week7_svm.html

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

<title>week7_svm</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 {
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}
.glyphicon-volume-down:before {
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}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
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}
.glyphicon-barcode:before {
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}
.glyphicon-tag:before {
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}
.glyphicon-tags:before {
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}
.glyphicon-book:before {
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}
.glyphicon-bookmark:before {
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}
.glyphicon-print:before {
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}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
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}
.glyphicon-bold:before {
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}
.glyphicon-italic:before {
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}
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}
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}
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}
.glyphicon-align-center:before {
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}
.glyphicon-align-right:before {
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}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
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}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
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}
.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 {
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}
.glyphicon-open:before {
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}
.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 {
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}
.glyphicon-sound-stereo:before {
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}
.glyphicon-sound-dolby:before {
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}
.glyphicon-sound-5-1:before {
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}
.glyphicon-sound-6-1:before {
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}
.glyphicon-sound-7-1:before {
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}
.glyphicon-copyright-mark:before {
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}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

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<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%</span><span class="k">pylab</span> inline
<span class="kn">import</span> <span class="nn">sklearn</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">stats</span>

<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;seaborn&#39;</span><span class="p">)</span>
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<pre>Populating the interactive namespace from numpy and matplotlib
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<h3 id="&#25903;&#25345;&#21521;&#37327;&#26426;">&#25903;&#25345;&#21521;&#37327;&#26426;<a class="anchor-link" href="#&#25903;&#25345;&#21521;&#37327;&#26426;">&#182;</a></h3><p>该方法试图利用已有的数据点，在数据点之间“画出一个边界”。</p>
<p>下面直接参考 Jake VanderPlas （Director of Open Software at the University of Washington's eScience institute）的教程：</p>
<p><a href="https://github.com/jakevdp/sklearn_pycon2015/blob/master/notebooks/03.1-Classification-SVMs.ipynb">https://github.com/jakevdp/sklearn_pycon2015/blob/master/notebooks/03.1-Classification-SVMs.ipynb</a></p>

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<h1 id="1.-&#29702;&#24565;&#20171;&#32461;">1. &#29702;&#24565;&#20171;&#32461;<a class="anchor-link" href="#1.-&#29702;&#24565;&#20171;&#32461;">&#182;</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">datasets</span>

<span class="c1">## 生成 “成团的高斯分布的点，分布在两个中心周围”</span>

<span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">make_blobs</span><span class="p">(</span><span class="n">n_samples</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">centers</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cluster_std</span><span class="o">=</span><span class="mf">0.6</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;spring&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.collections.PathCollection at 0x7f474ea6d4a8&gt;</pre>
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<h4 id="&#19968;&#20010;&#20856;&#22411;&#30340;&#20998;&#31867;&#26041;&#27861;&#20250;&#35797;&#22270;&#23547;&#25214;&#20998;&#24320;&#23427;&#20204;&#30340;&#20915;&#31574;&#36793;&#30028;&#65292;&#20294;&#36825;&#26679;&#30340;&#36793;&#30028;&#32447;&#19981;&#26159;&#21807;&#19968;&#30340;&#12290;&#27604;&#22914;&#65306;">&#19968;&#20010;&#20856;&#22411;&#30340;&#20998;&#31867;&#26041;&#27861;&#20250;&#35797;&#22270;&#23547;&#25214;&#20998;&#24320;&#23427;&#20204;&#30340;&#20915;&#31574;&#36793;&#30028;&#65292;&#20294;&#36825;&#26679;&#30340;&#36793;&#30028;&#32447;&#19981;&#26159;&#21807;&#19968;&#30340;&#12290;&#27604;&#22914;&#65306;<a