6n9/cV/D4xXVeziXI/7xIW9AwkbnBh/K/rAuGYjpg2fVlieVkuxv+egm5wAdteLpGyKltM2EOJChZLhG5WucxOHXrpBovZJK4lRLJUEfrje3rw8Z9sQ89YYTfrjmsCfg9H6POC5LuwWwV6uuhbWi7B6PTWjBOQEbrbZYhyfrego/QeellUuUxTh55m6X8p71gk39vpG1rNREyzWC4linonwsa1NZP9OROG5WJG6GZ0MxWJY9uJ4cIaOIeUraDvPDWCQ70TJXv/5CTVlEWgg7HMHUmKfXlE6Akf3HrvzGyQhxqlfZa9XJR1MTuff+epERzsHc/rd6dbKaoLpO6HXsrNuSrEctF0HT6PC0SlW1iU2ACusPePaXrCQzfP+8+3d+FD92zBZBaDxV//fA8+99DOgtpQbMpW0L/yy7345lOHSvb+8aSL2BqVT0VmjtDLwUOWQqX2/c7bcqE5Wyn695v34a4n8+sHEcvgk7ywyIjQjXuKpiRF48UX3UpKirpdBK/LVbLBKVykoMmewDXO+/BUFJouMBmeWdDf7J/A0YGpgtpQbMq2Dn00GEVDlbck763pwhKVGf8HozNbLrouVCcLlkFS1LqnuZsoJ88zU1J0tqtcJsNxVXqWK6oO3Wq5SA9dLv13ESLx0louQgh17svfQxfwulzwuKlkqy/lLLDQoCmd3x/MIQcWjGg5zWpng7IV9PFwHMESRcHWC1ZexFaBnsrgj4fj2fnsTkEXiQjdai3k8rtGHbrxc0zTE1vNzpLlEoppcIVzF3QhhGpjOJbGcrEt/Td+Rx5T7MEqZtsvyFkCkStxXYfX7YLbRSWL0EPR4lgucV2gKqlscTKSfZXaVDQOh+l5eQq6pgtMRuJq6lVsrIKeznLJ9GXboviysFyM/90ugsdSzZEN9jp0Yy8Xa8Q0W0nRUEzLqd2SuC7UrCIY1dSFaV9YRHBTItdQKlskXX8rVwwbg+B1u0pWOSL7WeERuoDfFPTETDyHCD2qpb0/51xSloIu/a1SiaY1skibFM0g6NmIvpPQrJaLqxDLxRBAa8Q0W5ZLKKrlVUZoFYOJcEw9jmg6hBAqKepOe5NoFvRMxDUBr9sFj4tKlhSV133hHrquauY1S5ULkN1gMRWJO257j7IU9HHzAiyVoMvSsSqvW02BQ1lYLtbnyyFC1y1JUWNP8xwEXVXIJJKi8iIwfOfSf35dF2rgiGm62pMmG6wDzoQlARaJ6WqwUuelxJtzyff1uktnU8wWMU1XM76SJUXVBnD59zHdnKElLyySBQ8z5cDimrFDJ5kVXkTOEPayrHIZCxmCbrVchqeiuOlHr+DMaGGLDYDEBVbtc6vH2SRFsznGCfSMhXDjD1/BwEQEgCHKnpw9dON/VYeuJ3zzhipvwf5mNlhzFtlUJVixCrq1RC1qyQPI6h9NFxBClKy0UL5flddd9hG6pgt43QTPrFgu2Z2rqUgcH/zRq9h7Zkw9J+vOk5f+T2Vpucj8nRDOWkRXloI+kcZyOdQ7gddPjGDP6dGC319eYNX+xAVmXSiUKUIPlYmH/kbXGLadHMH+HqN+O7neOhuSV4oKi+XSUOWdlQjdekFP5Crolu9n3GK5ROOarfpH7ocu+4TXTYiatkyxkDPCGr+n7AXdKFt0mRF6iapccvTQTw0H8dqJYTyy7bR6Tvb1RISeZLnMEJAFLaXLTipRLktBlxdgXBcpX0SuF3Y65HtWez3QhfHl55oUdXLZohyQpHesItE87ljkciXKFqWI11d5EYkXV/TSEcogytmQyXKRWx8DSNSh60LN1Gr8hktZzChd9rcqnxsxTZT8vJWSuK7D6yJ43FSyih35vYezDBpkMPbsgX51buX3F0ha+i8tl5n3bHKmvZqVoBPRNUR0iIiOENEdaV7/PBHtJ6I9RPQsES0vflMTjIcSF688mUqkClwODCQ80mq/zIDrmIpq8LoJtX5PxoVFsuMQOetLTkbaE+Pm/1ZrIVsSSVGo+25aI3QhSr/q0Tqw5iro1qgqxXJJShZrQqiEaI1PCnrxok+5RbN8b6fvUjgdcU3A4yZ4XK6SfQ753YWi2X0HshTxzGgIh/omzHbaLZe4EvQsLZfIzAHeXDCjoBORG8DdAK4FsBbALUS0NumwnQA2CSEuBPBzAHcVu6FWrBGVPJlSZCdyvLDTIb9ceYFFNR2haBzVPg+qfG6EMiz9l21pqvY56ktORnZwKezJN3LIhnR7ucgLTS74KrXtYq9Uyd9Dl33G53EhGtdtWyLIG2DHLHkVoLiJUWuEbv25HFGWi7t0VS5qR89sI3TLgP3sgX4AqZZL3JwZKQ99huu3nCP0SwAcEUIcE0JEATwE4AbrAUKI54UQ8r5rWwAsLW4z7VijMXnig9HiWy7qAovrCEY1VPvcqPa5M9op8vmWGmcLurKnIkmWSx77obst+6EnInRjICx1sshmuYQKt1zq/J4ky8XYD11La7kUX9BrVH8r5whdN5KirtJZLrl66HIG1lrrx7MHjG135c24rfvOhC0VTjNG6BZBLzcPfQmA05afu8znMnErgP9J9wIR3UZE24ho28DAQPatTGI8lDo6yi8t12qHdCSm14lFB8GYhiqfG9W+zJaLbEtLrc9Ro3Yyk0n5BnfSbeSyQQZf1lvQyY5dH5AReokFPVpAhG62tcYyQNcFTEG35Aek5SIj8lp/8QcrlYS3zAjLlbhmLMjyuF0lr0PPdvGa/H4vWdGEk0NBs53G73pcLnhNe8gWdc8UodssF+d8X9kIeroCy7RXPhH9EYBNAL6Z7nUhxD1CiE1CiE1tbW3ZtzIJW4SetHeKjDoLQZUtWqKxkCVCz2S5yIUGDVVeR0foyYLucsGcIue39F8mRcPxJMulxINaqAiWS10gsR9QbcCDqKarwUoNdHqiyqXGX3xbJNnOKZUQzgZx3bKwqAQRuhCJ/ZJyjdDb6wOqn8i+7nGbi+o03bYdby4RupOCt2wEvQvAMsvPSwF0Jx9ERO8C8BUA1wshIsVpXnqsPrksL0oWqUKQHbHG4mlOReKo9npQ7XNPkxTVUO01ongnfcnJyI5rtRZcOXvoxv8uIrWXS8SSFAVKH6GHC6hyUbOJqsTaulq/B5G4bmfyhPMAACAASURBVNnjxvh8mhAWW6R0VS7Kzilny0XXVYQeK0FS1CgZNR5ne40Fo0ag1VrrR1TTEYlr6hr3KL9f2KPumapccjh2NslG0F8HsJqIVhCRD8DNADZbDyCi9QD+HYaY9xe/mXbGQ3H4zRsbqyqXiL1yoxASEVPi4g3FNFT7zQh9mqX/VT43At70PrtTytGS93qW1Rx57eVilvaJdBH6LFkuRLknw2XbrDt21vq9Ng/duvRfHi9Ft5RJ0bK2XHQBr4vgdZVmt8Wwxd7INkKfimio8blRFzC+u4lwXJ1zj+n3a0mWy4x16DkcO5vMKOhCiDiAzwB4CsABAI8IIfYR0deI6HrzsG8CqAXwMyLaRUSbM7xdURgPx9BeHwBgFXRZuVE8y8U6vZZJ0RqfJ+PComDMOKbK607pbL/Z042Lv/5Mxk4YjMZLcmuzdGQS9FymyLa9XFxkK1usN0Wy1Mki+f4tNf6sZ2b3vHgUV3/nxbSWS520XIR95qJb1jtIQT8zGsQVdz2PI/2TBX+OqPTQvc6qcrnnxaP45P3bsz7eWFFr3NIw1/6ULdbKlplWispBfioSR43fYxN0OWh75GxCEyoo9LppxnUkU9HyjdAhhHhCCLFGCLFSCPF187k7hRCbzcfvEkK0CyHWmf+un/4dC8MQdD8Aa9liMatczKXYtrJFDVVes2wxY4QeR5XPY/rsmi0if7N3AoOTUXSNBFN+LxzTcP33X8Ydj+6xvJeGr/zyDYwGowV/nmSSE8fyVms5JUUtK0XJvH1dJKbB73Gp2t7SV7kY77+gzo/xcAy/2nUGv9zZNe3v7O8ex6G+CVXKVh+wWy7WpdyqysVmuRifbe+ZcZwaDmJf9xgKJZ6Us3HKFrrPHOjHy0cHsz5eniO3y9htMa4LPLLtNP7njZ6Mv3N6OJjTzNV67U1XtnhyaArrvvY0dp0eRTCqocbvQa3fGLwnw3GVp/CYfr+m6yoobKnxZ1GHHocvySVwAmW5UnQiHMeCOnuEXoqyRRUxxXUEo3EjQvd7pi1brPG5UeVz20rdAGDULKs7PZK618zdzx/Bkf5JnBpKiP2u06P46dZTePXoUMGfJ5nkezG6CHksLErUoVu3zw143coOm62kaFudEaF/95nDuPd3J6b9ncFJY4DsHQ8DSE2KAgnRULMPPdXn7p8wfn9osvABN3mwcIrlcqR/EhPheNb3OZX9x9jLxUg0/vv/HsV9r5xIe3zPWAjv+ObzqjY8G6SIV/vc01odxwanoOkCxwYmMRmJJ1kuscRWDq7E7FTOvFtqfTPOLqeiGpqrfQDKbGGR0xBCYDwUw4KkCH3SssKr0BvtxlMsF4GpaMJOCcW0tDsTBi0eOmD3+0aDhqB3JQn6icEp/Oh/jwJIbDpmPDaEYrgUEbpF0I0IW5bnZf8ewmq5WLbPDXhdarHGbCRFq7xu1Fd50TMWxrHBKQxPTX++BieNfH33aAg+j0sNPkCiJFEOFOom0ZayRdkn5MZmM/29bFCWSwlq3PNlaDKiPttoljX+cmbhdiVucDE0FcXAZPoaie7REHSBtLPWTFgX74Wn6V/D5kA7EowhGI2bEbpxfsctlot1NjFlqVfPpsqlNuBBwOsquzp0RzEV1aALpHjo1qg5mxu8Tkc0qS44HDP23K427RTr37ViLW0E7DeTlhfFmSRBf/3EMGKawCWdzbYLRw4AIzkKxvMH+3Htd1/K6McLIWznR+7n7M4xiZVIHCa2z43ENfg9bvg9xbNcnjvYh6u/86ItCSWRSei6gEcJ7EwWVULQw/B7XPB7E5eAjODkd2tNikZV2aKM0I33GSqCoMt1D07y0N/sS+QGZF+UPPTaKbztX55LCWqkjeF1G/cUjcQ1jAZjGJxIL+jDU2YfD2af95K+eWO1d1ohVYNRMIrJiIZqn0etj5iMWJOipt+vJ8oWW2pnXhgoE60ywHMKZSfockVgY5UXfo/LtrCozp9IehRCLClCl5Fztc+toqh0idFgzNwewLwwrZ1izBSa5GhkxHx+zcJajAVjyk+UfzNTZ3/wtVP48I+3pDy//eQIDvSMo3csnPb3rKvhAEO0AOSRFE1UgiSW/hsRurJcirD0f9uJERzqm8DvDqd6uaGYhoDHpS5UwBjwM13omi7Uhd49FjLtIbd6XQ3gynJJnJ9oPNlyMUQq1wE3HSl16A7w0I/0T6jHyYPkG2fGcGY0lHKdxS1Rr8dNarAbD8fT9gXZ98dyWOUrv9umasMWyeS/y5ntSDBqRuh2y0WeY+uq1qmoBp/bldU6kmA0ca2z5VIAapl2wIsq00cTQiAY1dDeYETtudYkJyMjpiqvnKIZ71flc6soKt2XGIwYEWNVmihedtpky2VoKgqf24XFjVVG8tX8HRmtZxKMV48O4ZWjQykX29CUITTSI05GRufSFpER+oI6P7pHQ1knqORhZG6fC5gCaxHJYtyGrm/c+DzpfNZQTEPA4o1KkiNKyUgwqgazibBR+ioTWz7LY5vlYn44KSSyDn1osniWSywpKTrbHvpLhwfw/CH7+T1sqd5JDirkYJZsB0pB95rb51q70mCaXIPsu7kk/tV+QdVe6NNsAGe1XGSVi8yRGElR++AjLZdqf3ZR92REQ43fjYCPI/SCkOJaX+VRJz5i1g4vNG2YQpf/J9cFWyN0GbWnW1wkFxali9CV5ZJ0A47hySiaa3xoMhMsUozk/5k8dCnYh5PK5gYmjOP7ZhB0mVR2mxHoitYajIfjWU9/k0v7AOPzBjxuZWMUw3KRycdnD/anTPHDUdNDNy9Ujym+mUR2MMnL9Vs8dL/bBZ/bLuiudIJufv+yKXIALQTrDS6Mn2dX0L/99Jv4198esj33Zt8E2uqMPNVIUh/sN/vWcNJnj1tru5PuHpXOdsnHcgmpCN1r+zmZIYvlIu0Rr9vI70xE4hZ7yKV2hjSOM3TFujV3OqwROnvoBSAtl/qA1xT0hPclffVMlosQAj9+8RhODk1N+zdiuoDPnYjYpLhW+9yqlDF5+b+uy8VHnpQIXdcFxkIx+NwuDExEbB1gJBhFU40PjWbtthw8ZFI0U4QuLZU3+yZsz0uBySToU0rQjYtV3jlrRWsNAOD44PTnRn3epKQoYFhOfm9CGIthufSPR+DzuDA4GcGeM/YSwZAlKQoAG5Y3Acgc8SVXpFj9fp/FT5cDsVz6DyQEXSbWJMWK0L1uUv2t2IK+5dgQfu9fX1B5hmR6x8IYnLB/jiP9k7iksxlA6vlUEfqUXYhjmj3qtZI8mFrfdzQUQzim4brvvpS2quv+LSdxqNfo59JDlwFQpkoqOdgMTUYRimnKKqsLeG2Wi8clLRfdjOTTz7CTmTIjdPbQi8CSxio0VnsRMP0rGS0vMi2XTPu5DE1F8fUnDuDh10+nfV0Si+tmYsfolOMqQveo0rKpiFHp8h8vHcNoMGorp5KRltpfJhyHEIZPDhhRuuzgQ1NRtNT40GBGHNlE6EKIRITeZ4/QpWjNFKHLwU9GoLkLemIvF3k/xWDUsFxcLoLP7co5Qtd1gc8/sgvbT46o5/omwrj6vIVwuwjPmTvlScLmhmnSQ798VSuAzLMaec69ptj4vXbLxW8ORGGb5SL/ln31sGQ0FMvrVmufe2gnfrHdqJmX90OV7Sr2PvJP7u3FsYEp3P/qiZTXNF2gfyKCoamImgENT0UxOBnFumWN8LjIFkHrulADQ3KwkShbdKnZksQ6mMhBcMRiuZweDmJ/zzhePWYX9Ehcw989thc/3XoSQEJkG01Bz7S4SOVKzBmxtMrq/B6jFFMtLLIs/TerYRJVaqlC/fXH9+N7zx5OROjmupRdp0dTbKu5oOwE/Z3ntuPlO34Py1tq1N7kSqQaprdcekYNkTs1PH2ZVEzT4fW41E2HpUDU+N1orjE60tBUBPt7xvFPjx/Avb87rnaArLZ46FIYZNR9/uIGAMDfPbYXl/3zsxiajGBkyojQG1SELju59NBTB6eRYEwl6Q73J0XokzJCTx+NyXMjp9NS0Jc1V8PtIpzIUtCFJSlqs1zMi8Hvyb2c69RwEI/uOIOn9xvCLask1iyoxeoFtdjXPW47PhTTEfC6cdnKFnzh3Wvwvg3GJqCZZjVSVFa21ao2+tN46FIkXDNE6Ma2wbl5wIBhTWze3Y3nTAGIaQIecxA0fi5uhC4HyPu3nEz5TgYnI9DMzcdkP5WrX1e316Kx2mv7fMPBqBLD5Aof68Iij8v4LFLX5WB6pH8Sm/7paWw7Maz69mgwpgKU5CqwvjEzJ2TOSMNJlkumxUXDloQsAEuE7rHV1subcWimh14zQyXbr3f34IGtp9Sak4DpEnz76TfxN4++kbYts0nZCboVmWGWJW3SQ8+0n0vPmNFZZhL0qCaMbTXNC1yK3OLGKiw0B42esbAa/R/deQaP7ToDANi0vDnRIaIywWl0rvMW1wMAXjk6hJgmcHxwSkXojUkeury4JiOpWwLIzl0f8NjKy0JRTS1JzpQUldU5so5fCpbX7cKypqqCLJe+8TAWmu/r9+YeoUv7qNf8nvrNQam9PoBVC2pT8gWyDj3gdeOz71ytZh3JVoBkcNJIQHe2GLMR6yIoq8WWLikaimlwu8hWt760qdr8e7kJet9EBLpIfI9RTYfP41K+c6yI9ftTkTj294zjLSuaMRKMqehSYq2GkqIrv4fV7XVorPbZkszWmV+yt25bWGSet5ZaP+oCHpUUPdQ7AV0AB3rG1e+Ph2Mq2EquApPXrPy74ZgGosQWzemChpimYzwct31XMvdRG/AYC4vS7LZorChNnWFLwjENveNhdW1V+xMeetdIED1j4aLcYKcQylrQ5egoI/TmGh+8bsroofeYnffk0MwRus9Nagp8eiQEn9uF9roAqn0eNFR50TsWVu/XNRLCd585jEvPasbaxfUpHUJeEGva65RnBwAnhoKYCMfRbPHQZfJ0NBhV75McAcrO/bZVrRiYiKjXpX9OlEhcJSPPjUqKWqbGna01KYL+q11n8Omf7kipfrHfJJrM54BVC2T061ZVLv/18nH88AVj8dT/t+Ukvvfs4bRtk4Itz6tMiLbV+7F6QR1OjwRT7u0qzxFgDEp1AQ9GglH818vH8dkHd9ousKHJCFpqfWip9ZltTF/lIr83twuWpKhhw7ks399ZbcbAkGstugwEpJjGS2i57O4ahaYLfPLKlXjHmjb84IWjuOKuF9RMzjrwD1ii6BqfG4sbAmiq9tqEu99inSTnJNRyeldicGqp8aGt1q9mR1Kwu0ZCysoRIjHTTC4akH1BtlMm3gNJhQfbT47gFXObAjlDO8uciQEJq6zO78VkJA7Nuh+6ablMmhF6IEOEnlyhJuvQg9G4+k6z2dvnAz98Bfe9fHzG4/KhrAW9ymeMjvICrPV7VNIjHd3maD8WimEsKbP+9P4+HBswvoy4tFzMaaOmCyxtqoLLvJAXNQTQYwq6102oMUuX/vRtKwAY0zuvm5TwSpFuqfXh1stX4K4bLwQA7DWTfE01PlT73PC6CWMhw06ZimroNH3tZE9YdvK3rzY8YymE8gLrbKlB73g4bQliclJUijFg+OgnhqZsv/fbfX14/I0enEgaBGWETub2uZJVC+oAyAjd+F7uefEYvvXbQ9jTNYqvP34A97x4LK3vfFhG6OZ5UxF6XQCr22shBHB0wDIjMT10K801PowEo/jFji78enc3PvTvW9R3PSgFvUYKuj0p6kvy0G2WS1xTFpwU/rNaDcHINUKXtkLfeFjZHYagmxG6ZYFXXNPxwNZTeUd+208YdsuGjibc938uxv/70DoMTkaw89SoaoNEiu7h/gmsaq8DEaVE6DJQaEwSeqOtiUSjHJxaa/1orfOrwUKK4umRIEaDUSw2Z7wHe+XsLGxb6S2v2YGJCOKajnBclgab35U5m/mLh3biwz/eitsf3Kn6z0pzwAUSEbqyXFIidKP0udoSoSd76KeTZvY1ZgGEUeggLdDpBX0sGMP2kyMlK00tb0H3uhCKaipCr/a5Uev3ZFwpKqd1gN12OTYwiU/cvw3fecaIHOUFZo3GljVXq+MXNgTMCD2EhQ0B3LRpGc5ur8M7z20HYESKaxfVY9dp46KRi4oaqnz48rXn4v0blqK5xoc9XcbrLTU+EBEaqoyLR9otZ0lBTxKM3vEwXAS8baUh6LICQEboaxfXIxzT01pPU5E4iIwLDbBH6Ge11iAY1WxRmIzYX0hK+Fj9UuugYI3QwzEN3aMh9IwZwvXR/3wNoZjxfVmFWSLto54xYzCSYrOg3o/V5vtaI6BQTLOt9ASM6ofByQgO901iQ0cj9veM41Fzw67ByShaa/0qD2JdKWqzXKKplkskpinBl8IrI/ScBd2M5uK6wNBkBFGzykUJumU/9NeOD+NvfvkGPvvgzrySr9tPjWBNey0aqrwgIlx19gIAiYGxx2a5GJ/jcN+kOt8pEbo5yJ7dXpfyuRMi6VLnraXWiNAHJ+0R+sGeCcR1gRXmOZR9OK4L9Fn6n5zF6MJoXyiqI+BxqYFY9rGukRAuWtqAzbu78cg2o+hhpSVCl0nRWlPQE3u5GLOJqKZjIhwz1rd47RH6K0cGcah3QmnGRUuNXFi1z0igWr+Ww30T+NWuM/jnJw6k/T6OmOfd2rZiUuaCbkTGcue8WnOLzP7xCP7r5eMpZVq9Y2GVfDw5nLAWvv/cEegCSmCj5hQYSFy8y5qr1PEqQh8NY1FDFe5871o8fvvbbeK4blkj3jgzBk1PJJuse28vbarC/h4jySdLsBqqPBgLRVVitLPVGESSE6O9YyG01vrR0VyNhiov3ugyIn1Zeia9+nS2y0QkjlpfYl+LZMsFAI4NGOdGCIETQ1LQ7bcMPDYwieYaH2p8buWht9X51Wdc2VaDXadH8fqJYQDA+o5GjIViuGCJcTHsPDViez9NFzg6MIlqnxvRuI6RYAz9ExF4XITmah+Wt9TA4yI1Ndd0Y38Vq+VinEvjfETiOm6+uAOLGwLYZiYFBycjhqDXJnx+nzvVcrEt/aeEh261Z4D8Bb3bYiv0jIXNqiqXOTjak6LSz37h0AC+lVQrng4hBL74s914/lA/hBDYcXIEG81yTsBYkNNa61cDY99YGIsbAvC6CYOTEYyZ531NuxR0H0YsK5j7JsJoqvZiYUMg5XPbkqLKcvGjtdZnsVyMz37MDBRkPqN/IqK+izMjIXPDugl0W4Kw3vEwwnFjMZmqRIlpqo999frzUO1z48m9RlJ95QKLoFvKFq1L/91m0NY1EkRME1jRUmNLigoh8OkHduBrv9mHk0NBVHnduPaCReZ7um39z+9x4c2+SXz3mcP4j98dT7tdxVHzvK9awIKeglylJROB1eby3lePDeEffr0fH/7xFuUVAsb07WKztlaOtscGJvHYrjNorvHh5FAQI1NRVRcMJErcOqwRen0VBicjODk8hUUNASOST1pIsb6jCcGohjf7JjAajKHG51ZCABill3KaJj1dOb2VA8AKOaUPJkfoESw0/+66ZY3YedoULBmhL6o3j0sVdLlqrtqcglqry1abdskBc6AZmIggGNVQF/Bgy7EhWwLqYO8Ezl1kTMulFbXKEnVcc/5CDE5G8eOXjqHK68Z3P7Qel3Q249sfvAgNVV415ZecHg4iEtdx2VktAIxkWN94BG11fqMM0uNCZ2uNKtOUbUkR9Bqfmpmsbq/Fxs5mbDsxDCEEhiajKZaLXDHr97jgd9sjM7cr8dkMDz0RzQOGbVUX8OQl6PI9esbCqmwRMAIIq+VyuH8S9QEP3r9+Cf7zd8dnrKjZcmwYP9/ehUdeP40TQ0GMh+O4aGmj7ZhVC2pUpNg7HsbChgBaavwYnIioAVP2hcZqH6LxxArm/vEI2usDhtBnLFtMlPy21PrUbphG8jBkCyJkuSwAnLfE6LfPHujDN586hJ+8ehI9YyFVkdU7FkJYeegJe+y148Oo9Xtw4dJGbFzepGYDZ7WmWi5yEZq8xrxmlYuM2NcsrFODRTCq4dRwECOmTXJkYBIdzdW4+ryFWNlWg1ULapX1AwCXrWzBlmNDaqdHGWhZOTowCZ/HpRLqxaasBb3aa9zUdzwcg9dN8HvcaK8PoNbvwV9dfTZODQfxqZ/uAGDUz/aNh7FqQS1aa304NRSEpgv8zS/fQMDrxj9cfx4AI4lkvcCkCC+zfAGy3r1vPIJFDVVIx7plxkW06/QoRkMxW3QOGIIukRF6Y5UXo8GY8iw7W2SEniToYyFV0bOhowmH+ycxHo5haDKKap9bXSTpShenIhpqAx41BbXaJQsbAljcEMAOM3qWdssHNy1DJK6rpFNc03GodwLnLjQuQFmHvro9IehXnr0APo8Le8+M46JlDehoqcYjn7wMq9vrsG5Zo7KjJDISvWJNm/kZw+ifCGOB+TkBYPWCWhVZSoFJ8dDNc2m0pw4XdzahbzyCPV1jiGo62mr9agA19p2xeOiehEgAyXXoWsog31DlQ3ONb8ak6Obd3Xj/D15WUWH3aBgXmNP23rGQeR9O4z19bpfNcjncN4k17XX4s8vPQjSu49EdZ6b9W9Ju2HFqRM04L0wS9JVttTjaP6nWMyxsCKDN9LkPJ0WQsjzwga2ncPuDO9E1Yghsc40PExH7Hi3WhUXKcqnxKXvvcN8kQjENF5qfHUjMcgBg/TJjJvGw+Rm2nRhB71gY681rqXcsrDz0RISu4/UTw9iwvAluF+FSMyAgSsw4gUSELmemI8Eo3C5jHyJrzfzqBbW2smPZT8MxHa8cGcSy5mqsaK3Bs1+4EosaqlRAUev3YGNHEyJxXX32HUlBC2BYhme11tgGtWJS1oIuR8ehyaj6wr52w/l47ovvwKevWoVPX7UKW48PGwslpiKIaQKLGwPoaK7GyaEg7nnxGLYcG8ZX/+A8XHXOAhABu0+PmR66ccJlPW2yhy5Z3Jh4bGV5SzWaqr3YdWoUo8EYGixCAwBLmqyCblw0DdVejIUSgt5W50ed35OSfOodC6s2bFjeCCGAXadGVRWHLN+zJrxODk3h4z/ZhoO94+biCReIkNKxNixvwg7TopDVQDdfvAxtdX586edv4GDvOE4MTSES13GuOROQb2GdRtb6PbhitSHOm5Y32/7GumWNONQ3Yct1SA9VJnq7x8LoH4+o5C1gXGwnhqYQjiU24AqkidABY8Cs9XuU3fClnxs3D3nrylaLh56hbDHN5lyG5ZIQf8BIDDbXpEaqyTy28wx2nBrF1mPGTOHMaAgXLGmAz+1Cz3gY0XgigPC4SQm/EAJv9k9gdXst1i6ux0XLGvHga6cgzO18//5Xe22baI0FY3jijR40VHnRNx7Bk3t7EfC6lH0iWbWgFuPhOAYmI+gdC6O9PoDW2kTuocrrVgFHo9k373rqEDbv7sb+nnG01wfUOZR99VDvhMrhWBO8LbV+FWG/ZlojUnQBoKO5RiXVl7dUo7XWr97zYO84hqaiOG9xA7xuQu94xFzrkLiJSu94GG/2TeKSzibzvY2+1ljlRa3fo75fuQeT3P9+NBhTfV+ual3SWGUkOi0VNLtOj8LvMa6VuC5sM3Ug0f+WNFZhdbsxq3nbqlZ0tlQrWzEc0/DpB3bglSODODIwWTL/HCh3Qfcm9qaWEWdDlVeV5L1tldFxXjs+pBKiixqqsLylBq+fGMY3njyIa89fiJs2LUWt34NVbbUpEbrXk5oUXWQR9IX16QWdiHCRGYmOh2KqLFEip1yN1V5l1zRW+QxBVztK+tCUJBjBaBzj4bgS9HXLGkEE7Dw1ata0+xHwutFS48OWY0PK+3xg6yk8vb8PRwemUOt3g4hQ4/PYInQA2Li8Cd1mjf3xoSl43YQVrTV48ONvgdsFfOTHW7HNrJw4Z5HRgeV7rErqqNeev9B4z84m2/PrO4xBaLcZ/fSPh3Hvy8exoaMRnaZX3jMaQu94WN2ZCgAuW9kKXQD/+Jv9mS0Xc+CUInbOwnrU+j041DeB6y5YiLWL69FS48flq1uxvqPR5ovLyDKUpsolFNXgUxG6C7V+D7xuF1pr/TgxNJV2f3zAmM28ftwQsif29mA8bCyEW2Kuaeg1LRfZDq/bpQR9aCqK0WBMVQ59+JJlONw/ia3Hh/Hr3d3471dP4v8+cVD9rcd2nUEkruOvrzkHAPDb/X04b3FDih0oB95dp4y7+SysD6C11o/BiSi2nRzGuYvqlNUk10dELQP4grpEYnl4Kopn9vfh97/3Er66eR8AeVu3hOWyvqMJXjfhvleMUj2roLfU+FRNeXu9XwU6GzoaVbJxcWMAC+oC6BsPIxwz8iYB83z9r5nbkVbqBUsaEfC6VPuaqn3wW2r85QZdfeNhZQvJCP3shcZ5DliSortOj+KipY3Kxuxots/IZTS/pKkK5y+ph9tFeP/6JdjQ0YSdp0chhMA9Lx7D43t68I0nD+L0cNDm7RebshZ0eeKHpiLKI7NywZJGVHnd2HJsWC1QWNQQwIVLG+Aiwu2/twrf+dA6ZRlctKwRu0+PIhrXbRUNDVVem2XSbovQ01sugNFxD/VNYF/3mIp0JDICsloEjdVGwmZwMgIio8SqqcaHYUvZmExOyg5WF/BizYI67Dg1YlZxGO/3qatW4aXDg3h0xxkIIfDUvl5sWt6E379wkYqcq3zulAhdRtPbT47gxOAUljVXw+N2YdWCOvzgIxsxNBXFt59+Ex4XKWFY0liFuoBHXfCSG9Ytxg8/sgHvMP+eZOPyJgS8LvxmTw+EEPjSL/YgGNVw140Xwu0itNcH8Nv9fRgLxWzvednKFnzyHSvx062ncP+rxlLwZEFvrjHO8xrz4nS7COs7jEHvL9+1Rj13/61vweWr22yWC2BE6lbL5RzzfYwS1YT4y/7w3gsXoWskhN/u70U69veMYyISR0OVF0/t7VWlb3KRmuGhC5uHPhmJ4zd7loTjhgAAD0pJREFUutXKWDk4/cFFi7GwPoB/+PV+/PilY3AR8NzBfuzrHoOuC9z3yglctKwRN25cCr/HWP1otTckMkJ8+YhhoUnLpW8ijD1dY7j6vIXqWDlAttf78bNPXoYbNy7Fu9e2K8F8Zn8fPvXADnS0VNuW01/c2Yz3r1+CcxfWo7nGh3evbcfpYeMaXLfMGEhdZNx/Vs5Q2+sDWGpeF194z9kqcl9sGfzCMQ1+rxses25/f884Wmp8ah8fn8eFK9csUH2zsdprW90rd+bc1z2OjeYg4DZn4dIylAvIxkNx7Os2LEM5CHW02CP0KkuEvrSpGq/c8Xu4Yd1irO9oxMBEBP/75gDufv4IGqu92N01Bl3YyymLTVaCTkTXENEhIjpCRHeked1PRA+br28los5iNzQdcnQ8MxJK2WMDML7cTZ1N2HJsSGXLFzUE8LHLOrHnq+/B599ztm3KvnF5E4amojjcP6kiDJ/blTLNqvMn9nSx2i/J/PFly9HRXI2pqJYq6GYkIi8MIFEFc2ooiIYqL1wuQkuNDwd7xtWGYg9sPYUljVW43CKSG5Y34rXjwzgxOKX8yv/z1k5c3NmEr/56H144NIATQ0H84foluPvDG/CJd6wEYCyMcCUJ+jmL6lDldWP7yREcH5xSVQjy/Fzc2YT+iQhWLahVYnjFmjbsuvM9yu6QeNwuXHvBopS/URfw4r0XLsbmXWfw4Gun8cKhAXz52nNUJLqwIYAj/UbFy/UXLbb97l9dfTYuWdGM/5aC7ssQoZvvBQB/+e41+NaNF6kpsZWEkJtbFnhdasrvIsLq9jo107CKblONFPTFWNFag3977giEEPjF9i685f8+g5+ZPvAWc2+Sz797DYamonjwtVMAjO9/kSVCl1Giz+PCE2/04DMP7MRXfmksJZcJymqfB3//B2txoGccB3sn8Le/vxa1fg+++8xhPHuwH8cHp3Dr21fA53EpIU9OiALGNVDjc+ORbUY5Z2dLDVpr/Wq72+vMKg7AiMbdLsJH3rIctX4PvnXTRVjf0aT67feeO4y2Wj8e/fO34vPvWmMMdtVetNcH8O0PrVPfz02blgGACo6WNlahocoLt4uUHdleH8AlK5px3uJ6XHZWC85uT/SHhfUyQk8sJguY/e/6dYvVdwMA371lHf7tlg2qP1Rbgj3rPWS/dPXZ5vdpnHtrn6nyufHEGz2IxnWsW9aEa85fiDq/B2sX2QdIJejm9dxeHwARYX2HMcD8yX+9DreL8ODHL1X2T6kqXIAsBJ2I3ADuBnAtgLUAbiGitUmH3QpgRAixCsB3AHyj2A1NhzyZI8EY3nvhorTHXHpWCw72TuB/9vbA7zGmYi4XpXivAPCBDUvx9lWtNk9z4/ImXHW2PcIkIixsCMDncamKiXRU+zxqEVFLjd/2WkOVF3V+j00EpegfH5xSFs0nrjgLkbiO937vd7j7+SP43ZFBfOjiZbbI+hNXrMSFSxsQiiUWI7lchH+9aZ3xunnn9nevbU9pX9KmePC6XbhoWQOe2tebIugAcNsVxmCQHI3nmuS55ZIOTEU1/O1jb+CCJQ346GWd6jU5SN6wbrHtnp/y79z53kT3CyTVoa/vaMJnrlqF95yX+KwbOprwgY1L07bD7SLU+T2orzIu9L981xo01/jgcydunHH7O1cDSIj/TRuX4iNvWa5+/1NXrsS+7nGc83dP4gs/242JcBx/Z/rbW44N46y2Gnxw0zI0VXvx062GoC9uDKioczwUU9tMeFzGzULqAx50jYRQ5/fYbKdrzl+Iq89rx/KWavzRpctx2xVn4bf7+/DpB3ZgUUNADT5SUNJF6FJwqn1u/Mv7L8BFyxqVz33BkgabvdhU48Pjt78dn7pype095MAZ0wQ+967VaKz24bPvXI1dd747pQAAAK5Y3YaF9QEsNYVvaXO1xRYxjm+r8+Njb+3E47dfDpeLVP5jUUMA7fUBHBucQvdYWAVYfvMa/sAG+3fr9yQqys5ZVGfzrOXOnO9bvwTnmyW07iTLBQC+8O41cFEiKLy4sxlv/MPVKQGc3MN+aZN9pn7uonp86sqV+PK15+CJ2y/HuYvqccO6xfC6SS1IKwWpYW0qlwA4IoQ4BgBE9BCAGwDstxxzA4Cvmo9/DuD7REQil9t558HG5U24Yd1i3HJJh82XsyKTJNtPjuBvrjtX2Svp8Hlc+NFHN+IT929TVSpff98FaY9d1FCFuC6mfT/j77fgwY9faqsAkXzsrZ2259vM6Hp/z7havPCWs1rw+O1vx+cf3o1vPnUIbhfhg2a0I+lsrcHDn7gM/eNh5XkCxvTwWzddhE/cvx3rOxpVslSSzqYCgE9ftQp3/OINROK68skl7zxnAW7cuDQlcs6VDR2NOLu9Dof6JvAPN5xnGxAWme388CXL0/7u+Usa8IfrFuOxXd0pA7PP48IXzcgrWx76xKUqp/Gxt3biw2/pwEgwqnbAPHdRPT5z1Sp1Md+UdP7ft34J+iciGAvFcFZrDa48ewGu+95LeP8PXkEwquGDFy8zIr6/uBwvHR5EXBNYUBfAovoAopqO7rEwPmIOkD6PCzU+N371mbfjT/7rNSxqCNj6GBHhhx/ZiHDcqIv/7O+twoI6P/7xN/vx51euVIHIH1+2HO31AVtZoJUf//EmECVsSzmzu/aChSnHnrOwPuU5KcKrF9Ti/RZBTTdTBgzR/O7N6yAF4UtXn61KB5trjNJGb5LX/8l3rMTG5U2o9nlUVPvxy1fgz83BpcrnwuoFtWrdRTrufO9a2/lbUBfA9z+8HpevSgRp9ebdz6zC/9HLOvHhtyzHeCiWMvO0csGSBvzt75+Ld51rD5bcLsKXzFyG5O/euxY3X9KRMqssKkKIaf8BuBHAf1h+/iiA7ycdsxfAUsvPRwG0pnmv2wBsA7Cto6NDzAZxTRf/+tRBsfXYUFHfd+uxIfHU3p6ivmdc08VvdneLrz++P+W9dV0Xj+44LR567WTO7/uL7afFthOpn/+3+3rFkxk+g6bp4mDPuIjFtZz/Xra8dnxIPPzaqZTnj/RPiPtePj7t7/aNh8RdTx4oafsKYcfJYfGXD+8Utz+4Q+zvHkt7zOBEWHzvmTfFgZ7E60/s6RbPHuhVrw9MhLP6e3FNL6i9oWhc/OOv94mhyUjWv3P384fFzlMjBf1dIYQ4PjApXj06OO0xsbgmTg1N2Z57bGfXjL+XDZPhmDjUO17w+8wWALaJDHpNYoYgmohuAnC1EOLPzJ8/CuASIcRnLcfsM4/pMn8+ah6Tulu9yaZNm8S2bdtyH4EYhmHmMUS0XQixKd1r2SRFuwBY55hLAXRnOoaIPAAaAAzn3lSGYRgmX7IR9NcBrCaiFUTkA3AzgM1Jx2wG8DHz8Y0AnhMzhf4MwzBMUZkxKSqEiBPRZwA8BcAN4F4hxD4i+hoML2czgP8EcD8RHYERmd9cykYzDMMwqWRT5QIhxBMAnkh67k7L4zCAm4rbNIZhGCYXynqlKMMwDJOABZ1hGKZCYEFnGIapEFjQGYZhKoQZFxaV7A8TDQA4meevtwIYLGJziolT28btyg2ntgtwbtu4XbmRb7uWCyHa0r0wZ4JeCES0LdNKqbnGqW3jduWGU9sFOLdt3K7cKEW72HJhGIapEFjQGYZhKoRyFfR75roB0+DUtnG7csOp7QKc2zZuV24UvV1l6aEzDMMwqZRrhM4wDMMkwYLOMAxTIZSdoM90w+pZbMcyInqeiA4Q0T4i+gvz+a8S0Rki2mX+u24O2naCiN4w//4287lmInqaiA6b/zfNQbvOtpyXXUQ0TkSfm4tzRkT3ElE/Ee21PJf2HJHB98w+t4eINsxyu75JRAfNv/1LImo0n+8kopDlvP1oltuV8Xsjoi+b5+sQEV1dqnZN07aHLe06QUS7zOdn85xl0ojS9bNMtzJy4j8Y2/ceBXAWAB+A3QDWzlFbFgHYYD6uA/AmjJtofxXAF+f4PJ1A0i0AAdwF4A7z8R0AvuGA77IXwPK5OGcArgCwAcDemc4RgOsA/A8AAnApgK2z3K73APCYj79haVen9bg5OF9pvzfzOtgNwA9ghXnNumezbUmv/yuAO+fgnGXSiJL1s3KL0NUNq4UQUQDyhtWzjhCiRwixw3w8AeAAgCVz0ZYsuQHAf5uP/xvAH85hWwDgnQCOCiHyXS1cEEKIF5F6V61M5+gGAD8RBlsANBLRotlqlxDit0KIuPnjFhh3DZtVMpyvTNwA4CEhREQIcRzAERjX7qy3jYgIwAcBPFiqv5+JaTSiZP2s3AR9CYDTlp+74AARJaJOAOsBbDWf+ow5Zbp3LqwNAALAb4loOxHdZj7XLoToAYyOBmDBHLTLys2wX2Rzfc6AzOfISf3uT2FEcZIVRLSTiP6XiC6fg/ak+96cdL4uB9AnhDhseW7Wz1mSRpSsn5WboFOa5+a07pKIagH8AsDnhBDjAH4IYCWAdQB6YEz3Zpu3CSE2ALgWwKeJ6Io5aENGyLiV4fUAfmY+5YRzNh2O6HdE9BUAcQA/NZ/qAdAhhFgP4PMAHiCi+llsUqbvzRHny+QW2AOHWT9naTQi46FpnsvpvJWboGdzw+pZg4i8ML6onwohHgUAIUSfEEITQugAfowSTjUzIYToNv/vB/BLsw19cvpm/t8/2+2ycC2AHUKIPsAZ58wk0zma835HRB8D8F4AHxGm4WpaGkPm4+0wvOo1s9Wmab63OT9fgLph/fsBPCyfm+1zlk4jUMJ+Vm6Cns0Nq2cF05v7TwAHhBDftjxv9bzeB2Bv8u+WuF01RFQnH8NIqO2F/UbeHwPwq9lsVxK2qGmuz5mFTOdoM4A/NqsQLgUwJqfMswERXQPgrwFcL4QIWp5vIyK3+fgsAKsBHJvFdmX63jYDuJmI/ES0wmzXa7PVLgvvAnBQCNEln5jNc5ZJI1DKfjYb2d4iZ46vg5EtPgrgK3PYjrfDmA7tAbDL/HcdgPsBvGE+vxnAollu11kwKgx2A9gnzxGAFgDPAjhs/t88R+etGsAQgAbLc7N+zmAMKD0AYjAio1sznSMYU+G7zT73BoBNs9yuIzC8VdnPfmQe+wHzO94NYAeAP5jldmX83gB8xTxfhwBcO9vfpfn8fQA+mXTsbJ6zTBpRsn7GS/8ZhmEqhHKzXBiGYZgMsKAzDMNUCCzoDMMwFQILOsMwTIXAgs4wDFMhsKAzDMNUCCzoDMMwFcL/Dz9ZSRqA6lwHAAAAAElFTkSuQmCC
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<div class="prompt input_prompt">In&nbsp;[61]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month5data</span><span class="p">)</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0xa49b7c8&gt;]</pre>
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<div class="prompt input_prompt">In&nbsp;[62]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month6data</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[62]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0xa4ee708&gt;]</pre>