class="anchor-link" href="#&#19968;&#20010;&#20856;&#22411;&#30340;&#20998;&#31867;&#26041;&#27861;&#20250;&#35797;&#22270;&#23547;&#25214;&#20998;&#24320;&#23427;&#20204;&#30340;&#20915;&#31574;&#36793;&#30028;&#65292;&#20294;&#36825;&#26679;&#30340;&#36793;&#30028;&#32447;&#19981;&#26159;&#21807;&#19968;&#30340;&#12290;&#27604;&#22914;&#65306;">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">xfit</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">m</span><span class="p">,</span> <span class="n">b</span> <span class="ow">in</span> <span class="p">[(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.65</span><span class="p">),</span> <span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">1.6</span><span class="p">),</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">2.9</span><span class="p">)]:</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xfit</span><span class="p">,</span> <span class="n">m</span> <span class="o">*</span> <span class="n">xfit</span> <span class="o">+</span> <span class="n">b</span><span class="p">,</span> <span class="s1">&#39;-k&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">);</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">xfit</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>

<span class="k">for</span> <span class="n">m</span><span class="p">,</span> <span class="n">b</span><span class="p">,</span> <span class="n">d</span> <span class="ow">in</span> <span class="p">[(</span><span class="mi">1</span><span class="p">,</span> <span class="mf">0.65</span><span class="p">,</span> <span class="mf">0.33</span><span class="p">),</span> <span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">1.6</span><span class="p">,</span> <span class="mf">0.55</span><span class="p">),</span> <span class="p">(</span><span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">2.9</span><span class="p">,</span> <span class="mf">0.2</span><span class="p">)]:</span>
    <span class="n">yfit</span> <span class="o">=</span> <span class="n">m</span> <span class="o">*</span> <span class="n">xfit</span> <span class="o">+</span> <span class="n">b</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xfit</span><span class="p">,</span> <span class="n">yfit</span><span class="p">,</span> <span class="s1">&#39;-k&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">xfit</span><span class="p">,</span> <span class="n">yfit</span> <span class="o">-</span> <span class="n">d</span><span class="p">,</span> <span class="n">yfit</span> <span class="o">+</span> <span class="n">d</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#AAAAAA&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">);</span>
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7+vY82yCT4lI54VseZapDbr6LdPnJ3dRMS2bRKJbhKJBIahIQhi0atzwzB49dWXeeSRn/P+++8BMG/efB54YDP33LOWaDSKaZocPtw67GMXu2L/LnCuyGP4AOoGA3WDwfSaStrbkxNu9SUf6f8itxQLUc8+bs7MFOkaCSJo95po95pUTA9inSkjoz5GqA8YqA/03x3Kp3SMhtzS2dlBY+MWHn/8UU6ePAnAqlXX8uCDD3H99TeUJHpmxIY9FostBZYDzxQ9Cp8sChPOqANYAzQO124zsasMJ9xxjk3qyxrmivPPIPtMHFQ1TXd3F+l0yjO0xcotBw8e4NFHf8Gzzz5NOp0mHA5z332b2LTpQRYuXFSKYXsUs2L/a+B3gC8P9QXTp5dfq3l/TENj0DH9BrAD6Ol1fzWE/liBa7J3hSldYZWy+azacPau1WU0phz8MQ2ObdsEAhadnZ2oqkowKBEMFqj9PAxM0+RXv/oVP/vZz9i1axcA8+bN4+GHH2bDhg1UVQ1ckdc0Ryaxjciwx2Kxh4G34/H40VgsNuTXnTnTPZLTjRrTp1f6YxoCQxpTHYT+s0LFDxWkE47Wbs4zSX5TI73QgDPjNK5RRmiH6B+GUN6QENsEhJhAT0Oa1O+VT6XHcvicelNOYzJNg66uTmTZoqsrlbMyH/n/sKurk6ee2sZjjz3CiRPHAbjmmlU88MBmbrjhRiTJ+Y50dw/sGB1Tww7cCSyMxWJ3AXMBNRaLfRqPx385wuP5TALSv6WjPqgT3KqACOp6vXwSZmxGReKq/O0wwZdzvkatEPl+ELui/wxVn/JAVVV6erpIpZIIgkBVVbhoueXIkcM8+ugv2LlzB+l0ilAoxIYN97Fp04MsXrykRCMfnBEZ9ng87gVWxmKxPwE+8o26D4BdBemvlo9BC+yUnNouB0SsatBvMkj8kVaShCZ5l0jgzb6RQIIhEHpK9g17GeJEt/SQSPSg61pJardYlsW///sbPPLIz9m16y0AZs+ezf33/9+sW9dAdfUI6mfgOG5VNQ2O521Y+HHsPpOWwDMSlf8xhNjpfHGlz0BplRBPiHT/pPi6KsqHUr+lAsTjwqjtEnyGj2VZdHV1kEolsSwTQSjeoHd3d7Njx1M89tgvOHbsGABXXnkVDz74EKtX34QsD928WpaFYWgYholpGpimiW3bbgel8HDHVrRhj8fjf1LsMXx8RoPQvymeUc8l8EsZ+QNxwPZ5Q0G/xMQO2AhaX+ttzbTL16jboLwkEXxeBt3pAatu0iflMi8rt6QQBEoSrvjRR0d57LFH2LHjKZLJJMFgkHXr1rNp04M4wYIDY9s2pmmg63rGiFtYlqOl50pBxchCk/Bf6ePjIB0u/AUWkwLKm1LRht243kJfZRJ4Pf9rZIs26j3lG2ce+aMg4Z8pXt2Z8OOgPifR9S9pShiwNG7Ytk0y6cgtbt0WUSxulrUsi7fffpNHHvk5b7757wDMmDGTr3/9GzQ0bKC2trbf12aNuLMatywzExOfU965oBG3UZQAQGq44/UNu8+kxa4BPi5wPzZmKWqXC9D1f9JE/yBI4E0ZsVuABZC8RyP1zfLU1+U3RcL/pvQpJhZ8SSH8A4vU702cbOfe5MotpmmWRD9PJBLs3PkUjz76CB9//BEAl156GQ8++CVuvvkWFCVf/rZtC13XMQzDW43btrOAyBpvYdDVeCAQIBQKYzuX6bAvJt+w+0xatFsNlD19nZtGvYW2tjQranumTfe/phGPC4jHBWpvipBMlq9xDD4j9+sXUHaLw18algGaptLd3U06ncA1msUa9GPHPuGxxx5h+/Zt9PT0oCgKd911Dw8++BDLl18CODsDw9DRdR3LMjEMswhJxUYUJQKBIMFgyHvNWIc7+vj0JQ3hHwVQ3hexZaeMbfphfdzatiW/rSGeEAg+KyN2idjYGCtNev6ihG3qMlhzbKw5NkSAZGmPXUrc4mkFmUDlZhy5JUki0YWmqYiiVLR2bts2u3a9zaOP/pzXX38N27aZPn06Dz/8Fdav30hNTS26rpFI9HiSimXZeZPIcHVx27ZRFIVgMOTKLiXBN+w+pSEF1ZvDBP49e0mFdioob0l0/yg9PpX/Zej5e5Xk72gEX5ExL7DQvth/zfTzAfUWg9C/KghGXwNkXFH+lUQty8rUbklgGK7cUtw/NJVK8vTTO3niiUc5ePAgAPX1K7nvvvtZvfpGRFHANC26utrJl1GEorR7RQkQDoeLHn8hfMPuUxLCPwzkGXWX4A4Z9S4J7d7xWw5aF9ukLi5PzXus0T9vkl6nE3pSQcgJ29E+Z4y8MNsYkJVbnO1QKeSW48eP8/jjj7Jt21a6u7uQZZnbb1/DunXrWbrUiW6xbQtXDSnFjkCS+soto4Fv2H1KgvJ+4YtesAUCr8njath9chCg53+r6J+zCLwqIWigX26R+oYGxZVFKTm2bZNKJenp6UbX1Uyp3OKMoW3bvPPObh555N94443XsSyL2tpavvzlr7Bx4wai0eoSjT7/nLKsEAqVVm4ZCN+wn2/YIJ4WsGWwp5awwuJA37cJ2N1vUiOC+pCO+lB57mKycksSwzAyvUNHdhHZto2u6/T0dPPCC8/x5JNPcOTIYQAuvjjGhg0buOmmWzJRKArpdGk/k9GUWwbCN