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<img 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<div class="prompt input_prompt">In&nbsp;[63]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month7data</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[63]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0xa57d808&gt;]</pre>
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<div class="prompt input_prompt">In&nbsp;[64]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month8data</span><span class="p">)</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0xa5cedc8&gt;]</pre>
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DYt5BoK66NkLM77uhl901jkdpCfJSPUnhIgEuqGICLps0moPdZHCz5WOr9woTYWufXhne02asHL4goiarEkhfpsmQ61G2ORWR9CqMfThYpTbFFH3SrrQ7RpIZFfaZFP85uTTKSqj0WJJ5l4lnx57cb1qBeHQAiP2uK2WAch6qhblUwUQr2QaLi0yK0P0TcjrDF9k3N3n4/Fcm/WYukINa1MbDiyLGyRRHLCZgAq2x+yjjrSmr0+GuFRywFzkXwPfoTdEde1hvRNz0EEi2S2VwsSamLeyLKwRRLJCVEEKld+uHXUrdnroxEetRTqRboyUYhpTI80RqjNxlsp7WbJCbUWYWfNl9duFp/14dZ7j85Utj5auc3prIyo5/9mxiKvGRYDYkyPNKRvqjMLWvCyyBBCHdMaM2oTiy+JlS6UENXsDXqqWh+R1h0ckGlEeZ6xuK0Po8F982yMqOvZ5vSsQAp1g6ZXhGt5LJYkVrpgoicZg2lZFa0PdZvTVixglR71AmyLxW59iP4YjzYmolaj6MUy26vF0hFqTkLdaBZbEitTMNAZ1xDXYzWtj1ZF1K5HvXDrY7FGj1Koda0haxxKlExcvHisj7Nkrw/OeVs9uDBFcqbF8cUHD3gShn7SBQMdcR0DXfGK1oe7hLw1yUTpUS9gsFtsK0T9GJbqUS/8M6h9YrHYcrVYckId1yNnzSj7o+0ncf0/P9S2lZbuysT2X899QzP4t1++hCcOjFV8jhDqwa44xgKEmiv1vHZE3bTmArAFVorsAuyjRZ9MFH2zQR61eh0W6zXxs+SEupb1MTqbx8fveA65Yvh3hDs6nsHobGFBG/oshDBZHwXDdP5fuS2ZgoGuuI6Bbluo/XXS4r5w96NubifPKNF/Q8rzFnlE3TCP2lqCETVjbB1j7GHG2D7G2AuMsY+3omGNxiPUVTrgtqOTuHvnabw0Mtuqps2bfMm+CYVItRrX+mh/1CIEutopJyKi7k5EUTStMlEXGhFp4srEh/eP4uDorGyPYEFCvcitj0ZXZBlLNKI2APw55/xiANcC+AhjbHNzm9V4ZK1mjZuhnsgsLIh9oNt1BFOYIjlxDaotxc44Qh3X7du+XKidiDrSvL0+PnHnbnztsSMAgNm8KtQL2OtjgdbHrhNTbd2oTK36aIz1odZRLxGh5pwPcc53OD/PAtgHYE2zG9ZoPAmLKp25UKodmYUFN6JuT1vl9pohmF4W64youxKuUPufy2VE3byDA3JFE3knGGhYRL2AAfPQWBo3f/lJPH7wzLzff6E0PKI+Czdgm5NHzRjbCPtE8mcCfncLY2wbY2zb2FjlhE67UK2PaveCEL122QlzQUTUbfOoG5AIaxQimqwk1IZpIV+y0BHTERNCbVaIqJ1kYjMKqYumm0BslEft7r0899cYTxcBAFPZ4rzff6F4qz4aG1EvJesDAMAY6wRwJ4A/45yXnRvEOb+Vc76Fc75lYGCgkW1sCKr1UW2UXYzWR7s96jBELUWzug0klo93xDVXqCtZH02KqDnnKBiuNz5baIz1IQac4jxeI1u029DO+11c94ZtyqSuTAyBLdcI6hJqxlgUtkjfzjm/q7lNag71bvyyqKwPgzxqQa1a4rQjSF0JHTFNA1A+wInboll11CWTg3O3rWKxSzKqtc36ENVN7bzf1b7ZkDpqT9XHEomoGWMMwDcA7OOc/3vzm9QcrDpXJi4u66O9g4prN7S/M4hrUKgk1I4odsT1yhG15bU+Gt3HZeQrhLpgn5fY3xGbt1CbFpcOzXyix0yx/TNIUYUV1SINOVXHW0fd/iCiEdQTUd8A4H0AbmKM7XT+e3OT29VwZK2mrsHilY/jWpzWR3sj6nBYH9U9apG4qyrUPuuj0XXUBfF9mUKoTTAGdCej8xaUhfqxOWem0c6I2rQs6BGGqMYatDLx7FtCXnOvD875EwBYC9rSVOTqJ6eTmpwjEvCxZERdar/41ILK81xqVX2IxF1XXK+YeJR11BH74IBGWx/+Wu903pDJzfl61F6hXkhE3b4ZpGFxZ8dCJoOoSGT+kqOKfRgqkhrBkluZKLa5rGR/SI86BOJTi3aX54XR+qgl1GpE7bdJ1CXkzdiP2m+rpQsldMZ1xDS2gIh6YdP8bAg8asvi0CMMuiPOC92LR70m5lkSUS8ZoVatD6CKUAvrozS/CGP7sQlM50rz+tu5IiNqsz3RUDFU1oe4FsFtERUWnfHKddTuykTWlBNe/INJumCgM6FDj0TaZn1kC+2v+jAsDi3CoNUIoup+Pc+mTCTUiwo1mQhU/gLdqGfuN27JtPDuW5/Gd585Ps9Wzg3pUbfBpuGch9L6qNSWTF1C7U0mNrqMuuCr0kkXTHTEdUT1yLxK64CFWx/ZNpd4ArYwa2pEvUBxVbc5DcO92QhCK9Tv/OpT+PLDBxv2empRPVAtmVhbqKezJVzxDw/gmcPjyJdMXPPZX+HBfSPIlUyUTI6ZfIsi6jqWTTcLtdogDIsKai14CbI+Kgk1a1JEXfB9X+l8CV2O9THfet+FWh9hKM8zHetDi1QPoupFXMvYWbRTZmiFev/ILA6Nphv2ekKYY1qtiLp2JcXIbB5T2RIOjWUwmS1idLaAg6NpGeHm52mbzIWSacnIox0RddhKoGoNsLMFAzEtgpgeqbwy0fmnfWZi45OJQdZHR1xDVKtufeRLJj5w21a89YuP49M/fcHzO880fx6ilAmB9WEfKMzgOB81I+qvPnIId+88VfH34jokoxolE5tNvuTuidAIxP0sOmmtZGK1qaAqyCKhlyuZyBctz++bifoe7YioiwuccjeaWsnEXNFEMmbnJ8RgXd36YA2p6VXxBwG5kolUTIeuVa/6OHImg0dfGsPB0TR+/JxXoNTvYT73Qa7NlUOAHTTpEQZNBlHV2/L9Z4/jp7uGKv5eiHMyqlFE3UxKpoWSyRu6J7TpfHmy6qNCtFSP9SHalSuZnp/FwJJvQYSrvkc7oqGFRnKNxl1GXVmoU0Ko5e55/pWJ9ufQnMNtG19HbbfNtDhMiyNfspCIRhCtUfUh9uO4eFV3WZ8wFjizCUNEbVkcmla/R50pmnLpexAyoo5poUh0N4JQCnWu1HjBM7mTWXZ8sEplO/6ETxDCGy4o4lwoWbITtTqibkciSI0Aw1DKWKoRUWdLJpJRr1BXqvpgTdrrwxP9GhbyRRNxXUOshvUxnrFPo1nbl0LBsDz5lYVu6RmG8jzD4tAYg1anUOeKpmx34Os51yS+gPr0sBFOoVai1EZhWvBkliuNtHONqPPi56IpxbOR7a6EKs7t6GRh2/NXiGAlwcvXYX2U11E3J6IW75037DZFa1gfIqJe05sEAI8lKD53Ijq/Er9sCBa8zKXqg3OOTNGoOtsuOVZKVKu+pfFiItRC3cjI1LQsz6hdqRNKj7pk4uRkFr/x+YdxcjLrfY5icYhOkyuZykyg+Td9rthe66PoiVra3xlqedTZohtRM8YQ0yNlC17UOmrWhL0+VDEUFUIJXYOusaoHBI9nCtAiDKt6EvKzCMQgmYrp84oes2HY68Pi0CMR2TerVX0UDAucA5mq1ocFXWPQNUZ11M2kmuB944kj+N7Wudcpi4i61s2gep0HRtI4Np7FQV/1iRo5e5KJ8ucWeNQLiKj/6q49+MjtOxb0/kKcO+L6ohDqXMmNqAH7INXaddTNKc8DIBdFJWMR2/qo4qWOp4vo74hJj12NJsW1T8XmtwNfGPb6EEvI67E+hKdeNaI2OaKRCKJzWEj0q70juOoff1nV+24noRTqbNGNWP3cuf0kfvJc5dKcSpiW5RXqSh61sohEjNr+AUON+NWf3QUorfao59bJDo2m8eJw2ZbigRQMM7DmXBwWYG/R2f6opTCHZCJg+9TtqqMGIGvtE9E6rI9MEcs6YnKgUb/7koyo5y7UnHNlwUsbk4ncu4S8mpUmtKGqR20pEXWd9+aB0TQmMkWMzpSfTh8GQinU1bzeXMn0HGFULyKZqNeyPpT9GMTo7b8pRDJRLSFUPerWJBNVv3Nu75ctGXUtczctjhv++WH8YNuJst8VZUS9sL2UG0WpRm4hpyQTgQpCrdRRNyOZ6Imos45Q67ZQi0qQIMbTBSzrjMn250rlEXVyHtZHvmTJRUvtjqjVRH+1ATKr5IcqLVozTA5di9hlj3V+iaKvT7Vo+4e5EkqhzlbxqLNFY35CbTkdsIr1YZiWfLxgWPJUEP+AkVMifvmz4XrUrUgmimuTimlzjoayRRPTuVLNqX22aOBMuoBDY+ULj7wC0X6h9u/17CdbNJGMuZtFxvRIxaO4tAiasuBF9ahlRB2zPWqgciLUjqjjUqizQdbHPA4fUH3eViUTZ/MlnEl7o1Yx29Xr8KhVa6JSP7OtD4ZopP4Vn0JTWrVPz1wJpVDnlOmYf9TMFk25CfxcEHveVsss+8unxE3h98PUBKJcvFB0PerW1FHbbehJRuccDeWKdiIraPrIOcd/PXkEIzN5+fuZXPn1lh51THNOLmmv/VFrr4+8P6Ku4lEzuR91c9oIADM5EVFHaq6WHU8X7Yg6Vh5RG4r1UU/i7JH9o3jSOchW3NddCb0p1sex8Qwu/bv7cVgZ6D9z7z58+JvPep4nqj4ism9Wbot6z1ayP2zrIzIn6yNDQj13cp6R3vL9zvScNVcv/mRikFCLig/GnIi6gh9WkIJseqPrVkbUznXpTsxdqMXnCbopxzNFfPqne/HTXaer3rxqtQEQLDLfeOIIvv744bralK8yla0HcQ0sXn7SCecc2aJR5lHbFQRcDnre3fOatx81AEw7g5/tUTsRdcD3mHesvuWdcdejVu7HopzZaFUrRwT//suX8K8P7AfgRtR9qVhThPrQWBqzBQNHzmTkYwfH0hieyXueZzp11HPxqIHKCUXb+mCO9VHf5xLXYrqNh/xWI6RC7S1jEhQN25ooGtacp2oymciqCLVzs3bFdY9HXcn6yJW8tdMiiVgMmAk0GtFZu5Nzj4bE55nKlguwmK2kC4YbUQdsMlVUqg2A8s71wulpfPZne3HXjtqJ36Jh4cbPPYTvB3jh9aJG0n5Lo2hasDg8VR/Co77v+WG8/LO/QrZoeOqom5JMLKlCLao+NESdBThBs4GJjC0c/R3BHrWhfA/1LDyazRs4NZkD4IpeX8oe7Bs9K5p17qWM0p+Hp/PIFnyrKy1bWOup+lCtj0oleiXTcqo+6o+o04XKwUsYqOfMxNsYY6OMsedb0SDA3XoR8PrUqoBnCnMUau4seNEq+2BC/LucKDVdoRTIsxpRCHXR9HSgZmfR52t9mM5ABwTflOLmzyhCHfS8kk+oVZGwLI5P/eR5WBx15RMOn0njTLroibzmStGw4IzBZddDfH9B1sfhMxnM5g2Mp4u+OurmrkyUHrWuIRoJ3iQKcBe7LFOE2utRuzObeqyPdMHA6GwBBcOdDfamYhXffyGI717seW1ZHKOzeWSUQVE87lnwUkcy0f+ziiv81c9HVZHJxIDgJQzUE1F/E8Abm9wOD/kKEXW25Hb6ufrUlsURYXAzy1Ui6u5kFBZ3vVm/UHsjareOutJMoBnkDRNahCEV0+c0u1Ajkulc+TRP3PzqfgpBEbUr1Lrn3wDw3IlJ7Dg+hb5UVHaAauwfngXgRmDzoWBa6IzbbSkTaue78NRRRzUUTEu2L1M0FI+6SXXUJVPaHGLwS0QjiOqVp/xnnOXjy1TrI2BDrlRMg2nxmjM50W+GpvLys/elonb7GhxcpH0R9XimiJLJYXFvHse/hLzagKPeT5Wsj5Jpe9S19lAJet1FG1Fzzh8DMNGCtkjUkVK9KdXHZwuVL+h///oo/uQ72z2PGZZlr35iVSLqkvB97Q4/6fhV2ZI/olbK85TfqV9yrRK9kZk8/vT27XUJWRD5kmUnogLKzKqh3txBN6WIgtSIOjCZaLhJLMArMmecKPBlq3vqiqhfGhFCPb9Owrk9SxBCHZTXUNsKuBG1aF86byinkDevPK87YYuiTCY6ddRAsPUhIurlnTEkouULXtRkIhB8RqDYFtQw3Rngqamc/FlG1M51u3f3afzTL/Yt5KMCKI+oRxRvWr0vRDJRWh9V7ArPrLqC9WE4VR9zWZkoPerFKtT1whi7hTG2jTG2bWxsbJr/zicAACAASURBVEGvlfNYH+6Np35J1SLqpw6O44kDZzyPmRZ8q5/Kb2gRmXYn7c406fiDZdZHgEcNeKdNtYT66cPj+PmeYewbqm/hiZ98yUQiqiHuJMXqRR3sgqZ5wj/MFAw5iMzkS2WRmozk4o5AKCIjIuOVPQkUDKtmidT+4bTn7+aKmP53xMuje8D9zAnF+ojrERQNtyY/XTCankwsGha6nCBgOkCog6yHCSWijjpRor+OOsLcI+aCaqm//eujuHvnaY9XfGoyJ+3DPkeoC06l09/d/QK++/TCTykS32faEcGhaVeo1Zmd6fOoq0bU9SQTxYKXOaxMFNfirK+j5pzfyjnfwjnfMjAwsKDXyvki6q88chD37DrtuUGrRWpj6QLSRcMjLnL1kzyXrfzvZDLR6UwTTkSdK3nfS3jUnHttgQklY1zL+hAddb4juL1Fpjb3iLrCDEDgetSu586529nyJRPPn5r21O8CXpERkbHYm6JWPkFE1POpjwdcYZbWh+/LVWvOBaKOWlofBdNXR22X5zXS/igYJjqde2tGtT60ytbHeLqImB5Bh9P2RFTzetSWhahTigaUV45wzjGeKWI6V/Jc35NTOSmWfR12YFI0LHzn6WMYzxQxWzAWfCSWG1Hb7VWrPdR7QhwcoIudLau8r1oRVsmjLplcDmr1JxOdoORsF+pGkvMlE29/+jju2XnK88VUFerZgkdcAO+R9Pa/q0TUzvRUCFlZRK20b1KJSqcUoa5VSy1Wps03eZE3TCSiEcT1uS148UTUQUKteLZqZxLtvXPHSdz85ScxNmtHeilHHNUOISKpFd22UFezqbJFAyecTa/ma30UfQOsf+ASnzkomSg+Y7pQKqujBhp7bmLBsNAVd6yPvFqeV9n6OJO2l48zpz2pmOZdQm5wxLSI+xq++1rU+s/kSp5Z6KnJnLwuPc4McjZfwq2PHYYT2C5YtFyP2rE+lIhatS1MLo7iqp1MzBRN+T1X2pfDEGsmtEhd+1GXTEveM2p//Nx9L+I7Tx+r+fetILRCrZYiTedKmMkZntFUiMFsvoTf/+azODVllxxxzqWIqFNpy+LQGKoueJEetXPjivvFP3LnPHaHK86TWfsMPKC29TG10Ii6aLoRtVl/aVUtj1omEwuGpyOImcPwdB6mxXHaud4dAcnE2XwJiWhETqmrRdQHR9Pg3M4LzNf6KPoj6jqSiWIm4lofpvy+hfUB1Gd/DE3n8NzxSflvzjk+9r3n8NRBr/1WUKyPdMGQW3FWsz6mskV5HQF7sPFbH7rG5KIZv/UhPG5/RH1qKots0URMi8jrdmDErr654bzlAIKTyHPBH1Gr1oeamzFMDi0SUfqmfR3+549245d7RzyvmSuaWN4Zt1/X1y8PjaWxb2hGLiGPRlhdi7FEW6Ia8/SJe3aexr27T9f/gZtIPeV53wPwawAXMsZOMsY+3OxGZYsm+jtEJ7eXjM/kS4ER9b6hWTz04ii2HbXznRmlTE6N0GQysZpQy0Ukuudxv+jmS5Y8yXoyW5LPNy2OXmcaWUuoF2x9GK5HDdRfWiXEN6ZHZJSsoloB6vUWCUWRYB11BsNkrDwanM0b6EpE0eH419VmP6Li4+oNffMXakPsO1JBqIMiap9QZwqGd/c85z75l/v340sPHaj6/v/xqwP4o2+7yeupbAk/3XUaj77kzdUUDQupmCYHAeGZywUvAdP06VxJRrzibzzbnPqsD38+QNRhz+RdoV7Tm7STiUUDyZgm/W3xnZ6zvEO+90IQ/U9G1DN5aeH4rQ8tAs+GaQXDxPe3ncDD+0c9r5kpGuhK6IhpkTKh/uSP9+ATd+6266idBS/i9ashrsuqnqQzA3HLUoen89X+tGXUU/XxHs75Ks55lHO+lnP+jWY3Kl8ypW8mdrOazRteoc57s7TihhTRtPgbgWUBEeVmCBZqr/UhKNuUqWjKKMe0OPo63IinNxlzPkN14RRTrIV51BEp1JXsj3zJxH//+qj068UgtrI7EexRK9aHt5TPfq6wekZm8tAjDDGtPIk1mzfQndBlpFatsuXQWAYxLSIrROazUMgfUfv3mc5Jj9q714e9n0twMlHUZN//wjAe8EV1fk5N5XAmXZBtF3tZTPpWuRUM+0QXIYyuUDtLyAMGW79Q+62PosE9UbnfPhH9Il+yZGLywpVdGJrKY7ZgoCOmyRNvRmdtUVq/rEFC7dvUbGg6h3MHOwGUWx+aL4gS/djfhqyzC2Iqrnlm2Jxz7BuaxchMwTmDMVJ1zYSKGDRW9ybke5ZMexAfms63fXsEIKTWR1YRQpGAmMmVZGSkRVjZJiqTgULtfsm2DxapuvGLW0ftjaj9icG8YaI35XYedWoqHq+VTJxZcDLRREJXIuoKQv3gvlH87d0vYNfJKbtdzjVc2ZPAVEAddUaxPjIFt+5XTINFFD46U5AJG8ArEDP5khNR1xbq8XQB/R0xKUbpCr5jNcRnF0LtT6hV8qgNi7uVCUryjDkrEwFb6EZmqkdVw9N5u+7euUbiHpz0zVgKhoV41D0FPRG1/+8X2W88cQRfeNCO4v1CnYxp3vI8y44exfdQNHzWR8b9jk9P2Z/jwpVdMCyOo2cyTkTtCLUTFK3vT8n3XgjSo5bleQWcO9DpeQxwI2q1b4pr7p/12VsB6EhFNU8FyOhsAdO5EiYyRbmEXCwkqlX54c407M89kyvJz14wrLLvsR2EUqhzivUhvrDZgrtr3vLOmOxgMqLOVo+o/ZuTB3mPbh212zF6U1Ff3ap98K4qzn0Bol3bo3a9w/kgyvNiNSJqEd0Jr1KI1uqeRKD1IaJoi9sRoUgIzsiI2n6d2YLhmV56hdqengrhrLY3y1SuhN5UVHq3QfbHbL6EO7YerxjZSKFOVK/68C54sdutWh/uEnLXo57NGziTLladPot7VM7qRESd8Q6ERcNCTFOF2htRF51ZyQ+ePYGf7rK90Zl8CT3K/RXkUasRtT95JqJoADKvcNHKLgDAjuNT6EpEZXvE52iYUCuzs1nHejl3wI7Ws74+pdqSFucYmakcUSdjWtmAJSy0omlhMltEVI2oa1R+iHt+jRNRT2VLnvcV162d6LWf0npyJTuzq0eYp6RndLaAmBZBbzKGdMEbkU5m7P+rWyjOBCQTqx0coC4hFwx0xjGVLdmdTI/IxS7CmgEQKNpN96hL3uisUkQtIiohItL66EliJm/IxQaCtOIdjs0WMNgVx6mpnBRqNSseU3Z+81ofJaztTdYVUU9li45Qu5UHQNLznHt3D+Gv7tqDl63uwaVre8pew90bu1LVhwEt4kadgHtuovzcedf60JTqIMCO+CYyRQx0xcveO1c05X0mBjGx4Kfc+nC+M+e9k36P2qk5P3wmje5EFAXDXvnq96hVgSoaTuKsgvXhjahtwXn95hX4/37zQgDADectdyPq2QIYA9b22dd/IUJtWu7ujNmCKQeBdf0pRDXmyVtYYnuHiLCAuPSGy4S6YKIjpiEV0z3WnBBqwBZzXQ0ialR+iPtzda/7uZny/Q9P53HJmvL7rpWENqJORjUko5ocWQFgdCaPZExDZ0Ivq3sM9qjVZGK5D+anYNiLB8QiDgAyw+w/HqzXY3eU/1wzopbleXPbrSvt7EZWkMlEzWl78PuNi4g6IyJqW7SE6PhL4rJKBxqdLaAjrqMrrpeJEQBv/W5ZMlGXycTqQl1CXyrmVkMERNRDjsDsHZr2PF40LPzfRw/Je6GrYjLRQiqqeTqfECdB2pdMVJ9rX4tg+0O1RUSwIO5BdVAzTAumxR2POtj6MCwLxyeyKJkck9mi/Ptun0ft2ZTJshDTmPI9eO/ribTX+khGbZH7yGvOw0decx6uWNfriah7klGkYvbJ6EErUutFfCdRjSFTNDA2a7djoDNui6xa9eFsmOboNEyLY8S53v7+Ia2PmNf62D8y63le1Kn6AGpH1CI4WaMMUOr2CkPT7Y+oQyfUlsWd8+10xKOaJ0IenskjFdPQGdfLkomTivUx0BVHVGPl5XkRuEX1QdaHYSGua54VbMs6beGV+3uIjWyUztOvRNddCR0RVj2ZmFf2sZ6eY2f4ysMH8Yb//SimsiUkdK3iidoCYXmIKXC2aCIV1WT7/XXcmaIpE2kTmSI6Yjp6UlFM50ooGN5KkEpJrNl8CV0JHXGnfekq5XmTWdv66KxifYhZ1b4hb2d86tAZ/NMvXsSj++3qikoLXnIlAwnF9gAgxcn93IavjtrbhtHZ4COa1BnfhIyo3WSiSDCKNsX06tbHAed8TosDJybs+nKPRx1YnqfObMqTiWJAODWVk7MOFXewt9CbjIIxhu5kdEERtRDqwa4E8iVL2kHLOuN2/y2r+lAiaovLmutZX4JZJhN91sdLI7PSLgUg66iB2kLtj6j91sdQCCo/QifUQsBSMQ3JWMSz4GBkpiAjauF7ihFXCnXanq53JaKByUR11C5775LpmZoC5RG1iFz7KkTUCWcmUC2ZKG6CroSOmTpOWlE55kRchsWRjEWk11rJo56Q1oe7eCcZ02Tn93fGTMHAMuWGT8U1dCeimMmVykQ9GlC/WzIt5EuWtDI64lrFiJpz7lgfMVniGFS7O+zMqvae9i63F+Ipaug7Kyx48Z+XCHiFOhnVkCmro/ZF1BUSit6I2jurs7g78Ij8R1yPKBG13SZ5DQ3Lc5DyYWc3QbVcNOETKHsVXnCuALBnUhudKo50wZAzl0rXQtwXPUl9QQteRCA12G33HzHoiEN6y5aQ+/JHYibNlWsotjlO+awP0+J4aWQW157TL19TbMoE1LY+xKCyuseNqMW93hHTSKiDEBc/GdWQ0L2dazxTQCqmoSsoos6U5GKXga44unwLKEwnmaj6YH7siNoVPwDSInBPe7G/dLXqoyOueXzHRFSran2INm9YlkLREbZ6GZnOY11/EqmYhpXdiZoRtdh9TUTU4jRu0f7xjDdSzBYNDHQl5L9TjqhP50pyMFSn7P76XXHNhSB0xHVkCga2H5vE/S8Me94rUzRhWBx9Ho+6XNRFdLVvaMYzqAlBFPsrV4qos0Xv6S4AZFkhYFfAzOYNKXJaUERd4dBTIdQRVh5RA+5jYiCN61pZRO2WkVk4oEzhjzpC7Y+oC4YlAw03mVjB+sgUscmpiwbca6Si2kA9TtAxn4j6W08dxS/2DAGAzCGtdJLRJyayYMzO4XTEdWlbcG7vphdxDg6IagyTTqWNGCtF4l30QWF9iAHrxEQW+ZKF685dLtsS1ar3dZWMs/goEY2gK6F7hPqClV11Wx//ev9+3PylJ+p67lwJnVCrq8gSvs7FOZCK6s7UySvURdM+kWVstoCBzmCh1pztK4Hq1od64y7v9HrO+YCIOqFrUrwSjlBXi6jFTbCh3+5AQWVylRieyePq9X14+q9fi/deuwFxsddGzYjarfpIRjWcP9iF7oSOLzx40FO/mymYGFSSZh0x3Y6o8yXpwZ6z3C6xCrI+xCxGVM50xu3Zz5ceOoBP3/OCp20iAu1Nxjwr9oI+cyqmYbZg4OSk22mEUJ92OpLcGztgZWKySkQ92BVHxtmnGQCWd8UCPOoK1se0HTwMdMU9EbW4hmJwKxpuRC2FWveX59nWh7jnjgQItfiM4n4UQl3N+ljZk5D3dEfcex1EmwS9MqKem1CPzRbwj/fuxSd/8jyyRUPmNETV0PGJLPpSMehaRM6ydp6YwneesTd/0p2juC5f24ttxyYxMpPHuj5v9Ymw3YT1IcReXKfNq7pknkKtIqm1jDxTMNAR18EYw/LOOMacUr+uhI61fam6I+rDZ9LzOn2qHsIn1ErNq4iCVOEQ1ke2aMK0OKZzhrzxx9MFnEk7EXXcZ304yUTm7Hur7p53Jl3Alx8+iEzBsDtSgPWR9XnUPamoHPETTrmQ3b4IEtGI5zQPP+LGW79sbmVQnHOMzhSwoieB7oTtJYq2+pOJJdNCybTkoDCu7ASYimnoSUXxmXdcip0npvCVRw7Ja5QreYU6FdPRndQxkzOkzXSOU2KlWh+itKxSRH1yMoeR2YLHchJt601FkYxq0CKsLLmZd7YQEMua9yq7DY7KhJO7E50eYYHWR1lErYjTyp4EciUTJydz6E1FkYrpHutjXX+ycjJxNo+V3Qn0pWKYyNi7DI5nirjQKYGbkhG1Kd9Xzr5i3qqPQsnEobE0rtlkT+GDhNp/yovhsz7U6LHg7A64rCMmE5Kdce9iLgCe+0jMtOYq1HfuOAnDqY65Y+sJOeNVhVpYaqmYfU9844kj+NRP7PNINOcavOKcfuw+OYVM0cQFK+xr6Aq1E1HHdSRjuuyLQkhX9ybR7wxyulJbXk8yUcw01vYlcWIyK+vXV/ck6l70MjSdlxuRNZrwCbWy05mwIES5EGDfqOKipvMGZnIlbHDqPg+fycCwuLQ+1Ky1KKoH7FIgdcHLPTtP4/P378eTB88gHrXFXHTkZcKjlmcjOltm6q41k9DdQSWh17Y+ROeV9aoVCuoti+PLDx/01OkWTUtOJwEEetSPvjSGy/7+AbkrXSIaUSJqQ67Qe/vlq/G6i1fgG08cccqpvL4i4Lc+nIh6wI2o/dbHjPTfhUdtd8pTUznPijPAnUn0puwItjNevt+HKNN61QUDiDCvT+23I0SiLiii9nvUahQprufB0VmscnxKMfOK6xGs709VjKhHpvMY7I6jvyOGqWwRk1m75vr8QVtkRG6gEBRRO/cMY7aoHBm3p/DXbLSF+ui441H7yvMA934sKpvki38L3GO84lLsgzxq9Xr0KBF1vXt9cM5xx9bjuGZjP67Z1I9bHzssZxIrnHvp9FROJvs64zoyRUP61gDkPvHXbFomyyQvXGnfZ2IglhF1VJNHj5VMC0PTOUSYXVEiBgPP4FVXRG1f13X9KZyYyMqy0ZU9CRQNS17LagxP5+X902jCJ9QBEXV/R0yKcyqmyZttLF1A0bSkB/fcMXtjnDW9ycBkopgK9Sajnp28DjmnJGeKphRf0aHEe8nyPKfDJWMRJYp2bZpErP5kohhgKu2Bu3doBp+/fz8+/VPbMhAVBqpQuxG1ezNuPzaJXMnEI041xHmDncgW7b2zxYIBwVsuW4npXAl7T8/IjjCoetRxDX0dMeRKJo47HUssWojp5dbHjC+i7orrODXl7tSm+n1C+EXteVdCLyvPE9HSOcs7cPGqbtz25BHcvdM+h3EsXUGo/VUfzgZW/ucKRNT30kgaq52ISETUvakoBrsSlT1qEVF3xDCRLcoa6gtWCJHxRtTxaPkScsCeqr9wyi4/vHRtj7NU3EJHzN1dD3CjcDWijlWwPkTFT39HVCYkgzxq9Xp4hDpXvg95EM8cmcDR8Szefc06/OErz8HwTF5upiSurcXd2WkqpiFbMHFyMisHCNE3r97QJ3/2R9RiqXcqrsmBN1s0cXoqjxXdCehaRAZWesQtzwvaQ0UlUzRkNcy6vhQmsyWcmsqhNxmTlSCq5RaEYVoYnS0snYg6G+BRdyfdlWvJmCanbyLbL4T6EWcTnMvW9gZ71MrNsO2Yu9vZIeU4exGhxnXNKaz3RjDi0IC4rkmPMRGNuEJdR0Q9nSshwoC1fdWtDzH1/fmeYWx3fDsAWNFTHlGrUaT4u18fGgcAJborIu+LLm9wEjBPHjoj/eHeVFR2/I6YjkudYv9H9o8iEY3IqCEoieX3qDvimhQvwFvqJE587pFCHfUsUgLcZN2K7gS++ntX44IVXfj4HTuxf3i2PKJ2BKueiFp8PsaA5Y7VM50ryY4pnI/eZAyD3XFn61xvh+dOdcKK7gT6UzFMZopyxrBxeQf0CJORmBhIvSsT3e4X1Zis8rhwZbfMgai2B4Cy+7FkWhVL0YIi6qDyPMCNqEUFU3fCPo6uniX9zxyeAGPAG162Etefuwx6hOHpw+NgDJ5FQqLUtTOuYypXwpl0ER+8YSOuWNeLzau75e8ucX72C7XYF95OJuryOgxN56RABkbUdSQTxS6Q6/rt7//gaBo9qahcxbm3xgEfYvXqyqUi1EIIkzE3ou5JRmXHTzkeNeCW/Gx0hHrPqWkMdMWxojuO7oTuOTxAHEkPAFs29uPkZE5Oqw+NZWRUF1ci6o64XnagqEgmJmOarM1Vo397gIkgX7LwlUcOYoey/aVgOldCdzIqBapSGZTI+i/vjOFz970oS5Y81ofm1sAKjpyxB55nnR0Fz3eiu4lMsawCYrA7gfMHO/HkwTNyO8pUTJeLfpIxDVeu70OEAS8Oz6IvFZN141HNPgRWjzAlmVjuUauoQi0iarGRVVdcL/Oo5SyiJ4H1y1L413ddDsCuoc6VTJk8AiD3Za6n6kMIU2dM99gBq3q9EXWPE1EXFb9fIFasrnAi6qlcSQ4sg11x9KZi8jNK60Pd60OpahKPbVyWQmdcl6LW7RPqhM+jLpkcUT14zxUxaCzrdD3qStaHeH81mQhUtuVU9pyawrkDneiM6+iI67hsbQ9KJi+7tv2KRy1yFZtXdeMnH7kB1ysVG9eeuwxahGHDshTieqQsolYDqGzRsC0HZ4BdJj1qZTFWTevDdK0PJ3iyuH0N1ven0JOMYvdJ72Irw7Tw7aePSbtQzBSXTkQtfShdRhw9yajcKCkZ07HG+VJ2nbA3Glrbl4QWsU/kuHxtDxhj6EpEPYcHWE4yEQC2bOgDAGw7NoGZfAljswX83is2eKaQcT2CjpheNtUUkUxCKR9MRN1kooiuT0xk8S/37cdXHj5U9hmnsiX0JqPoiutgrEpEPZ7Biu443n/dRmw9MoH9w7NlUYo/ouac4+gZewAT4iAi6vFMUdZRq9xw3nI8e3RC+oodcU1GGB0xu8rm4lV2lNObisloT0zJo1qkTKg7A6baEeauMgTsigh19zb/LAiwfb/OuLtvyPr+FBLRCB53jloT7RJVA/EKHnUy5hUo8Z4dymsDkPeWqLfvS0VlcvXOHSfl4Am4M7F1/Sn0pez77aDz2PKuOPpSUdf6UOqo/clE9VqKyLJSRO1PJpZMy3twgBI97h2akR57T9KtwglCBCgimSiEvZ6E4u6T07hMWWJ97TnL7PdKuJEv4OZ71MqTdY79p/Knrz4P3/7wNUjFdDs/4gwW4toPdidkADCdK+H0dE5aVss6hPXhbsokIurHD4zhR9tPyi2RBemCYn0o7RGLfy5b24M9p6Y8f/PLvSP41E+ex4+fs204EfSt7F4CHnWmYEhLIhGLyIjVH1FvWt6BVEzDU87Uvjfpisela3oBuJGD6PiGkkzcvLobyaiGbUcncXjM/vIvW9uDv3rzRXjXlrUA7I6ccuqjI0xNJtodLqG7HrWaTBR11KJM56lDZ8qEQ2SUIxGGnmS04ikvR89ksGl5B64/177x7919Gss64h7P0l/1MZYuIF0wpCepRZi0hiYyBWQDbIAbzluOfMnC4wds66gj5i7/FpG1GNz6UlEn+ee+t64xj/WRVE4t6VByCxuWdWBoRrU+Sp7FQl3K1gAP7hvBG/73o3ju+KRMSInPc+GKLjx92P7uhbAJ4fUnE02Ly32gVVyhdgclAEoyUeQzYnLHt8/8bJ9n32kRZV22tkdGi1uPTMhaf7sSxCnPM906av8ScnENAeDilfbnEVP4MqGuYH0ErRDdfXIKL1vdjagWUayoCkKtBEXq/2stehmZyWN0tuDZg0UKdVz3XPflzmdS2yAiWJWeZFRG2L0pt/rkuRNTOG+wEz3JKC50bJGnDo0jX7Lk9yYian+i+8REFu/7xlb8xQ934Xe//oy8fpmCgelcSQ5gfamo3DNbDFqXrunB/uFZj515905706xnj9iiL2aKZ31EPZsv4cbPPYTvbT2Oa8/pR38qJiPWHsWjTsXsMq7Nq7qlR92TjMrp+GXr7BvGu8mPnUwUm8FHtQiuWNeLbccmcMhZCXbuYCc+dMMmvPbiFQDsm0yMqPYqKCeiLpnS/5K10zHFo1ZsED3CkC2a2HbMO4JP5UpyYUFPMor7XxjGNZ/9lazSEBwdz2LT8g5ctrYXyajt9a7s8W4MZC/icUvSjjgDz+s225+jLxXDgBPJDE/b5XEpX3T5inP6oUWY3He5w5nCiusNAFc7lQh9qRi0CENfKuaKoxZBwTDx3PFJzORLnm1ixeus7UtiVU+iLKJWN7fqTLjWxxcfOoiXRtLYdXK6zPe7cGWX/D42rwoQakWs1AVUKmKQ6UxEvdaH815MSSZuXt2NrZ98LT76mvOwf2RWRk/Pn5rGYFfctj6c73P7sUm87bLVYIyhr8MdhAslkdsItj7KIuoKQp2Kut4s4JTn6RFnIylXqA3TwvOnZnDZWjtwEd9JxWSi8/49KZ9Q16j82OMMVpcqEfXVG/qgRxg6E7pd4+18Xtf6cIMaUTNeiZ5kFFO5IjjneO74JK5ab3+edf1J9HfE8HNngc0qf0StlOeVLC7zV//j9RegaFjYdXIKs/kSPnDbVuRKpuz3jDEZVQtLTlg5YuOnmXwJDzkHGmx1hHp4Jo+4HvEshGskoRHqrkQUf/rq83Dnn1yPO265DrrmRqy29WFfANHh1N2sepJRGZmJKZg/ohbLVAUv39iHvadn8NiBMegRJkvlBJ95xyX4m7duBgDPAhaxDzRgdzQRWSairmUifn7PNesR1ZjciwKwI9+jZzJY6USJg11xjDn133duPymfJ/bW3bisAzE9gi0b7YhW9acF6/pTeGDvCAqGKROJb3zZSgBwamjtnQhPOmcT+kWrOxHFZWt7cGzc/r3f+gDciFrciP/rHZfgA9dvBGB3irt2nMI7vvIU7t095Nl9UHjIa3qTWNWT9JyYMZUryc4AwKnUMbDrxBR2npjCWy9bBS3CpB0huMiJOgFX2ITQ+ZOJO47bU9ZzBzugIsSjM67JwYQxyEFB3CpCuAa7EnjLZasAQM48dp+algKl7jMhrktfKibtHxmZxgAAEG5JREFUJLU8T0bU6tFgPqHuryDUCedEnYlM0T7rz7RkdYOuRbD75DT2nJzGgdE0ciUTV6zr9bxOxfI8X0QthF1NBAex+9Q0IsxtN2APztedu0z2KRGhCutDrVn2LyzyY5eGGjg2nsVktoQr19v3IWMMV6zrxQtOuabwqDcsS0GPMKzqSciViSXDwmMvjWFtXxIfuG4jAGDb0Ql85ZFD2HF8El98z5X4jQvcA7mFUAvNudQZ7HY7e7rf//wwioaFd1y5Bqen8zg5mZU11LU+z3wJjVADwB++6hxc7QgC4K7c6k2p1of9Jb/MuTEYs2++VT0JbFiWkjeDuCEfeGEY/3Lfi55kIgC8a8s6JKMa7t55GhuWpTx2AmCLgZjypmIaZnIlfPPJIzg+kZUdTJTiMcbQ3xFDX8qOwEV0/VtXrsbLN/Z7jmR6+MVRTOdKePOldqf//Dsvx/1/9iq8+sJB3Lt7SFYWCD9OJErFdHJFgFD/7ds24+BoGl966CCOnLFPTHnVBQPQIgzLOmNOdBeTMxC/DQAAN57nJnNSqvXhPHd1bxLvvHotXnPhIADgjZeskv5wVLNPS7H3cDA9YiBEcI0TUY/MFrD92CTu2Hrc9uqVCOSyNT0wLI7f+/ozSEQj+OxvXYo7brkWH3/dBb7vpst5X4bznBNDhND5rY/7nh9GR0zzJKvE8wCvzTPY5dpKqvWhvu/yzjgeP3AGmYKBQ2NpOeUXEfArNvV7omKxMdNzx6fQEdPQnYxWjKh7U1E5EFcS6v5UDOcPduLzD+zHzV96EoDr01+yuhuPvjSGt33pCdz2xBH7mjrtU6s5gohpEXvtgi6uRQKrehL43H0v4jHfkWIA8O2nj+Gqf/wlfrjtBM4f7CqbpX3t/Vvw+XfaiV/xOxE9p2LlfnAlepIxTGeLeO6EbYle6UTUAOQgBEB61Ov6U9j+qdfj6g39zsI3HXfvOo2nDp7Bb1wwgJ6UbZtsPTqJe3aexm9cMCD7okDYMeLeXN2TwLKOGHY5s4cfbj+J9f0p/MErNwGwk/bD07mmVXwAdQo1Y+yNjLH9jLGDjLFPNK01PtSIWrU+ADei7k7YXu8n33IxvvWha+Tfiqjua48fkSvvRDIRsL/QTzkRsxDkiu2Iarj/hWH8/U/34qEXR13LQ9lp7w9eeQ6+/0fXAQCuP3c53nrZKlyxrg83XTSIF4dn8V1nqeydO05hsCuOV55vj+Abl3fgghVdePOlq3BqKidvBrHY4RyfUAdF1K+5cBC/feUafOWRQ7h39xA2LEshEdVw5bpeKWTLOmLSj/cnE0WbBR0xN8pU/cR/fdfl0lJREZ38no/egPMGO2XZof339nut7UthZU8CpsXx4W89i0/ctQfHJ7IeoX7Tpavwv95xKXIlE791xRr0pKJ4+cb+soharPob6IwjEbX9YBGlisTm8fEsSqaFX+4dxmsuGiyvoxbWR9zd5U9drCAiarV9jDG86vzleOLgGew5NQ3O3Sn/iq44Xr95Bf7C2ecZAC5ZbU+Zb3vyCH66+zR++6q19mEPWrlH3d8Rw9Xr+2REJpOJvqm0rkXwgz+6Dles68WRMxl84T1X4k2O0Nz5J9fjmb9+LVb3JPDD7SfRldDlhkyvuXAQ//quy3HJmm4EEdc1z46QMT2CH/3J9VjTm8Tvf/NZzz4tW49M4NP3vIBUTMPwTF7O9lTUQy064/aMTi3ZBIB1fbUTb2KxlRjoRGIccIU6qjFZoy3+xn4fHR+56Tw89tIYMkVTRs1bNvbhiQNjODWVw9suX132nqJET3z3jDHceP5y/HzPEH6xZwhbj0zgA9dvxEUru9GV0LH1yASGpvNyU6dmUPPgAMaYBuDLAF4P4CSAZxlj93DO9zatVQ6/ccEg/vCVm7BpeSe6k/aIKkTm/MFOxPWI/FIGuxKA+x3Kqdv6/hT+/A0X4J9+/iI2LveO4P/vy9fh+EQWL9/Uj2okYxoMi+OG85YhGdWkD/aOK9fI1VM9yahsy3XnLsN1TgLwfddtwFOHxvHXP96DXSem8PCLo/jwjZs8m/UD9mbuUY3htieO4KM3nYcXTs+AMTfquHxtDz5w3Qa88ZKVgW38h9+6BMMzeTx1aBxvcMT0O3/wCvk+r7loEF91Biy/9QEAV23oRSJq71aoa3bFC2Pl+zYH8fs3bsKyjhjOG+zCvR+70bP8WkSkoloDsKte+jvsRJu6ZwoA/O4r1uOV5y8P3KRfsKwzjoGuuHzOQFfc41E/f3oGr/r8w7hoZRfOpIv4zZeVXzOx+rRTlhFqngFB9ahVbjx/Oe567pQ8KksIta5F8LX3b/E8902XrMRla3vwmZ/tAwC8/7oNThvd0kfBf7z7Cs+0WSTF/BE1YEfqd/zhtUgXDU+EzBjDiu4E/uatm/Gnt+/A5Wt7ZV4mpkfwzqvXlr2WbOulKz32BWDbVT/84+vw/tu24iO378DNV6wBB8cv9gxjXX8Kd3/0BqTzRmAbVcSiKdGWoAqLSvQko8gUTfxq7wguX9fr6TeXO0K9ojshX9vPB6/fiG//+hhGZvKyT758Yz9uf+Y4YnoErw8IPF6/eQX2D8/KPW0A29v+xZ5hfOx7z6EvFcV7rlkHLcLwik39+NnuIWSLZlMj6npOeLkGwEHO+WEAYIzdAeBmAE0X6pU9CXzyLXbUK0Z74ZnqWgQXreoGKqzBH+xK4NNvfxluumgQ6/pTePvlq8v8I8YY/vKNF9VsRypm7yHxjzdfIpdPA3anvfH85VX+0o5Uvvreq/C3P3kBd+86BYtz/E5Ah+lJRnHzFWvwo+0ncY9zDNO6/qSyw1oEn775korv0xnX8V8fejm+8OABXHeO3SY1ivzz11+A3Sen8OTB8Yp7Er98Y7/0/C5b24OXj/TX5bm999oN8md/5Hrxqi7853uvwmsvXoEDI3bi9qaLBvGhGzbifd/Y6tlXRFBPB/7da9bLyGx5V1xm5Fd2J6BHGN5x5RrcvfMUYloEr7loMPA13nX1Wrz6QjvK+pNXn+vxvtf3p9Cd0D2dFQBee/EKXLqmB08dGseqngQGA2Y4gkiE4VNv3Yx3/eevcf25y3C+U6nQ60vY2Y95B6yLV3Xj9ZtXYMvG4CAiokSoft50yUrc4rMRa3HzFWsCH+9KRPGt378Gf33XHjx2YAzZgoG3Xb4KH7vpfHQnohXboNIZ1z1b527oT+G9164PHED9iO0jShbHh2/c5PldTzKKcwc6pN0ZRCKq4Yu/eyUOjablLFvMAG66cNCTT3HfM4V//p3LPI9tWNaBD96wEbc+dhgfvH6TtG8++ZbN+INvPYtDY5mmVXwAsOtuq/0H4J0Avq78+30AvhTwvFsAbAOwbf369bzR5IoG/9ZTR7hpWvKxPSen+PZjEw1/Lz/3Pz/Ef/Ds8QW/Tq5o8GNnMhV/b5gWf3Fohv94x0n+308d4duOji/4PVWmMkX+xQdf4tmCEfj7nccn+V07TjT0PVVKhsk/+7O9/Pi4fQ12HJvgmUJpwa/75IEx/tC+Ec4559mCwacyRc4558+fmuKP7h9d8Ov7sSyLbz0yznefmKrr+T/adoK/NDwj/10yTL6jBfdtM7Asq/aTfGw9Ms4ff2lsXu9nmBY/eibt6fcq249N1P09CCzL4l966ADfe3p6Tn83my/xLz74Ep/Ne+/ZmVyR/99HD/KpbHFOr+cHwDZeQYcZr7ErFGPsXQB+k3P+B86/3wfgGs75xyr9zZYtW/i2bdsWPooQBEEsERhj2znnW4J+V08y8SSAdcq/1wI43YiGEQRBELWpR6ifBXA+Y2wTYywG4N0A7mluswiCIAhBzWQi59xgjH0UwP0ANAC3cc5fqPFnBEEQRIOop+oDnPOfA/h5k9tCEARBBBCqlYkEQRBEOSTUBEEQIYeEmiAIIuSQUBMEQYScmgte5vWijI0BODbPP18O4EwDm9MoqF1zJ6xto3bNDWrX3JlP2zZwzgeCftEUoV4IjLFtlVbntBNq19wJa9uoXXOD2jV3Gt02sj4IgiBCDgk1QRBEyAmjUN/a7gZUgNo1d8LaNmrX3KB2zZ2Gti10HjVBEAThJYwRNUEQBKFAQk0QBBFyQiPU7TpAN6Ad6xhjDzPG9jHGXmCMfdx5/O8ZY6cYYzud/97cpvYdZYztcdqwzXmsnzH2S8bYAef/9Z/B1Jg2Xahcl52MsRnG2J+145oxxm5jjI0yxp5XHgu8PszmC849t5sxdlUb2vZ5xtiLzvv/mDHW6zy+kTGWU67df7a4XRW/O8bYXznXbD9j7Ddb3K7vK206yhjb6TzeyutVSSOad59VOvqllf/B3j71EIBzAMQA7AKwuU1tWQXgKufnLgAvAdgM4O8B/EUIrtVRAMt9j/0LgE84P38CwOfa/F0OA9jQjmsG4FUArgLwfK3rA+DNAH4BgAG4FsAzbWjbGwDozs+fU9q2UX1eG9oV+N05fWEXgDiATU6/1VrVLt/v/w3A37bhelXSiKbdZ2GJqOUBupzzIgBxgG7L4ZwPcc53OD/PAtgHIPjkz/BwM4BvOT9/C8BvtbEtrwVwiHM+35WpC4Jz/hiACd/Dla7PzQD+m9s8DaCXMbaqlW3jnD/AOTecfz4N+wSlllLhmlXiZgB3cM4LnPMjAA7C7r8tbRezT13+fwB8rxnvXY0qGtG0+ywsQr0GwAnl3ycRAnFkjG0EcCWAZ5yHPupMXW5rtb2gwAE8wBjbzhi7xXlsBed8CLBvIgDBx263hnfD23nCcM0qXZ+w3Xe/DzvyEmxijD3HGHuUMfbKNrQn6LsLyzV7JYARzvkB5bGWXy+fRjTtPguLULOAx9paN8gY6wRwJ4A/45zPAPgqgHMBXAFgCPa0qx3cwDm/CsCbAHyEMfaqNrWjDGYf1fZ2AD90HgrLNatEaO47xtgnARgAbnceGgKwnnN+JYD/AeC7jLHuFjap0ncXlmv2HngDgpZfrwCNqPjUgMfmdM3CItShOkCXMRaF/QXczjm/CwA45yOcc5NzbgH4Gpo03asF5/y08/9RAD922jEiplLO/0fb0TbYg8cOzvmI08ZQXDNUvj6huO8YYx8A8FYAv8cdU9OxFsadn7fD9oIvaFWbqnx3bb9mjDEdwG8D+L54rNXXK0gj0MT7LCxCHZoDdB3v6xsA9nHO/115XPWU3gHgef/ftqBtHYyxLvEz7ETU87Cv1Qecp30AwN2tbpuDJ8oJwzVzqHR97gHwficrfy2AaTF1bRWMsTcC+J8A3s45zyqPDzDGNOfncwCcD+BwC9tV6bu7B8C7GWNxxtgmp11bW9Uuh9cBeJFzflI80MrrVUkj0Mz7rBVZ0jozqW+GnT09BOCTbWzHjbCnJbsB7HT+ezOAbwPY4zx+D4BVbWjbObAz7rsAvCCuE4BlAB4EcMD5f38b2pYCMA6gR3ms5dcM9kAxBKAEO5L5cKXrA3tK+mXnntsDYEsb2nYQtn8p7rX/dJ77O853vAvADgBva3G7Kn53AD7pXLP9AN7UynY5j38TwB/7ntvK61VJI5p2n9EScoIgiJATFuuDIAiCqAAJNUEQRMghoSYIggg5JNQEQRAhh4SaIAgi5JBQEwRBhBwSaoIgiJDz/wMdthwbVnjhwwAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month9data</span><span class="p">)</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0xa661708&gt;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month10data</span><span class="p">)</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0xa6bb088&gt;]</pre>
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<div class="prompt input_prompt">In&nbsp;[67]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month11data</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[67]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0xa733288&gt;]</pre>
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qdD0tL5lcqG7EPj+ZWiJmNNbIsb79iaoSYp2geTlg7oGrHoRVI0ZcQv++Nw/9E53PCHd+HMYrmt76YJqx1paWa5ghd88C7cc3i2rbH0Ai6npGgTyaUPgl0UQS8X34feB5OWDugasejFJtGmEc8S43BuuQLX4zhfaI+lO/7yoB2GvlCswnY5zi61v2LoNjwPMPxK0biAHvRy6fbI1h5OjeSy8Q9SB3SNWHR3x6KAoSeVLWjz4nbHRwy9neW27X/GRtThRVIU9W2LfSy51HRb7INj1AFdIxayfW5XJBfxf7MFyYUCcbvat90Bhk5Bb0MG9AtYcqnpttgHx6gDukYsggrBLnwXMXTTiGWJcehUoOmEhk6yTdXZeAHd84QPvVlA7wf2GoWWXDQuGATNudY+SFGwaImhd6g1QScKqAKGvvECgmToRp3mXH2soUeTov0waSUK6IyxWxhjTzHGDjPGfrPOe97IGHucMXaQMfZPnR2mRrfRzcIieo6sFgJ6pxg6ySTtTFzORpZcPKVSNOZc9nMvF7pumT7yoaeavYExZgL4MIBXADgB4AHG2O2c88eV9+wB8F4AN3PO5xljU2s1YI3uoJsl35Khm8ldLoF/vL2nsBNMfyNr6F6zStHI5iOGwbo5vDXFhZoUvQHAYc75Ec55FcBnALwu8p6fA/Bhzvk8AHDOz3V2mP2Dv7rraXz76ZleD6Mp6EFuN2AmAQXxlGG0wNA763JpT0MXf1vdgAE9SIrGd7p0Q0VfGz/gqbhQk6LbABxXfj7h/07FZQAuY4x9hzF2H2PslrgPYoy9gzF2gDF2YGZm/Qe1tcDf3nMUX37sTK+H0RSSoXcxKdqKD71TFZ6d8KHT5GI7jT/jU/c9h0Nnl1f9PWsB8qGbRmPJBeiPwhsVF2q3xbg1VvTIUwD2AHgpgDcD+DhjbLTmjzj/GOd8P+d8/+TkZKtj7Qs4rgdnAzC5btrVVuVDJ9tim4lIuxMMPaEP/fdvP4h/eejkqr9nLSAYOupKLuoKrRuTezdB1zxlMDDWHyuQJAH9BIAdys/bAZyKec+/cc5tzvlRAE9BBHiNCByPd6U/SrvoFANOglX50DulobvE0Ff/OUk0dM/j/rVfX1HR9Xu51JNcet3aeC1B18006ieFNxqSBPQHAOxhjF3EGEsDeBOA2yPv+T8AXgYAjLFNEBLMkU4OtF/gehz2BrhxgpLvbgT0gCkljaudqmTtxEokiYbeiQKmToPklEZb0LkXgOQibJvJ5b71jKYBnXPuAHgngDsBPAHgc5zzg4yx9zHGbvPfdieA84yxxwF8A8Cvc87Pr9WgNyo4X58sLQ7Sn92FsbbH0NutFO2ODz2pLNNNUIA2ExQWAf3RjVCFqxAJs87xbzQ0tS0CAOf8DgB3RH73O8q/OYB3+/9p1MFGKkDpZlOmQEM3wLmb6G86VynavltG+tAbVIp2wk3TabgKQzcYiw3YapBbT2PvBNzoCqUPjk9XinYRndJ9u4GudltUlr5d7+XSkaSo73JpwL6r8j3rJ2io7iKD1akUVRn6+hl6RyAlFyaSojqga7SETpWrdwNB6X/3kqIps5VKUZ9ZtylhdEtDd6Rvfv1M5mpAayS5MN/n1g+ShAp5/CZriUysZ+iA3kUkYXLrBTLp2MWkqGmwWKdFHNaXD725Pi419HXEAmluMfykYNyk5nIu99zsBwarQp3QLiSXi0aH0E0rYLtwFOa61lur0ce3smNRJ5pqAR2SXBLkRijYr6eEeJAURYNKUd5XpfEqXFVy0gxdo1VI3XcdPdT14HVRO22nUrR922InfOjNV16dmDg6jZBtr47k4nk86Ea4/m/blqDmbjRD12gZsm/2htDQu+duWF0vl87kI2SgbeNzpIbewOVir+OkqJRc6jTnkqXxfcBgVTiq5GKwvui2qAN6F7GRGHqoy94aP8ghhp5w8ggYeqcqRdvQ0BN4zNejwymaFI2tFPX6qxuhCs9P+BqyH/zGPz4d0LuIjaShq4F1rcer9nJJ+lVuhyovOyHdtKahr59rH/Jh17HtOZ6nSC7rZ+ydgOO3PQCgJReN1uEk0FrXC1SG3jXJpQXbYqcKdToxySZxudgJVwLv+edH8MEvP7HqsbQCuTKqY1vknMPjyhZtbTLY3//iQbz3X37Q1md0Ei4P+rvXk5w2GhJVimp0Bk6HOgR2A90s+Q4kF6MFht4h22InK0UT2BabyW2PnljAlpHcqsfSCtSkKIuRXOiUSMmlTR5y8NQSVspOex/SQXgeR8oIGHo/rEA0Q+8i1qOOWg8qW1trySXo5YLk7XM71JzLdtu/JiT/JEmKNjuXZdtr2EKgk1CToqZRey5le9kOaeiO66FQXT8BPSS56NJ/jVYR2NvW/42jriLWOlnEOYfBUNc6Fwe3Q5NjUMG51hp6stVZ2Xa7JsnR19STXOjntK+hd0LeKlTWT0D3PA7TPzZx/D0eUAegA3oXYW8gl0s3mzJ5XGxU3MpD1Sn5qlsaupPQ717qakAnyYU2uAi/TuekUy4X2+VYXkeSi8vDDF27XDRagnzwNwAV6LYP3WCt7RrTOQ1d/D3nq88VqJNCvc9IKrlUbK9rdQpScmFCcome++gWbZ2QXCrO+tmxy/WUpKhuzqXRKoLmXOvjhm4ENaZ0g6EzX3JJ3sulU5tEB9ditS4H9TPsOgw8ieTiehxV1+sBQ68juUQCervDovu/UEnWInmt4SpJUV36r9Ey6MH32mCD3UI3NwfmPkM3esDQ7Q6sRNQx1NPRnQTJ14rj+u/tUkBXK0VjfNj0ejrl+9DbllzEca2sk8So4wmpD9A+dI1VIPTgr3OnS1clF6/1pGinKkXVkv/VTg7q+annUElSWFS2u5s0l71M6lSK0uspwwj9vFrQsa8X66LncZiqD10HdI1WoD7McQ825xyHzi53c0h10d2kKGnorVSKdiYpqk6sq+3nEmbojQN6IzmlbAuG3qiveicRllxiNHQekVza1dD9c71Sx+lyZGalq0V3LkfYh64lF41WoC63427cB5+bxyv/4m48eWapm8OKhaN02euehp7ch96pbouhSXaVbF+dCOoF4yTjpYDeNQ09lBStZah0bgLJpb3vo5VHnHVxsWTjVX95N7706Kn2vqQFuJ4nk6Lah67RMtTgEbesPjFfAgDMFapdG1M9iLap3dnYgPsl2K3YFjuloXdCWkqmofsMvWFA99/TrcIi8qHXrRSNuFw6lICOY+jLZRu2y3FuqdLWd7SCaFJ0A5SHNIUO6F2EGjDi2OB8UQTyVmSEj3/7CJ47X2h/cBG4nHesh0czkOTSSlI0qa+7GVQ2vHoNvfHKCwhaJjdk6A4x9O5EFrrfRnJWItti21W5/t/HBfSKP4kVq91zwLgelKTo+jcqJIEO6F2EqtfGBe35oi3el3DJXag4+IN/fwJfevR0ZwaowO0mQ4dIihJLTCK7uB0uLAI6w9Drlf+rPWPqHV+5Gmjoa71LFACcWhArwunRrHC51KkU7aQPHYiXXCr+6qRkdzOgezIpekFJLoyxWxhjTzHGDjPGfrPB+36CMcYZY/s7N8T+QcgNERO0532pJWlAp/dV1mCJ7nnd20vS4yKYE1tK8nWd0tA7w9CbJ0WTyDLE0KOfSeCc42/uPoLFkr2qcUZxerGMwUwKw1krdjKlQ5Htc9sI6J7H5XWNC+jVBsF+reByBC6XCyUpyhgzAXwYwK0A9gF4M2NsX8z7hgD8MoD7Oz3IfoHdxCJHS+CklYJVGdA7z2pczpFJdUY7bYagl4v4OcmDRe/prIa+uokxSbBWmXu9SYg09Hqfc2S2gA/c8QS+8eS5VY0zilMLJUyPZAFAlsCrQ6uVXFb/XerqdDmWoYt7uNRVyeXCZOg3ADjMOT/COa8C+AyA18W87/0A/gRAuYPj6ys001oXSHJJyLjpoW/U5W+1cJWdata826KvZZLjIElAXxuXy+oZOk1+9Rl682rSsiI3xLllSJbo1PU+vVjG9Kho1Rs3mdYE9DYYrHqeYyWXnmjoQS+XfumHniSgbwNwXPn5hP87CcbYtQB2cM6/1OiDGGPvYIwdYIwdmJmZaXmwGx12Ex+6TIomZIr0YK+F5OJ6XheTolz2cgHid5+PQmrobSfqGuc1ksDxOHJpE0AD22KTaw9EGXrt59DvOuVTP71YwlafocdNpoEPXbzWjq4fDui1QVsG9C5q6J4Xllz6IJ4nCugs5nfy0BljBoC/APBrzT6Ic/4xzvl+zvn+ycnJ5KPsEzR1uRRak1zkA74mAZ23tfXYwVOLeGZmJdF7hYauLvtbYejt7ikafNdqNVTX85CzRECvt7qqhrT65gy9UUDvhE+94riYXalieoQYOl3r4D10v8qJvY3JMyS5xFSKkmxY6mJbAEeVXC6g5lwnAOxQft4OQHX/DwG4EsA3GWPPAngBgNt1YrQWoSZOjVwuCQM0BfK1COgeb09y+e//+hj+6MtPJnovV9rn0nc3Q8e6LXqBPXO1n+W4PAjoTXq5RP+tQk2K2k7te6odnMDPLApldHrUZ+gxkkvU5dJWz/hmkotNSdEuSi5qUvQC0tAfALCHMXYRYywN4E0AbqcXOeeLnPNNnPPdnPPdAO4DcBvn/MCajHgDQw0Y0Ye6bLvSstW6y2UNkqJKoFsNQy9UnMQ9OzxOtsXg52boZLfFTJsM1PE4sjKgN9fQk0gucbIKTRadYOinFkRA3+ozdDNOcpG9XEhyWf33qWOO27WIJJdu2hbVXi4XTOk/59wB8E4AdwJ4AsDnOOcHGWPvY4zdttYDbAULxd5XWDZCo+ZclBCNvq8R1jQpyhXb4ipu9IrjhhhnIwSFRX7gaHI4qgWuEz50Csar/Sw3gYZeVRh3PcmlogSzuPfIFVkHCo9OLwoP+lafobMYycWLSi7taOjKPR1XWFT175ViVyUXpdtiQoZeqrohaWy9IZEPnXN+B+f8Ms75JZzzD/i/+x3O+e0x731pL9j5s7MFXPf+r+LREwur+vtvPHkOz852vuJSRaj0PxKE55XJKGmAXnMfehvMtWJ7iS1oai8X+rkR1MDSiS3osla7DN1DPt0CQ69rW2wsuXRSQz9NkstIfZdLdMei9iQXMebBTCp25dYLl4u6SXTSfui/+I8P4rf+9bG1Htqq0TeVomeWyvB4UP3WKt716e/jE9852uFRheE2eKjnlf4tSR/YTmqqUYRK/1fxIFf93WkA4MkzS3j8VP2GY7IfekLbYidb+zouRyblM/Q2mnNlmyRFk2jopSa2RRnQO3C9Ty2UMJa35MqCpAc31uUi7oN2XC60mhzNWw1ti6Wq25UqWSCaFE3G0E8tlHF8rrjWQ1s1+iagU1BTdcikWKk4WKk4a17UoDZmigbteUVySRzQ18i26HkcnDdmZk+dWcb7v/R4XX29YnuScb7/S4/j9794sP73SdtisqRoKBfRdqUo7wBDb54UTeZyaWxbDCSXzjB0YueAIrmoSVHJ0NvvuknHPJq3UKi6NfeN3NzD411rH+wpSdGkkkvFcWMLo9YL+jCgtx6Uzy2J5eda30huA5amSi5JmzOtlW2xpg92zI1+58Ez+Nt7juL0UnwdWcUJtMblshObCCNEJZdmDE09j6vtYU5wPA9ZydDb0NCtZj70xg4nIIltsXNJ0ZnlCjYPZ+TPwbkP3iNtizKXsvrvkww9lwZQmxitKJNZt6pFXSUpmrTTZ9Xx2m5P8O7PPox/e/hkW59RD30T0CttBPSzfsvOyirYfSuwPU8+OFGWRgndoUyqZZdLpyciepAzDZJhNAGdnK+VuBzXg8cDxlmqug3Pbau9XOjcZVJG+6X/LkemAwydWH6jXi71JKzjc0XMFaooO550+jQsLIrR1wHg8LkV/N29zyYac7HqIJ9JyZ+pBkAdG7H1VAckF5rQRvMWgMCe+IMTi3A9HlplrpWOPl+ohjqTuqGkaLLrX3G8uht0JMW/PXIKT59NVqPRKvomoFddcROUV8FWzy13iaE3WJrPFWwMpE0MtBLQ/Qe70uGse+A/rr/UJlfOyYVaPVG1oHHOUbLdhrJQq71caDxZy+xAS1dP0dAbfxbnHIfP1e4o5XocKdOAZbIGOxYF1z66Z+jP/f0BfPCOJ1C2XQz6QTYuaDWhAV0AACAASURBVDdLin7hoRP43dsPJtqTtGwHxVCAUlgUmxTthOQSaOiAkDlPLZTwox+6B199/GzIertWAf3Pv3oI/+mTD8ifa/uhNz++apsB3Xa9UKuITqN/AnobDH1muRL6jLWC46oWuVqGPppPw0qxxJJLNcLQP/qtZ/DYycW2x5mkD3Yjhq4G74oj3C6NvPJkW4zTcWPHx4MVRNsul5CG3vizHj6+gJf/+d04eCp8jh3PQ8pgSBlG3Wtnu0o1aeR8LhRtHJ8vomK7GM5a8jOjqDYJ6MtlMckmyamUbFceNxCU/sdKLh2wLdKYpeRSceQ9dL5QCT17a2VdnCtWQ/Zg199YBfB96AkZetXxVl37Qdcmq0ymnUQfBvTWH/CzpKGvdUD3vCCgR10uxSrGBixYptF6YZHtwfM4PvjlJ/HFR9rfwotiSSOXC7lyTsQG9OBmr9geSrbb8Lp4PNgkGmhewEL5h4xlwOOr7wbJORdySSqZD/38ijhmqrIkkBZrmaxhP/R6E0fFcTGzXEHZ9jCUFQy9YVK0zneQHTAJqSlV3QhDF///m28fwR986XEAtZWi7ZhPHLeWodM4ixW3bcnl60+exX1Hzjd8T8V2Q6tZcd3Ev80EDJ1zrrT5XV1Ap2NWJ9NOom8Cejsa+jmfoVcSBNKlso1f+IcHpUzTClQ2GGVy80UbY/k0LGMVAV2xCHai6IFu7IYBXUoutQFdDTglvwK2GUNn/o5F9b4vND6p8befzASAjB/Ymn0vFUpFe5E4/tI9nap/7WzV2hi59lXHEwHdcYOA3kByqScN0rjqMfRHTyzg2PkiOOcoO9GALk7+nQfP4OtPifa8QT90vzWCy/Hef/kBHj7eeq0HrThGcqShOyhV/eBYdUJjXk1S9M/uPISPfPOZhu8p215IkhWSizi2JJurqGNcbWKUPoPu3U6j7wL6apZCtI9hEoZ+8OQSvvzYGTz03HzL3xOuSgx/V6HiYDCTak1yURgbuQZWs0KJotbdsHrJZbFkg3Pxu3oPC48w9GaSiyMDevvJzNDnNPleSuwulYNlO1k8TcNouLqy3aD4KDreiuNhqexgsWQHGvoqXC7LTRj6f/3sw/iLrx3yrwWQTSsB3Z9NZ5Yr8jhp5UM683LZxqe/dwzfPtR6p1Qa+5AvKYlVG1WHigmfJrPVMPSy7codn+qhZLtwPR7aPSrYgq55Ql69r+MajCUdJwCZiO80+iagtyW5+Gw7yWRAOuXSKi6oKrlEddSSLRhTK5KLWgK+VCL9tAMMPaKdRiUNx/WwXHbAmGDo0UCtOloo8HNe364XbZ/bLD5HXTir1dHpPGcTMnR6oJeUHYOohUPKZP61i/+Mev1eXI/LiWWhaMuA10hyqfcd5I+ux9CXyw6WSrYMKnGSi8eDv6cJLmWKa1OokvGg9XuMrtGwH7TV3kWFioOK7WEsL/T11WjoJeXz6oGOWx6fx5EyA5cL/a4eVMLXyIabZAxaQ2+CdiSHmRYYOs3Mq5mhHZf7yTNWw9DLtotsWgT0Vkv/AWDBDzIdYegR7TQqadB3XbRpABXHw+xKuIeOOqmoFbD1Jhu5wYXU0Jsx9PCyddUM3SW3jBH6uR4qMZILfbfU0Bsw9FxMz5jotW6koTdzuRDZqPcMlKsuClVHBr44yQUIF/nQsRmMyda2q7H30iQ07Esuak8UwdA9jPn6+moYeisBnf7v8oChJ6lSVu/fpI3naj8jsNyuBfomoK/W5VKsOpLZJAmktNxeLre+r6PjM4KUyWqCJCWprJjX6kEtAV/0Ne3VsKcoPOVBZjG7oZNn/sqtIwCAE/Nh66J6HueUgql6k01QWJTMhx5o3222vVXsj+rn1kM5RnJxFFnCMo26Zfm268kye/V7opNcwNAbaOgNGLg6ThWccxRtF6WqKzXqbN2AHpZcTMZgMoaVShsMXUouvqyiSC6FioOK42JUMvRVBHTluOqBzovK0GVSNMaHH4V63ldbLaoZekJIH3qdoHF0toCvPn625veknw+kzUQ+dHpolkqrkVxEEsYywiycvNqtSi5hhi4CZ0eSopEH2eUc//bwSVlRSwnR528TAT2aGFWX/KpNrB5Dp14u9HB1T0MPs6VmEwONX732VKnaLCmqWlbVTptReaQxQxffFXefcs6lPzruPNsuh+txFKqB4ygbI7kAInBxzkOrD8MIpJDVMHQ61wOZFBgTq4WSwtCrjoeRnAXGWt/kwvMLk5rd+3ReJEP3OEw/KRrXy6b27zuQFLU1Q08EydDpoYsw6E/ccxTv/uzDNX9HDpcd4/mEkksbDN31/comC+m+FUdUVuZalFxUDZ0CZyclF9NgMA2GpZKDX/nMw/jnB08ACGSUK7YNA6hNjKoBZS4kudRn6IYR308kdnwdcrkEkgsx58bnTmroMQzdNI26GjrZI5NILjnLRMqIL1AKNPTa1yjhB8TfAxQ8S0ogzSlJUVON6KB7Unye4UsuxJxX0zuIzotlGMhZZsjKWvRdLllLvNYqQ0/aS72kjF9dfQDqjk3JAvrqJRfN0BMh0NA9nFsq4/r3fxX3PD0rX18o2VipOjX6LNkPt4/l1lxDpySMZRqhh1pNUqVXydDni43101agSi6mwbBYoklMHDNNHjvG8hjKpGQrVoJ646s9auoxO0qKtuxDJ4bexl6ggKKhN2PoUnKp1dBTDTR0CmbkcnEaSC5Zy0TKjHc6ycKiGEujej/GMXQpb1SdOknR2oAeXakVq8l97lFQzihlMhnQSxENPZMykU+bLe8rKicru3GnRrIsVhxPyQ/A/39rkstqq0XjVkedRN8EdNl50HZxerEM2w2XaS8p9jkVj/ie2u1jeTgeb7p8lwG90jpDt11PSC4RJqcyplY0dPUGW/QDZyeKo0IMnTHJSGmZSbr42EAaQ9lUzfIzFNCTJEUjPvTEDJ08/at0uVCQsUwDLMGektKHXlIZuvgMkzT0mIAupZ0Yy2r0fsxaRt1VWqOkaCigx0ycxHqLitasBvRIPEfFcUP3gWEwWUyzGoYucw0mQy4tWLg6yVRsF5mUIV5rMVjS8xP3fBOo5B4QE5Inj03cQ0YiyUVJiq7ah+7bFrXk0hhVZdlFJ/u8EkyiQQkA7j08i7+95yhef81WbB7Ohj6nHoKk6OoZelRyUR+wVIPEWhTxLpfOaegGYzBNJm16dF7ni1VYJsNA2kQ2bdYsddWHai6koccfV60PvfH4OuVysRX9O2U0n0jjfOgqQ6+3uqLvkZJLiKGL91NAbbRKa5QUVSXAuKQl3WNVx5NkJJcOHv8aycX25MqHVmp0nVdjjaWxk+RSVn3ofqVoxjKQt1I1kstf3fU0HjpWv+5DTYbWdfgovw+tPiJJUXosP/vAMUn2CNUOSC6aoScELUfLtiuDrWqno6Ck3iy//vlHcdGmAXzgDc+XnuvmAZ2SoqtzuZjStljL0LN+UjTpFmOhgC5dLh1g6F6UoYtjpoC+ULAxmk+DMSYfThVqefVCyOVSn6GHfehJNfRkdsN6oIkhZRiJ+mHLpKjyMKvWPuFyqe9OycXYI2mS2OITimyDxDh9dpysoxKMuPOsTrpzBXGvqNWKsZILsVh/9URkaDV5Gsf1J21DMHTVlbJcduB4YqORXIQgcM7xF187hM89cLzuZ6vHW29s6u/LtqtcN0qKitfomP/g35/AP9z3XOgzQhp6mz50zdCbgB6Msh10Qzu/UpGv00NIAd1xPZxcKOF112zDQCYlA3rFbcw+lttg6I7LYcVUFNJFzqdNpBt07Iui6nIZBNeCoZuGeABp8iooDJ08w6SHhsdVT3JppKEjsQ89mhRtt1I0ZYrGWs196AFDVp0SgJgUrDouF/rcdMoEY+FCKDpX28fEZhMZy6hbLdyoOZcqAcRJLuVQQBfPhZoUrQ3owSYUlBStKBp0q7A9T7bhzUaSonRcmZSBgUw4KSp0ceFSqwf12OolRqMMPUiKit+pSVHPE46hqLGCJvThbPw2ekmgm3MlBPVhKTsuVvwLEZJcJEP3A7sSRAEgYyZj6G0VFnkcZowPnW5gcrkkaX8KCB/6QFrY3EhDLzdJDCWBdDcwsZqIylULft8ZGnPU/0sBxTJZiM2qgeDwuRX8+F/fi5/+2/tb7ode60NfrYYeFFAJht74c9SgQOfEUWSJTMrAQsmumWCk3GAyWEa4hzutZraP5QE0Yej+7zxeO4k1k1zUIElNxuIqRTcNiutKDF3d0UeOeZU+dMv/jDwx9EjwzaQM5KxwToZ0+2fP1w/o6ufU86KHAnqIoYePz/U4lisOOK+1JlNsmBjMrNq2WLZdWCarkbg6hb4J6HSyOQ90W2LoFSfo5kYXvKQEUSAoc2/GPpbLNhgTrKJVNux4HizZZrWBht6C5EK9P4ihe7z9bdloaFQhSExqJcTQxYMv2Fb4nFUcD2nTqGEhFLzmC1W87kP34MHn5vH4qaXafuhNxt8xH7obJDQTaegxvTxUDf1HnjeFuUIVX3nsTOx4LdMQk3lMUnTnuAjog5lUUw09+m91PEA8Q1eDHhGdkA/dP/nb/ImlYntwvVpbX73PV/HznzqAv7rr6dDvHDdg6FGXCyHtu1zU3xMBO7tUqdsSoFRNwtCVFbFiyZRJURYkRYn81TJ0P6APpNtIinpr1pgL6KOArrKGWT+QExNRb/aCku0HAoaeREMXS20Pk4OZms9NAtflfhOn+hp62re+JWHZtuthICPGr2r67couIQ1dYRLEluaLNsYGAsmlRkN3hGOhJqD75/bkQgmFqottozkUq27Le4p2yoduy0ArjrOZdl9xgh2F6HxLl4vJ8MortuCiTQP4628dDl0/Cr4p/3vsGB/6j149jb9687XYMzVY18+u3ptR4kH34mjeimXo5RBDryCdMkLXlgIaST8VR1wXuUWbEimaMfRHji/W9OW3PS43yqCAHt2YJZMyhG1RGasaOJ87H785sxrE6yZFnTBDjyZFZem/x2UgjwZ0Ov/jA+m2mnOtVetcIGFAZ4zdwhh7ijF2mDH2mzGvv5sx9jhj7FHG2F2MsV2dH2pjqDf7rF8stOz3XFaDHc3ytGTKWYLhZhIEdFrWbh0VN330gjeD7XmwSK9VlvfSF+xLLkCyIFVxPAz6peLq29stLvKUZFgqFNCFj5824wD8hzOyzK36jgVa0tMNrPbuAICp4QxK/vLXUGyLzXu5hP3jq2XorpIUjSaq41CxXUwMiONeijB0y0+svuPFF+Oxk0v4rtKbO5BcRP4kXPovXhvKWrjt6q1gjPk+9PpuGfUzCctl0a0zb5kNC4sAUeyVjSTl6NzvIIbueHBcRXJpgaEXqk6NU8XxLbuA6PJYqoo++er9lbEMDGTCkov6Oc/W0dHj9iMtVBz88qe/Lzevqe9yMULH5ylSS1RykQx9MN1Gc64eM3TGmAngwwBuBbAPwJsZY/sib/s+gP2c86sAfB7An3R6oM1QdTzJAGaVZOhcoRrScekGoRu8hqE30K9pVt7ms5iWGTq5XCKFI6rkYqUa702pwnY9DCn7QhI6ydAN5YFb8fveOB4PkqJ1bIuZlCkDLu1SQw8ETaoTA2KlU666opdLAi+wGF/YtrjaTZNt1ZZnJnG5eNgkV2d2zWcAwK1XbgEAPH5qSf5doNWTtKMybXHuqFWxeF+8D73qBnvS1gZ0G0PZFDKWGSsbRiUXNSEKAJdtHsJrr5rGSy6blMdKyWogLLk06uXCOUep6tZIEo4bdDbMWyZKVQdl28O4P0EC4nqOD6TDHnXlc47W0dFDGrr/78dPL+H2R07hwefmxJiVoB/H0NVui2q/JlX+oxXFaD6NlXJtkWISVBx3zVrnAskY+g0ADnPOj3DOqwA+A+B16hs459/gnNN66D4A2zs7zOaoup5snq/aFc+vVCMMPcwSSbJIJ0iKUgDfPkoBPTlD55zDdmnvyYiG7t9seYWhJ9HRbZdLDV1Fuy10pQ/dCDN0zoFTft+W0ZCGXhvQ04rkQrvURPMYlIBbqTghht7ch94pDV3Rto3mG05XbBeTQyKgE3uTGrofrKi5ljrZS8nFXwnESS7qQ95IQ6ckeNQeueL308+kjNgJXWW6y2UnlBAFRI+VD73lukBy8YNeILkE9wH1hYlD1RVVmFG9W0guvobuk4Bi1Y0EdEP+TDp/EoYeF9BXpNXWrXmPask0IjkCT9HQPR62J1ZccV8PZVNwPN403xaHsu3JHbLWAkkC+jYAqgn0hP+7engbgC/HvcAYewdj7ABj7MDMTOtN8huhYntyP8ZZXyMEgNlCJSSNUOMf+j9JLkk09Kjk0gpDp/s/aJ9bq6FnUoZcZSRl6AOxDL09yUUt+Y7a2U7MiYA+pkguVWUJC0BW/dGNm0ubyKQMOdEUZEDPyJ8NtopeLm13Wwxr20kYugzo5YiGrrglBjOpSEBXk6LxkkuYocfbFm3HQ94nINGV5HLZwVA2hWxMTgOoXbXVs83ROa1xuUTug3rPSbFCzDr8fbbjSXKQtUwhbZRtTAzGB/Q5n5QRQ58eyeLZ2ToaekxhEa0QAu98+D2q3RQIu1zUFb1KBiu2h4xpyFXxahKj64Ghx/lrYu98xthPAdgP4E/jXuecf4xzvp9zvn9ycjL5KBOg6noYygX9lMk1IBh68qRoI3a7VBPQkzN0W3FUWCkjVK5eqgrGxBhTGHqygJ61guTWgH8srTL0aCCLNudSQa1ySXKJ6uOAuBaZlCFv3JzlB3SbGLovufgPM+0ck7gfuuzlEiSE//grT7buOlIaRpmMNbU/ip7dab9hmS3HDiC0khnKpkL3Bn2uZdbq4xXH9WW4sORST0Mnhh4NqEJysfyJM0ZyqbryXgdQI7kQ6JySV5uuSbQ1QL1zTXbgqMbseGGXCx3DuC+7AeIZnJAMXcimFJCv2DpcV3IJ+dCr4YAuO1D67zENFlspqsp9ahBXY0fV9aTOD4hN2b/gN6xLiso6YOgnAOxQft4OoGYnYsbYywH8FoDbOOeV6OtrCdfvwUKSCwDsnhABfU5h6GnTkBc8GtAzCWyLNHNvHRVVfa200JXJM5PBimHo9IDJgB5TcRiFyBsYcuxj/sPQCkM/PlfE3v/xlZArQRaUsLiAXgp9F407tKS1w5JLPm362m48QwcivVyaDD+6o9J3Ds/ir7/5TMvbAqoOlSQMnRwKw9mAgUf9zAAF9BjJxRSSi/o9VcerqRqMK1CiDYqJoddo6BUHgz5Dj7pHAHF9Rv32tABqJBdCRiE2tFdq9PjE6/UYul/nEWXobuByUSeWiYiGPuHfE9Slk+6VfdPDmFmOty6W7WD7Orr3CzUMXfx+JGeFAnrNFnSKhg6EjQ8VP6FJMufffPso/ve9R2PPQz2U1wFDfwDAHsbYRYyxNIA3AbhdfQNj7FoAH4UI5uc6P8zGILZC21sBwNRwFpmUITX0lMEwPpCWFzjqQydmkkRDnx7JgbHWGHpQgCKW3aoXuVQNdrORkkuCYhnb5UinDBnYxmVAT85Uj84WUHU9HDobNDKLY+jExGVAVzR0cQyqRumKMm7pcgkzdJpM1Ye5nT1FSW9t2XUkGXr8piOh7/S14UzKxHDOkt8VXboDQkdXm7fZoaRo2JJI+QYV6RjbIo1NaugxkstwNoWsZcS7XKqCNNDf15VcKKDbHopVB3k/eEUDer17jAJw1fVCz5LjBZJLrl5AtxTJRWroDkyDYbuy4q45NtsV/v2UIYkFPatRyWUkZ4UlFzM8YbkeDxG1kOTiuEinDOyaGEDOMjE9ksV8obV7rucMnXPuAHgngDsBPAHgc5zzg4yx9zHGbvPf9qcABgH8M2PsYcbY7XU+bk0gS3IVhj6USWHTYAazK1UslW0M5yzkM2bNkjCfjmjoDV0u4uINZ1MYTKda2ldUXXZbJgvtKap6U9N1JJdTMXt3Vl3h7KGHkBKVrTB0Ckxq3/JoLxcAsnnZiYUiGAt2b6egHSe5ZKOSC7lcKkJiyiv6vyq5xMXVP7vzKXxD7kYflIoDwUPe6qYjwUPdvJeLWp4+lE0pPvR4hq6ORU2+WpHGbHEMXe2HzjnHvz96Wk6C9TaRDiQXM1ZyK9ku8umUDKb1GDpjYqOOiuNJKyT9XkVdhq4waPXfZAgAwpPJSN6S5y6TEqsfy2TS2FCouBhIm4oUExfQBSFSayIKUnIJkqKmwTCQMRsmRV0uGDrJl+ozTtfq8i1DeOz3X4Vbr5yWraWTouysAx865/wOzvllnPNLOOcf8H/3O5zz2/1/v5xzvplzfo3/322NP7GzICagSi6DmRQmBtM4X6hgqSTYS15pzVmquqHiiiQul6WSg3xaVHNGl9XNoD74om+I6nJx5cSSipFcTswX8aI/+Qa+pey2TjJT2jTlZES6disMnW5I9UHxYhj65iER0I/PlTCcDR5CCgzNJJesIrkUbRcDGTO09DaMoHglTkP/+D1H8MWHhdInGbr/+aS3ts7Qg6RoMx+6utPMcNZSKkXJwRIEPPG6ytCD90QnjrjKQVVyeejYAn7pnx7C158Uu23RJBj1pJdtUTXckKFbpgxUjXqJUAJ7peJIKYN6nmStQJKJgyq1FJRVm+N68hlTJ5OcZSqyp8gjjeXTst9MoeJgIJOSEt98XECvusj4AT2qoauSSzZlyAmvXlLU8wQrp1YMYYYerKZMg2E0b2Gl4rTUsrpsu7pStBkqUnJRAno2hYmBtJBciKGnUyHbohpQkrpc6DuGIg9tM8jyb4PKv8M+9KjkojKwIzMFuB6XcgegFKukmLxBSAZpxU4lA7ri3Zel/4qGPjWcke+niQNQNHTfO1x1PD9IBQE9m45h6Gkz9GA36uVS9hs50aTjeaIpGQUIWl202gFT3Q+0GUMn73XWMjGctWJ7uRDqaejkcokmReMkF7oPTy+Ka35W2SoRCO8nS502x/JWaOJUUbLFJuQ5nziorXOjEEHPw4rC0On4qKag3ipQTYaqHnLaTxcIa+hZK5CBSFueGMwokot4Thsx9LLtImcZoZoIGdBpUw7HRdYy5YQXWHPhH5/4v2DojsyTqQw8upqi54C2f0wC2plprdBfAT0XLOEHMylsGcni2FwR80URiNU+EcWqK28kIFkvF7KGAf6yuiUNXXG5mGGXS9F/2IAgSKkMnh7quCCRNg35N2P51jV0kgbCkov4bMMIsv8kuQCBtAMoGrrt4i1/cx8++OUnpIZO1Yh5K4VMKlgO07kPd/tTerlEGDrtekRMnJJ1xIqJrba6/JW76BhGTfVuFJKhWwaGc6m6PnSAJvvaFruWWVuRGpsUVWyLZ/zdoOj60Eou1NFS2XBE+NDrMXRDTgj1JBcAMt9B3nYgkFxoFVyPoau5FDWg2y4PKkWjDD0TNiZMDKRl4C5UBUMPtPVav0XZNxWoNRFRl4uQNU3J0BttQbdUsjE2kMZgJvyM031NoOdgsZj8vivbrlxZrgX6IqBXYxj6UDaFF1w8gcWSjYMnFzGcS2EgHZQVl2wnFFBShujHHWXo7/7sw/jgl58AIHYpooA+nLNWJbnELe/L/sMGQKkUDV6nLd6WynGJtsAeOO73V2lUyfe5B47jK4+dlj9TEFSLsdTmXBQ0Nw1mpEMixNAVDf3IbAFPnl6Wpf904+bSYoxBpah4AEOSS6iXSzigL8hma1V/fFxWd6poJacBBKw3CUOnsWdSZmh1Vk9DV5u3haQdM9JtMSYpapnB5EJ73tKxD8a4XCjYj+fTwofu1HbcTKqhA/CvlSsYupRc/IBORWJ1GbraWCssucheLnUYOhGT8YF0wNArYvIfzAhtfa5g474j53HzH31dXgPaYD1nGTUaekHaFgUzJobuRCZiqaH7LpfhrIXhSC6k6oavFRXMzScM6JyLYqRo24VOoj8Cun9zD2RM+WANZiy8eM8kDCYeuuGsFWr1GpVcGBPJxWiy6f6jc/j+MbFzyULRlrPyaM4K7WjfDKpmRw81PXR0Q4rXawuLTi/4Ab1Uq8taCkMfSZAU/fA3D+NTSuP+2KRoaGMD/3xmU/LBG1MYOj2chYqLxZKNs0vlmm6LUR96sepgIJ0KZfsb7SkqGfpKVW64TFWXKlqRXP7ya4fwqfuew61XbpEVsUm2HyMNvVB14SjbmlmKy4XcVnRu1cnXipb+23EMXbhcOOc4uySuPa1OSENXiQfpysTQOa+tNC75DDWQNxoxdLGaWqk6soiGniti6PVIg7p93EqN5BKjoadFQ650ypAT+rgvlQLE0IW2LgJ9BQeencPJhRKOzRVDx6Y+34HLRfwcZejRpCgdn+OJlclwzgq5mYDaa0XPgbpvbiOIpnuNz3276I+ALqvtgmX+YFYkUq7ZMQpAMOqBtBkqLIqyFFW7BMSMOrNckbvuLBRtjPo39Gg+nfhCAmGWZsmbRwnoER+6OrGc8iWXaMZdvJ9J1jBAWnW9nYE8jtML5dBEREFQDejqxgakLQ5mTNkmYUyxmtE5PLdcAefAGT+gq825culUOCnqM3TDYPI9rIHkQuOtuuJhkww9GtATSmDLZRt/+bWn8ZrnT+P/e/O1AMQD3Sgpqm4dRtIe7bQDILRaiJb/B3uXsprvqbi1SdG0skqLSi4DMUlR2uN1fCAtJ1EKuG/75AP41H3P+avAYFXUTHKZL4o9eImh0+pMSi51SIO6wXPY5eKF+qEH32ViwG9ZQKD2tBXHRaHiSJlpfEBo6yd9gkOrSjo2dbMV0s5X5IqcArpRs70eEAT2RX/v4eFsSgT0OklRIGDoSSWXspJYXyv0RUCXDY6URBxpfy+7fAqAuEC5dEph6E7oxhJ/H25stFiyUXU9uaSaV7oMjuUtf7fyZHq1WlGYkjq5+J24IcP2SSdGclGTsBTw037mHhAPqVr6Xaw6uPNg0Jt7tlBB1fViA/pKJdgNXi39J90zn07JYBInuZzxJ51iVTgI1OZcKOjaBQAAIABJREFUNbbFqiu1XLoGjWyL6sR5fqUqPc2q91scSzLJhVjvK6/YLK9FqklzLpWhU8BeKtuKDq+4XJSAD6jJV8OXU8JtEmoll2CVFpVcZFI0Zleo0bwl2V/ZdlGsOrjryXP41lPnULRdwYYzQTuGesikDNngbjAjjjVIiob78kQRZuiq5BIkRUMaetr0W0Mo3nSluKhQdSWRGB+w/IBe8s+JGCMF65CGrvjQOefSGkzPh1prof6fno3hnOUnv2tti4TRCEM/u1TGjX/4NTzw7FzsuakoifW1Ql8EdNngSAnopHW/7HkioI/k0xhIm6i6HmzX8yWXcB+UTCrM0Kn15kKxioojmglRMCOWmlR2kRsSm0aNk6XkP2yAUimq+JBP+zdwnOSSVipFRWIoCJwf+cYz+PlPPSjL9U/5zEbd51NNJBILlLZFM+i2OJhJyUkylBT1x33Kn3QI6uSaSxs1SdHAbUEBPWCB9Rg6IKQHYugRgt6QoZdtFz/2ke/gwLNzUjtXE72mYTQO6JJdmVJSCTF0I46hi/FUlNVUdIOLeB964LiiyYcCbD6m9H+uYPuNucxQYdCRGVEqf+jsClyP+wzdP+8NNXQz0OwjGvpoE2tsoepKFl8MSS5B6X8mZYQqVvduGcLztgzJ98oGXStVFCuOlImIoZ+SAZ126fKka4quU6HiSrm14u9jkE0FxMLzogFdfDeRt+Gs5Se/awuLCANpE5bJ5N985bEzOLtUwXefCVonq6hohp4MUnJRilko+FyxdRgfesu1uO3qrTJ4FP0NaqMsJa00kAKChJTtcpz0LYOjA8TQa/Wzzz1wPBQsVYQYOkku/uTi+A8bUGtbXCo7UiZS2QL51NXS/3w6cJO4HscXHhJ9JmjZTsdQqLrynC2WbGz2LYlq0hEI90MfUAK6qqGnTQMGC76DEC4sSkUYulOz9A8x9EhgVb3HsytVwfYMkUSl8THWWEM/OlvAQ8cWcM/hWRkkQwGdNW7yJZOiliEL2JaU7ebClaJhhr5QrGIkZ4H5NtBoUjTOhw4IKYUSi/T9cYVF88Wq3HCEJtGK4+KZmRUAkFpzLp2S570RS8ymDClVDNV1ucQz9FLVlT161ASprWxBR5uL0zje+R/24B/efqN8L/397EoFRduVeYPxvIXzhaq8j2dXKqJdr6qh22LVXHWDVseFiiNti9Re2FaeRyCQXOj5Hc6lQvZUgCbfcN5tNJ/Gom9bpNXwMzMr4JzjU999VpJCIJgENUNvAlV+yFpiI166cRljeO1VWzGSs6RkUKq6oWU/IaqhqxeDNqmVDN3/P7HaE/NF/LcvPIrP1NmdXF2a0wNb9McBBBc5ytDJsjiUCbMFOmZLKf3PKT7be5+ZlVINHQcxG0B4Z7nvub1o0wCAsC0QCLagA0hDr5Vc6OE8XRPQTVy7Ywyvv2Yrrtw27GvoghmV7FrJpZEPfb5oy4lurlAVDD1Ssj09nEWh6srzdmaxHGq3SkHg5HxJTtRTQ0EvmWYMXT6MKVMG7KWyLc+VulqQkox0EFVkq2Arshl1fOm/+DCqO1A/OxcjucwVqhinVgwpapbm4ZlzK6HPzVlq6X8DH7oScGRhkf/24Sa2xYKfSB1Im2EfurIFHYCGWj4x9JMLJXAeyEzjAxkslx0pq8yuVOXEQnJjqerKROiWETFhFyqu73IJVjB0PaNJUSJogqELJxvdF5WY1dRozsJ8wcZCsYr7jwqp5ZmZFRw6u4L/8W8HJamivwd0QG8KWsqQs2Iwk6opVQaCm6hQdXyGHpFcrLDL5dxyEKSCgO67XPJhyYVY39Nnww8RQbVJXbdzDAYDPvLNw6HdigC1OZcf0H2Z5PItQ3WKVVhEchG2tc8/eEL+fsZfrp9UAvpi0UbB17sv2jQIQJFcQs256NzFSy70veqmIoBg6GMDafzlm66VXQBdj2OlKjbgjZNc6iVFF0tV7JrwJ52VinS5qOeLen3QOXrflw7iF//xIfkZdOwnF0o4u1QWQUdpPaBuPHHw1CJ+5hPfi/SnURi61NAduL6er95vUYY+u1yVbXdTZu0GF3EuFyCYhOjY6byqrQEAYuhpf3wqQw93J8yljWS2RWU8UnJRKoPTdbzugLAZ5tKirUMoKaoUFgFBUIuTHzb5HRhpZSEZ+mD4vjtfqCibwxhSQyepa8qvbl6pOD6LD1azJAdFk6Ikn4zkLCmtrfhB3fF4zeQ75psjvv7kObgex/W7xvDMuQK+f0w0ilO3zaNnXUsuTVBxg4ctaxmxu/gAgf645Cc7a5KiDRg67TpOGiKxCJrRz/m67NPngiZXKoK+2Qb2Tg/j5150MT79veP42hOipDsqudAEQA6Xy7YMoWQHUkmosEhKLiayKcFS7nriHF53zVYYLBhbmKHbkkFeTAydJJdQ6b/voMmkFJdLwNCBMOOghyB645NXfsFvZkSfRddE9aFHPdTzRSELDWVSmF2p+u12IccIBFun0TEdnyvJ3IF67CcXSji3VJGVrwR1x6JvPz2Luw/NyIcSiNgWFcnFUTaBIAymU6HmbTMrFbn8j25GHV9YRI3QxPgvnRoMzmPKQHTP0boMfWYFe6eH5ftyVuBUapYUlccSkVykU6SebdF2pG+8EEqKeiFrJyXKDaOWeA3nUhjJWfjBCdEBVDJ0hUhsGhTWRnU/XnqGqChpywj123ekbZHuVZKDoklRkveGs5Ykb7OFipKnC5+3kbyFxZKNu544h6mhDF5/7TaUbBdf8eWXY3PBpKoZekLIk22ayFkpySqioABOgavW5VIb0Il4EUOXPnQq+/VndFrGHz63ErtrPS2zSbP71Vdchh3jOfy///dQaCxR2+LphTIMBlwyKR7qYOuzwIdOMpPQCA0cmS1gpeLg6h2j2DSYCSSXxZJc+s8XqjIhum0sB8tkodJ6QDBmYugDaVVyiTB0/wYdzqZkr/hokKIHgSx2gaUxjqGHz918sYrRXNrvzUMuFyN0Pqn/PWmeZ5fKWCo7ksGd8AP6qYUSTi+WJHsjqIGWktAPn1iQr5eVpCgFuaWyA9flNX54w2B+lSExdCWgm4HkQoUm9QL6cZ+hqwGdGnxFfejE0ClYFKui0OvmSyaUFVwKV2wdwaVTg/J8xUENWkPkclECOslncZAMXZFcPI/D4+FqWlpNxoExhn3Tw7L+g+47dXejq7aPYnalElrhUnEe3e+bFYZejjL0apih0/9PzJeQ862pO/0W3MfmiiEnnYqxvIX5YhX3Hz2Pmy/dhD3+tbrb77sUx9B16b+C7z5zHm/86HdD3k/1ZP/Syy7Bb70muuWpgAzovlYcnxRVJZeKvPGPzoQ1dGIEJFOQPFOsuiFpgxCtTMtaJt5ywy759zUauhMw9M3DWVkFSkEi8KEbeOP+HfjzN14N02DIWqa8oS/fPITJoYwc26mFMvZtHQEgGDoF9JGchYmBjLSBuf5ekoyJbotZSxRD3XLFFvz8Sy6ueRDpPI4NpGWiMVo8QQ/SfMRPnZc+dFVDr3W5jOYtv8dH4HIBggdx54S/cXfJgeN6UgKiYyf5wnY5nji9LBPBBNNg0ptMPueHjwUBXWXopsEwlBGbWMQxdACygVfZdrFccQLJRZFLiGVHz1U6RcGliKFsCpsVrV/kTEw54ZdtFwVlKzdaCT0zs4Kq42HP5kHs8gNTzjJx2eYhfO3dL6mRzVSo/bqJ0auSS71t7gC/ECjtV2X7QdP2gnuVkLPMhrLPvq3Dkn2T7k/J0qxlYM/UoHDBKDkoug/p2tO9uFi04XGR/6BzTauHqORSsl1sH8uBMSbP27HzxZCTTsVYPo2zSxXMrlTxQ7vH5eTrcRFPTi2U5N+qpGCtsOECumkwfO/oXGhXddXlcu3OMbnRbRS0vJ+tx9BjJJc9U8JOdWqxjHTKCN2E4wNpxYMayDOHz9Xq6KoXmfBj122TrJQ+l+x49NCfnC9h22hOMqXlso3ZlUqwdVnKwI7xPN5wrdjGVb3h9mwewtRQBjMrQmucK1Sxz1+CLxYDyWUkZ4XKrV0vuNFf9rwp/PQLdgEArt05hvfeurfm2OTeoTkL034iSt1STX0PfUcukhSt50P3PI6FYhVj+bRstuYqemwqKrmUbZwvVOVnnFXkJgqqJdsNOVzocyRD92WuR06oAV1Uv5JEIIpOHH8stY8R7VpEk+vkYKChB0k2t+G5+sGJRWwezobaQlsmQ9pkMscSNOYiyUX87UF/k+pLJgex29fgGwVQFZLRW6Y8NlqpEsut3z7XRd4vQqOgGV2dAoHFth5UqYi883SMW0dz2DSYQdX1ZH6IkqJAwNBJVqMAn7WCwkNauZmRpCgAua/q5GAG+bSJZ88XlNYP4TGPKAaBGy4aw8RAWjqBfuR5U/B4kL8JfOiaoUtcs2MUOcvEvc/Myt9V/f0K45iSinxkBqdiHkI6FU2KVrB1NCs1+bG8FUp+jeatkORCM7q6WQQhrgBl83AWL/YnH3W1oDbvOjZXxM6JvHyoj84WcPMffR2f97e+qhcMNg9nMJKzMDkkJBfS4i/fMgjTYFgoVcMMfTCNWcWHTufypZdP1V3xEChQjOZVhh6VXHyGXqQCGd9tofrQ/T9RNfTlsgOPQzL02ZVqiBXTbkPTo8TQbZmgBuC3InBxbrmCGy4al7+figR01eVy2p+8zy5VpB0zWvZNzdnUXX1U0Ot0r20aEsGINqMmuSXuXP3Q7nH89mv2Yu/0MF52+aR0zQDieqvtdWUfl4ht8UG/uOXSqUHs9nMkjTosqiAGqUqXNZJLDEPnnMuWGvlMwNAdpQaDsHd6GFf4q8U47FMCetByQhzjttGcPJ8npCUzYPx0zsnlQgQuq/QXKlSjSdHgu6l1rmDpA3jufCPJRYxjfCCNSyYHwRiTLP22q7cCAJ7z82+aoccgnTJw48XjuOdwOKBHT3QcgoDeXEOvOKI3yeRgBqMDZFUML1PHlPL/c0tl7JkaxNRQBk83YuiRhlI//YJdsEyGLUqASZsGbEdUt51ZKmPneF5WHx54dh4Vx8P3fIuUlQp/Hs3+l20WK4upoSxmV6o47t/420bzwmpVtKV8M5y1sGM8j6O+f9b1eM2mwI1A3zmat+RDVKOhW+GATuc+70+qhhEvuVBrUmLo88UqbDfY/SZlGBjJWZIViX4ywWrp3HJFOoVu2B0E9KjkQi4XWsm8eI+YaB8+Llh6dOsw6nnuKjvxqCDJhe41NSkKiPuh3jLeMg28/UUX44vveiF+6zX7pGuGXlOTorLTon9v0medWizj5ksnMJpP4/LNQzBYrTupHugzVHOB3ISiAUOv+r1t8mlhW6Te6LayuQvhN255Hj78k9fVHcOlU4Py/ST7pEwDU0MZ7J4YwITvhCFrp0j4pkK/Iw39fAxDL0aSokYMQweAXeP5CEMPxwyaZPbvGpNk79odo7h88xCu3zUGIHDraA29Dl546SYcmSnIpXGclzcOg9kUDBbMmHSjEDJK6T89iJNDGdkDejQfdneMDaSlJjyzXMHkUBZ7Ng/GB3S3VnIBgB/Zuxk/+L1XhRgjMbAT88KHu2siL61yFGAqTq0uCQRLbpKKJocycD2O7/gT4MWTAxjNW1gsCg2dMcEm904PY6ns4NRiWbhImqx2VOQUyeWFl27CK/Ztlt52gkyK+i6XfERyYSxggZ+67zn83u0H4Xpc2sgEQ0/D9TjOr1RDGvqI36fHYEJyURn6uaWydLjsmRqU1zAquZgGg8cDueXle6dgmSw433a4qIRa6DqKJ14F9USXkstQkBQFRPGWKps1gtpFlAI6/W3A0MNJUQB4yw1CKnv9tdtwx6+8KLSHayPQxKUy9LDLxYzt5UIBnBLolBStd+83QjplyHtYbXP9D2+/Eb/6isvksXz18bMwDYatozlcuW0EpsFwr1+pOZKzkE4Z+IG/X+70SE4y9JqkKFMDepAw3rUpjxNzpbqWwxE/Nqirv9+49Xn4P790MyaHMshZpkyMapdLHdx86SYAwHcOiwtXdbwa6SEOmZSJa3aM4lHfDhWVXETpv7hw5/ygMDWckUGAAjtBZLht2K7YfGFqKIM9U0M4dGY5VN4NKDvbxDz80QtMiTNi1TvH85KlPXF6KfTemoDuf9Zlm8Wyj4pn/v3R07hkcgCbBjMYzaexUBJ7rQ5mUjAMhn3T4uF54tRSKOmYBCQXjebT2DGex9/8zP7YtgpA0M86X+NDF8nXt960G1NDWXzy3mfxuQPHJQMdzael0+fIbCHkcqEqTNK1zy0JZ9DWkSzOLpWlw2XbWA7bfGlmc4zLBQicJbsmBnDF1hE8+JxYCVViGPpSWVSKxgWq4ZyFhWJVLv+JURKJ+O4z55VEa+MHPMzQRTM2klzUXujqed40mMYr9m0GIILW87YMIymk5BJi6OL/Wb9HT1y3RXVbR0qKcs5Djelawb6tYsx5hXhdtnkI4wNp6dY6MlvASy6bxLivXV+/cwxVxxMTvO82evLMMiyT4bpdo4rLJb6wCAgz9N0TA6i6Hp6dLfrnJnytn799BK+9ahqvvWqr/J1lCr8/Yww7x/MyoK9U7NDGLGuBDRnQL988hImBtGSdVddLvJP2Sy6bkv+Ok1xoFiXtdHIwK5ezUf/1aD4dYoRTwxlcs2MUJdvFIb/AyPU4XvkX38L/vOtpAIhdnkdBS2paSewcH8BAOiV7U4TGXBPQxc97NgcMHRBL8BsvnhDj9qvblkq2lCou9x/4J88sweWtSi4U0K267yG3EDHefCbM0MlV83u3XYHP/5cfxg27x/Gndz6Fp/18xFjewnW7xmTfcum6SJvy4R7x252eXapgciiD6dEczi5VJEPfMpKVAT3qQ6cVCU2iW0ezeMHFE3j4+AJKVbemRJ/2FXXc+Mnv8i1DWCo7eODZOckUAcGW900P4xf+8UHcf0RMFs0KTYihp03RYjZtshoNnZpmGQbD9rEc3nrT7kSr1jjQeEIB3W9bIArZ4hk6JRrzflWxxxHqPW61GNB/7LpteOP+7bEBUO34+YZrt8l/v+RyIZWR/EIT6NXbR5H3u34CQZ/0aOk/EJFcInmx6DkdzKTwobdcJ6XGKHZO5KUX/bGTS0L+aoEstYoNGdANg+GmSzfhnsOz4JwnZugA8OLLNsl/x7pcXA+cc9z15DkMZVLYs3lQ6mRRDXIsb4FzSIllaiiL63YK3ewhvyjl8VNLOHR2RZavJ0mIEAM7NldC3g9YhsFkckyVM6IPyfRIDoOZlMLQgxvtRn9ZKPpPCMmFAvpgJoWd43k8cXoZ3ioll2iOQcXUcBaXTg1KfZvsiqrLhUCBfaFYxR/e8SQAISkMZlK40mdt9CD+4RueL5O2w1nR7vTschlTQ1lsHs7g7HIZR2cL2DycQSZl4oqtI9gxnotdFQGBHLdlJIsXXDwO2+V48Ll5fy9IhaHnxH6SS2W7ZpUECFkQAL5zeFZOqjTGv3/bDRjOWvjLr4kahGaBl6QPutaWv40d5xz3PD2LLcPZUMLxG+95KX7pZZc2/MxGkAFdWRlkLLEfKWNMboBx+yOn8NSZwABAxTr5dFDAVKg6oZ2hWsFNl2zCn/zE1bFV35ZpYCxvYSiTkisRAHipH9Bp7CTXvMAnM1GGHrW/5iwz5Hcnh9Bjpxb9v29NLrl4cgDPzhZRqDh4+PgCrt052tLft4r4CpwNgBdeOoEvPnIKh8+t+F3Qkp3oq7aPSndKnA+dc3Gx73zsDF55xRZkLTPUMlcFXXi6qaeGMtgxnsPEQBrfP7aAn3rBLtx/VMhCX3rXC+G4vGGFHsHyGdixuQJ2juflDT2cS2GxZOOWK7fgo996BgBqLHOvv3YbXr53swz+ajC5QQZ00Yb04KklXL0jcBrsnR7CE6eXcP2usZYYOgX0kQYMHQBuumQCh8+tIJ0ygs0O0vG7yu/bOozP/8JN+MGJRYwNpOU1uPHiCTxyYlE+gKq9bWoog0PnljGQTmH7WA5TQ1l866kZzBeqeKnfRvkXX3YJ3vaii2rGdpnf7e9fv38SmwbTyKRM7N89DtNguO/I+ZoCoOGsBY8L6eQnb9xZ83m7JgawYzyH43NBMRdh02AGr7pii9xopFmQMH3pIKUE9EJVtHc48Nw8/vjHnx96f9wE0wpIZ1aTom+9abe0A2dTJk4tlvHLn/4+BjMp/M5r9+HB5+YVK2pKSmorZUfZ4KOzzPT6XeO4ZGogNDnvmx7G1FBGri7o/xTQx/Jp38FUlqtCIHC5kAedsGU4i3TKwHcOn8dY3mpYkBWHF106iY9+6wj+6f5jWCzZcn+GtcKGZOhAoKPfc3g2cVIUEA/Hi3wHQ1Tnpc/46uNnsVxxcNs1Qherx9Dp50N+QN88nAVjDNfuHJNl4/cdmcPuiTz2Tg/j+dvr27RUEAM7NlcM3UDkRd83PYyLJwdjH1zTYKHAmkubGPLZ9/SIWEqO5iyUfAfNj14daH97p4dx9HwB90RYZTNIDT3XLKCLa6aujIJui7Xvv27nGH72pt3S/gUETpU4PfbW50/j+FwJT51dxtRwFlPDGRSqLuaLtmRxlmmEpATCS/ZM4rLNg5hdqcpq18FMCs/fNoK7n57BuaVybNMqx+O45crp2OMllh6XjFRrJZLcu0PZlLzelmng/EoFH/zyk7h+1xj+4/U7mv59K4hj6FtHc/KZy1iGdJZNDWXw377wKD574Dg+ee+zAAQrplXkOz/9kGyH0SpDb4aP/+z+mroIxhje++rn4Wd/eLcYi7913XW7RCDNpU286oot8HhYNxeFbWG5BRBqwI0XjWP/rjF88V0vbEpaorjhonEMpE38tU/ArvVX8GuFRGeYMXYLY+wpxthhxthvxryeYYx91n/9fsbY7k4PNIrtY3nsmsjjyz84gydOL8ldwZPgF196CX7r1XtrtE+6kf/uu89iYiCNmy/xZ/VIy1wCBfoHj82DMUgmdu3OURyZLeD8SgUPPDuHGy+aaOnYUr6LIRrQybp4yeQg9k4PJ5aZrt4xiluv3CJ/phbAQ5kUXr43WK7unR4G56IXxh++4fk1n1MP2QSSCwD88MUTYCzsWoiTXBrhh3aPC0dMTHC49cotyKdNcC6SnpT4TJuG9PvXg2Ew/JeXXAIAsjgKEMzu0ROLeG6uiNdfE0wsVBcwPpDGD+2Of0gpAMZNjjddOiGvX5JmTUPZVOj9J+ZLWCzZ+IPXX9lxTTbQ0OODF71+29Vb8flfuAkffst1+Mp/fVGoncP1u8bw0Z++HqcWyvj1zz8KoPWk6Grxhmu348evF4V2N186gZ+4fkeIvL1xv3gtes+lDAPbIgEdAP7+P9+Az//CTSH3S1KkUwZeuGcT5gpVDGVSuHRysPkftYGmkgtjzATwYQCvAHACwAOMsds5548rb3sbgHnO+aWMsTcB+GMA/89aDFjFzZduwj/dfwyWyfBrr7ws8d/tnR4OLdUJFJi+f2wBv/ryy6QsQLM2JdQIe6aGsG96GI+fXsKmwbR8P+lk//s7z2KxZOPGi8fRCtImw9NnV1C2PZmUAYLk2EWbBvCOF12MH7442UTxD2+/MVSsQ0z6NVdNh5ar1+4UctRvv2Zf4tUEALxi32bMKG0S6mEkb+HKrSOhsnG1l0sSjOQtvPr507g6ZnwDmRRuvXIaX3joBDYPZ6Q18aZLJ2JZeRQ/evVWfOzuIzIPAgCvvWoa//fxM/jvt+7FyxWtlq7FK/Zujq0UBcSKJJ0yYs9LPp3CDReJeookAX04a9VIF//55t2x93G7iCssUkEy2Vtv2o3xgTRec5VYofz2a/fig3c8KSewV12xBYOZFH7y4/f74+6+IPCOF19S87ubLtmEbaO5mr0L/sdr9+KHLqp9VuM0/FbwH543hTsPnsXVO0bXNCEKJNPQbwBwmHN+BAAYY58B8DoAakB/HYDf8//9eQAfYowxHm2b12G8eI8I6L/6issaVp0lxS1XbMFSycZLL5/C5f9/e2cbI1dVxvHfv9su9L0uZWlpu33jLRW1tGshQqvEIm0VikqbKsEmatDEklI0EdPYGL+h0Q9GImporASVGCQsBmJRiGgIyLZ0+5KC3WIblq5bWkMLQl+2+/jhnmnuTPfuzmz33jszPr9kMmeePTvzn+ec+8w9555zn1gGlQUtH+DP9y7hsubxRfVHNzbw5N038Medh4oOyo9Mn0TT2EZ++lwnwNnVJeUyb+oEXj4QTdnED9iWpjFcNWU8oxsb+ND0iRUF3XinnD15LCMEqz9aPFRvHn8hr3z3poo78CUTLmTDTeX9oG66ZV7Rfd0LZ+uVdPQHvpi8IWXNohk8tr2LORePO7t5aNkHpyTWjzOqYQRPr19c9P2vnjaRZ7/5iXPqtjSNYeQIcVtshUUpTWMbeWbDksQVEDde1czfO48kBs44hZ2nAFMmjmZG02jWLy3/JKYSJo0ZhVR8v/g4qxZOp6VpDFdPK+5/d1w7k9WtM4oC9/WXTWbl/Et5YsehslZ4ZUHDCPG1j89h656eIvudYZpmuLnxymZGiLMbjdJEg8VcSbcDy8zsq+H1ncC1ZrYuVmd3qNMVXu8PdY6UvNddwF0ALS0tCw8ePHhe4vv6jBf2H+Vjcy9K/ZevUnqOn+DJjkOc7O0b0oqD90718u6J3qINRyd7o9vnxreCD5V3Tpwelvc5X8yMLS8c4NMfvrSiefuB6D72PlPC9Yzdbx5j3tQJqfSPwi1Zh8rpM33s7HqbhTMHH8H9bd9b/Oe/p1g5fxp9fcapM32pblDZ2z18S+yOvnuSnz//OhuWXlHWooB6pOONt5nbPK6skeJgSNpmZq39/q2MgL4KuLkkoC8ys7tjdfaEOvGAvsjM+k+uB7S2tlp7e3vFX8ZxHOf/mYECejmTWl1AfGw+HTiUVEfSSGAi0H/qa8dxHCcVygnoLwOXS5otqRFYA7SV1GkD1oby7cCzac9VHL4dAAAE7ElEQVSfO47jOMUMOqFjZr2S1gF/AhqAzWa2R9L3gXYzawMeAh6W1El0Zr4mTdGO4zjOuZQ1Q29mTwFPldg2xcongFXDK81xHMephJrdKeo4juMU4wHdcRynTvCA7jiOUyd4QHccx6kTBt1YlNoHS28BQ90qOhk4MmitfKhWba6rMqpVF1SvNtdVGUPVNdPM+r3bXG4B/XyQ1J60UypvqlWb66qMatUF1avNdVVGGrp8ysVxHKdO8IDuOI5TJ9RqQP9F3gIGoFq1ua7KqFZdUL3aXFdlDLuumpxDdxzHcc6lVs/QHcdxnBI8oDuO49QJNRfQB0tYnaGOGZKek7RX0h5J64P9e5LelLQjPFbkoO2ApF3h89uDrUnSM5L2hef082Gdq+vKmF92SDou6Z48fCZps6TDIdtWwdavjxTxk9DndkpKzoGXjq4fSno1fPbjkiYF+yxJ78f89mDGuhLbTdJ3gr9ek3RzWroG0PZoTNcBSTuCPUufJcWI9PqZmdXMg+j2vfuBOUAj0AHMy0nLVGBBKI8H/gnMI8qt+q2c/XQAmFxi+wFwXyjfB9xfBW35b2BmHj4DlgALgN2D+QhYATwNCLgOeCljXZ8CRoby/TFds+L1cvBXv+0WjoMO4AJgdjhmG7LUVvL3HwGbcvBZUoxIrZ/V2hn62YTVZnYKKCSszhwz6zaz7aH8DrAXSM4YnD8rgS2hvAW4LUctAJ8E9pvZ+SWWHSJm9jznZtVK8tFK4NcW8SIwSdLUrHSZ2VYz6w0vXyTKGpYpCf5KYiXwOzM7aWb/AjqJjt3MtUkSsBr4bVqfn8QAMSK1flZrAX0a8EbsdRdVEEQlzQKuAV4KpnVhyLQ5j6kNwICtkrYpSswNcImZdUPU0YDmHHTFWUPxQZa3zyDZR9XU775MdBZXYLakVyT9VdLiHPT0127V5K/FQI+Z7YvZMvdZSYxIrZ/VWkDvLwV5rusuJY0DHgPuMbPjwM+AucB8oJtouJc115vZAmA58A1JS3LQkIiiVIa3Ar8Ppmrw2UBURb+TtBHoBR4Jpm6gxcyuAe4FfiNpQoaSktqtKvwV+ALFJw6Z+6yfGJFYtR9bRX6rtYBeTsLqzJA0iqihHjGzPwCYWY+ZnTGzPuCXpDjUTMLMDoXnw8DjQUNPYfgWng9nrSvGcmC7mfVAdfgskOSj3PudpLXAZ4A7LEy4himNo6G8jWiu+oqsNA3Qbrn7C84mrP8c8GjBlrXP+osRpNjPai2gl5OwOhPC3NxDwF4z+3HMHp/z+iywu/R/U9Y1VtL4QpnogtpuihN5rwWeyFJXCUVnTXn7LEaSj9qAL4VVCNcBxwpD5iyQtAz4NnCrmb0Xs18sqSGU5wCXA69nqCup3dqANZIukDQ76PpHVrpiLAVeNbOugiFLnyXFCNLsZ1lc7R3mK8criK4W7wc25qjjBqLh0E5gR3isAB4GdgV7GzA1Y11ziFYYdAB7Cj4CLgL+AuwLz005+W0McBSYGLNl7jOiH5Ru4DTRmdFXknxENBR+IPS5XUBrxro6ieZWC/3swVD386GNO4DtwC0Z60psN2Bj8NdrwPKs2zLYfwV8vaRulj5LihGp9TPf+u84jlMn1NqUi+M4jpOAB3THcZw6wQO64zhOneAB3XEcp07wgO44jlMneEB3HMepEzygO47j1An/A2hhpj4Or7fYAAAAAElFTkSuQmCC
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<div class="prompt input_prompt">In&nbsp;[68]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">month12data</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[68]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0xa7a7348&gt;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Based on their figure, we can see that each month has the diffrence on revenue value. To find out which genres has the</span>
<span class="c1"># biggest average revenue value. Now I am going to calculate the average revenue for each month.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">average</span><span class="p">(</span><span class="n">lst</span><span class="p">):</span>
    <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span><span class="n">lst</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">lst</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[71]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month1&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month1data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month2&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month2data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month3&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month3data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month4&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month4data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month5&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month5data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month6&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month6data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month7&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month7data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month8&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month8data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month9&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month9data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month10&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month10data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month11&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month11data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Average revenue of month12&quot;</span><span class="p">,</span><span class="n">average</span><span class="p">(</span><span class="n">month12data</span><span class="p">))</span>
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<pre>Average revenue of month1 50462076.91
Average revenue of month2 69462403.76
Average revenue of month3 92576698.985
Average revenue of month4 92364145.93
Average revenue of month5 174490271.675
Average revenue of month6 182212177.96
Average revenue of month7 173096226.035
Average revenue of month8 58579548.265
Average revenue of month9 56001777.14
Average revenue of month10 68801707.665
Average revenue of month11 161148846.435
Average revenue of month12 146113680.745
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<div class="prompt input_prompt">In&nbsp;[72]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># After calculated the revenue value for each month, we can easily see the movies that was released at June will have the</span>
<span class="c1"># biggest revenue. In the other sight, all the movies have been resealed at the begining of Summer(May, June, July).</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ANALYSIS: We have to two hyphothesises:</span>
<span class="c1"># H0: All the movies was released at the difference months that have the same revenue.</span>
<span class="c1"># H1: All the movies was released at the difference months that have the difference revenue.</span>
<span class="c1"># And I am going to apply ANOVA-oneway to test these hyphothesises.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">f_oneway</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># We can get F(theory) = 1.79 by using FINV(0.05,11,2388) formular in excel with k = 12, n = 200 and p = 0.05</span>
<span class="c1"># Next, we are going to find F(statistics) by apply one-way ANOVA on month1data, month2data, month3data, month4data, month5data,</span>
<span class="c1"># month6data, month7data, month8data, month9data, month10data, month11data, month12data.</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f_oneway</span><span class="p">(</span><span class="n">month1data</span><span class="p">,</span> <span class="n">month2data</span><span class="p">,</span> <span class="n">month3data</span><span class="p">,</span> <span class="n">month4data</span><span class="p">,</span> <span class="n">month5data</span><span class="p">,</span><span class="n">month6data</span><span class="p">,</span> <span class="n">month7data</span><span class="p">,</span> <span class="n">month8data</span><span class="p">,</span> <span class="n">month9data</span><span class="p">,</span> <span class="n">month10data</span><span class="p">,</span> <span class="n">month11data</span><span class="p">,</span> <span class="n">month12data</span><span class="p">)</span>
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<pre>F_onewayResult(statistic=20.936307400168758, pvalue=4.533798750808627e-41)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#CONCLUSION: So, we can see that F(theory) = 1.79  &lt; F(statistics) = 20.93 with pvalue = 4.53x10^(-41), </span>
<span class="c1"># We are going to reject H0 and accept H1.</span>
<span class="c1"># We can make the conclusion that &quot;All the movies was released at the difference months that have the difference revenue.&quot; </span>
<span class="c1"># has the most influence on revenue.</span>
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<div class=" highlight hl-ipython3"><pre><span></span> 
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