+znEcpLEhX/EEDeI4Fso19pkfhOuiQldLXrTILP9818thUbdU35xnT7FId4TCD4uAIWqPfoWEtHfi1pmpYplTsyucVJ/DEzUSpO9uaJEyfYvn0bzzzzNF1dXUiSxM0338KGDRtZvvySksshYym3DIRv2M8TpL0Clf8xhHTK/aIIBF8WkT4J0/Fs0on5LoL013UCb0kEnpM97daWbVIP6Oi3+TLMZCT89wrhHwSQ2pxrquKHAVIPaST/dHhafTKZIJHoRlXVzOp8aMbQsix0XfNS8N00fNu2aW5uYuvWLbzxxhtYlkl1dTUPPfQw9967lunTpw/7vQ5GVm4Joijj31ndN+znCeGfBnKMehb5kEToJwFS3y7ScSZD1/+XJrBFJvCWBBJoawy0283yTa33GTHyr0Uq/jaImMj+c8UegYqfBDAuNdEaBp7M3WSiZDLhyS0Drc5dScUwDG81nqmj4k0Eqqry8su/ZOvWrRw65ES3LF68hPXrN3DLLbcSDI6OwVUUJ5nILcVbDviG/TxBPN6/dZU+LZHllUC730C735deJjuhLUqeUXcRDIHg80q/hl3Xdbq7O+nqOk13d7pfucUwjDxJxUnDL5z4c+bMGbZv38bOnTvo7OxEFCVuuulmGho2UF9fP2nlloHwDft5gjWjf+3Tmu63qfMZJon+HxIKJGilUgl6enpQ1TSiKFJZmTWI/VU2hN5p+Nnj2bbNvn3NbN26hddeew3LMqmqquLBBzdz773rmDlzZoneaP45ZVkmGAwRCIy/3DIQvmE/T0g/oBN8Xu5T7dCca5L6enlGR/iUL8ZKCx7v57GljkRiWRY9Pd0ZuUX39HNd1+jpMejpSRaUVHr/noumabzyysts3bqFAwfiACxcuJCGhg18/vO3Tzq5xS8p4DMgxrUWPd9TnZT//RK2aGNcapL4zxr2LH/F7jM80l/SCe6QCezKNyF6nUnXNxJ0tXWSSqUwzdyCWKZX2TAcDmIYjmQ3FCnj3Lmz7NixnR07ttPe3o4oitxww2oaGjZw6aWXjqLcEiAYLL6z0lBQVZXW1v00Ne2luXkvTU1NnDx5kkcffWTYx/IN+3mE+qCBep+BslvECoJ5heU7Nn1GRhC6fp6i4i8DKO9IYAp0XNvBp/efJNXZg2VZA0gqQ7/oWlr20di4lVdeeRnTNIlGo9x//ybWrm1g9uzZo/DGbCRJ9mq3jJZBt22bTz75mKamvd7twIG4N9kBVFdXc/31N4zo+GNm2FOp1JC83z6jjAz6deVfE8SnvLFtGzWo0v6f2unu7iKZ7ELXDQSEvJLAIzGMuq7z2muvsnXrFvbvbwHgoosuYt269dx++xrC4WE3FBoSgUAAWQ4Pq/PRUOns7KCpqclbjTc3N9HZ2ek9LssyS5cuo75+BXV1K6ivr2fevPlYlsXhw63DPt+YGfZPP/2Unp40uWU13QI+2d+dDDNJklAUBUmShxXX6uPjMzoYhk46nULTNAxDR1VTJJMpTDO7wix2wdbW1sbTT+9g+/anOHfuHIIgcO2119HQsIErrrhilOQWEUUJEgqFqaoK091dfMtEXddobW2lubnJW40fO/ZJ3nPmzp3H5z53HStWrKS+fgWx2FICgQlY3bF3FTY3S6yQc8BJMrCwbRBFwetP6Bh5CUkSvAlBEERkWUZRFO8+nxGShuA2GSEloK7VsaeM94B8xgPLslDVNKqaRtf1TBKQU0nRMerO/aUytPF4nMbGLbz88q/QdZ1IJMLGjfexdm0Dc+bMKck5cnGjWwKBEIFAcXKLbdscP/5pnqTS2rofXc8GJESjlaxadS319fXU16+krq6eKVNG98tVlhq705cw3/tsWVbGe26Q85l5mWZOqykyk4CQsxOQEAQBSZK83YAsy8iy7Ol/PhDcJlHx/SDyYedzr/jbAKkv68UnLvmUNbZto2ka6XQq0zRCwzAM77vkPkfXNTRNzTSSGJ5OXgjDMDLRLU/S3NwMwLx582loWM+aNV+gomI0KpLZKIoTez5SuaWrq4t9+5ppatpDU1MTzc1NtLe3eY/LssySJRdTV1dPff0K6utXcOGFF435grMsDftwcCaB/IvMtsnZDei9HstOBN3dZ0kkdEQxa/jzJSIBSZKRZQVJkiatLCR+KhD5LyGk09mLTzolEvm7AOYSE35jHAfnU1JM0ySVSmYMtY5haNi2lbebdo2QZZme/JKluOu/o6Odp5/eyfbtT3HmzBkAVq1aRUPDBq688qqSG0DbdhphKEqQcHh40S26rnPo0EFvJd7c3MTRo0fynjN79gXcfvsXqK+vp65uBcuWLScUCpX0PYyEMTPsbqzqeJM7ETjGXM+0uCqcLWnbNpZl5XU4L+QbcP92dgPKhHISh36q5Bl1F0EVCO5QfMM+QXEllbNnVc6c6fCSgHIXKIV2x7quoaoqhqFRqrCpgwcP0ti4hV/+8pfoukZFRQUNDetZt66BefPml+QcuWTlliCBQHBQg27bNidOnODtt9/NhBruZf/+FtLprOYeiUS4+uprMs5Nx8E5bVrp686UgjEz7MuWLaO2tpYpU6ZQWzuVKVOmZG6Ffp86ap7v4eLKOLlkZaF8srsBC3AlofwdQK5voFycxEJH/+cVOiffDmUy4tZSSaeTmZoquqfzGkYFuu6suvtLsHEkmTSqqmKaZuZaLF5uefPNf6excQt79uwBYM6cuaxb18C6dfciSaNTm9xpNTdwdEsikWDfvqa8SJWzZ896j4uiyOLFi6mrW8GKFSupq1vBggULyqoezECMyLDHYrEK4KfATCAE/Ld4PP70QK9ZuXIlZ86c5cSJExw4cGDQc4TD4T5Gv7Z2SsEJoaamdlRClIZLdjeQXf0O1UnsRgolEhUkEhqCIHkSkWv0ZVlBlmVvIigV5tL+d1PWheWx0/LJxzRN0umkF6WiaU5D5VzDM5RrpJDcUuwCo6uri2ee2clTT23j1KlTAFx11VU0NGzgmmtWIYpiiWuf2wiCmKl9XtFn/KZpcvjwIU9O2bt3D0eOHM7zsc2YMZM1a9awdOkl1NevYPny5VRUREo0vrFnpNbwbuDX8Xj8+7FY7ELgJWBAw/7EE0/Q06MCToZVe3sbbW1tnDt3zvvduZ3Le6y3h7kQgiBQXV1dYDfgTABTp7qTgvNYNBotC628PyexIwv1lYYsy/KcxO6OwDX8rpPY/V2SpIx/QM5ITv2/3/SXdIJbZALv518O5nyT5Dc0woxN1xefwriSiqapni5umkZeRyFB6H81Xgg3ukXTtJJ9F44cOUxj41ZeeulFVFUlFAqzdu061q1r4MILLyrJOXJxwhVlgsF8ueXUqVOenNLU1ERLSzOpVMp7XSgU5vLLr8xEqThx4zNnzqSyMlSScMdyYESGPR6P51aJmAd8OpzXB4NBZs2azaxZg2eO2bZNT08PbW3nMrfCE0J7u/PYkSNHBj2moihMmTKVadOmUlNTS23tFKZOnZrZhY5fAAAgAElEQVTZFdTm7QZqa6eMWv2J4VJoBTaYkxjczL/sDqC3k1gQBFI/TlL9txWEdgeRUiLmCpvkf9CwYn7k0Fij6xqpVCoToZKVVHL//yPpyJOVW9yJofjoFtM0efvtt9i6dQsffPA+ALNnz2bdugbuuONOKisrizp+IWzb9lL9dV2jubnZk1P27t3L6dOnvOcKgsDChYsyBtwx5IsWLS6LHf5oIhQT8heLxd4C5gJ3xePxvQM99/Dhw/ZYrJJ1Xaejo4Nz5871uZ09e9abFNy/c2fy/ohGo0ydOtW7TZs2Le/v3FtNTc2EcZrm4jqJychCkuzsBNwdQXZnkPUNBAIB736fkWGaJolEAlVVvZtlWSX1uZimSTKZ9I5diuN2d3ezc+dOtmzZwokTJwC48sorue+++7juuutKrkW7CxVXyt27dy979uzhwIEDeTLn9OnTWblyJZdeeikrV66kvr5+VCaXscI0TT788MOajRs3dg7+7CxFGXaAWCx2KfCvwMp4PN7vwQ4fPmy7Uky5UFkZ4vTp/iWh3vJQe3v7oNXWRFHMW/Vn/QKFHca9dbxy3A72HlNuyCgIvZzErmPY3Q2MnpN4+vRKzpzpLsmxSsVAY7JtG1VNk06nMQwNXdf7SCqlxDAMVDWFKNqoamlq5H/88cc0Nm7hhReeJ51OEwwGuf32Naxbt56FCxcO+ThD0djb2tpoadlHPN5Ka2sr+/e30NPT4z0eDAZZtmx5Thr+CmbPnj3iz7Icv3uOf6B12IZ9pM7TK4DT8Xj8WDwe/zAWi8nAdOD0SI43noTDFcyZU8GcOXMHfa7T9aWrl9E/S1tbe859zs/PPvuMgwcHdxKHQuE8n8DMmTOorKzO8wm4k0FNTQ2K0rev6FhTOHdg6E5ix9gLGcM/dk7isUbX9UxDZt2TVZxs6uIklYFw5BY1E93iyC2hUHHXjGVZ7N69i8bGLbz77rsAzJw5k6985at88Yt3UVVVVfS4VVXlwIE4+/e3sH//flpaWjh16mTecy66aAE33XSLl4a/ePGSsvg+lCMjFZpWAxcCvxeLxWYCUeDsQC8QRTHz5ba9i7scHJjDQRRFampqqKmpYeHCRYM+X9O0nF1AYf+A8/Mc8XjroE5iIOMkHng34DqLKysry+IzLuwktrGswk5i27awrGwmsRty6u4GspKQTk+P6mUSj2fugGVZpFJJbDvFmTOdGIYTpZLv4BQZrX+Hbdte4pETblu8fp5IJHjuuWfZtq2R48cdN9rKlStZv34j11573Yh1asuy+Pjjj/nwQydWvKVlH4cPH85bFNTU1HLDDTd6iT91dXVUVVUX9X7OJ0Zq2H8I/HMsFnsDCAPfjMfjA8bFLViwgNOnu7xynobhbEOdL7jpxYbbtpWp22xj22bOKq/4C3WsCQQCzJw5i5kzZw36XNu2SSQSpNPdfPrpyT4RQs6EcNabDD766OigJRFkWS4oARWaEGprp5RFxhyQWdHn31doNyBJJl1dqRwncaECc5InFbl1hXJ3AyO5ptxVcTqd8mLGnTR8AcsKYxius3P0Y55duUXT9JxJo7jvybFjn7BtWyPPPfcsqVQKRQnwxS/eSUPDBhYvXjzs43V0dNDaup+Wln3eijxXUlEUhaVLl1JXt4KVKy9jxYoVzJkzd8J938uJkUbFpIAHh/s6d+XlFrAfjOz23sgU6zdzDL+VWdlZWJaJadqANWEnAkEQiEajzJ49jWnTBo8WMgyDzs6OPKPf3t5ecEL4+OOPaG3dP+gxI5FIwZDR2bNnEolU5U0G1dU1ZZGsUYwsNFiBOTdsFAR0XfX6cDqSit1LUhm7nYI7sWia6k0oxV7qlmXx7rvv0ti4hd27dwEwbdp0HnroS9x5593U1NQM6TiapnHo0EH279+fWY23cOLE8bznzJkzl+uuu45YzDHml1xSRyQSLe4N+ORR1jE/jt4qZ/oMDv58ZzeQnQTcnUDuDsDdGWTvz98uTxRkWWbq1GlMnTptSM9PpZKeLyBXHnJkofwJoaWlud8SCy6CIFBTU9trN9B/RnFFRd/EkfFgsAJzmmZ7hbDczj9uJIl7nTgTQnZ34OwUnLyCUEjKeX7py8y6ckupzpFMJnn++efYtm0rx44dA6Curp4NGzZy/fU3DCi3OJUNj2dW4c7t0KFDeZJiZWUlV111NcuXL2f58ktYunQZ1dXVVFdHsW1pTHY1ExlHVhs+ZW3Yh4uzygqgKEPbDUyZUsGpUx2Z6AQzbwfQVyJyVnrul7scjNRwyDqJBy+D6jqJ3Qkglerm+PGTOb6C7GRw5sxpDh8+NOgxg8FgjgzU/wTgPF47pP9hsTgre2cV7uz6zEw6PbhyRt+SEjaWVVgCc46noqo6riyUnRBy/Uq55SayTuP+rilXbnHKAmTHVQzHjx9n27atPPfcsyQSCRRFYc2aL9DQsIFYLFbwNd3d3XlGvKVlP11d2WANSZJYtGgxy5cvZ9my5Sxfvpy5c+dlxmojihKBgFNdsVS1zycTbqSZW29KURRCoTBHjhzoGu6xig53HAb2RApN641r4F09NTsB9OcbsPO2+0OlHEOuBhuTrmu0t3f0Mvr5zuLcBLP8aoH9nbMqkzQ2pd8JYd682QSDEaqqqodk6CzL9EIMDSPbf7OUk/RwUuWz5aZdKSW7IwAwTSvPCeteS8NdWLhjsm2b9957j8bGLbz99lvYts3UqVO599613HXXPXk1wg3D4PDhwzlGfJ+3oneZNWs2y5Yt8wz5kiUX90nms207U7sllDdZT8TrvJS4C0VRlJBlJyfErUDZW9abPr1y2BfopFqxjyauDjuUSAA32SfrH9A93Td3InB9A7lO4olYI15RAsyYMYMZM2YM+lzbtkkmk33yBJxbu5dB7N4++eTjQSuDyrJMbW1tnvGvrZ1CTU011dU1VFVVU1NTSXW1Ix3lGp/x3Hn1NdCOoU+nNS+wwH3ctg3vOdlVuzt+59bbt+Res8lkkqeffpbGxi189NFHACxffgnr129g9eobkWWZkydP8vLLv/IM+YEDB/Im4EgkwhVXXOmtxJcuXTZos4hAIEAoFPblFvAqxDorcUdVCIXCoxau6a/Yy2BMzkRgYhgGVVVBzpzpGtBJ7EaBjJWTeDxXV6ZpZpzEWaPv7gC6ujo4ffps3iSRTCYGPWY4HKa2tjZTTqKWmpqafv+uqqoaVljfSItbubvBwRLghopt25w6dZKdO3fy4osv0NPTgyzL3HDDatasWYNtQ2trq5f809HR7r1WFCUWLlyYMeLLWLZsOfPnXziog9ip3ZKVWwa6Lifzit1djUuSnDHizo5lsM+kP0ayYvcN+wQck7vqd1uWZSUh1/BnZaJCMeHDpdy+hO57DwREurtTeZKKqqp0dHTQ3t6W+dlOR0c77e0dmZ/tmfucv4fiJK6qqhpwIsj9fcqU6mFlebo7OmdXUvwEbds2TU172b59O7t2vY1lWUSjUZYvX044HObo0aMcO3Ysb2c4ffp0YrEYsdhSLr44xpIlSwiHQ96iwbYFTy5ydwi9/QKF5JaBKLdrCkY2JldOE0UBWQ5kJBVnNV6qqDFfijlPGJksZHiRHtkdQK6zOCsROZRHyKjTBEVH190IFdOLCLFtJdOqLSupBINBZs6cycyZM4d07J6enhzjn2/0cyeFtrY2T8YYiEAgkEli6283UEttbQ3RaJRoNIosyzlyyshRVZVXXnmZxsZsdEsoFMIwTHp6enjnnXe8++rr64nFlhKLLWXp0qVMnTq1n88Hb3eYu/5zJwVHP3dWpU5nphTpdGrETuKJQL6koiDLAcLh8Jg4+4eDb9gnOfm5A4PHjGadxFlDWlUVQteFXk5iKxMdkh8TXgyuJOXuRHJj0XONQakMgyAIVFZWUllZyfz5g3fxcXMHclf/vSeEzs4Ozp1zEsgOHIgPesxIJEJNTQ3V1TXU1jo/3exm937392g0mieHpFIp3n33HZ5++mn272/ps/vQNI358y9k2TJnJR6LLWX+/PlFrSTd+H03ciP3ftt2/le95aT8ukIAIpoWQFWNHDlR9H46x5fGPQw5X1JxtPFiJJWxxDfsPnkU2g1Mm1aJbReeFPJ3A3qe4zibO5CViHKbjrtdf0xT94x47yiVcvoCDSV3IDcCJZVKeRFCbtZwZ2enNwE4O4NOOjs7+OyzzwZ1EjsNKkJIkoSqqn2iixQlwKJFC6mrq2flypUsX34JFRUVKIqErhen3bv6udv/dzgUchK710ih8/R6tZcv4EpBubkD2YQyqejdgHP9QSCgZCJVgiWVVMYSX2P3xzQopRiTE+2RIpVKoqppVDWdSb13YpyzuQJ2ZkLI1pJ36f2lLW0XntKQOyYn0cnM5D8MbHAsy6K7u9sz+seOfcqhQwf55JOPOXnyJB0dHcPuGxwKhQqs/KsL7gqqq6v7NWBOdc7AuIWFDkQ2ZBSy8mHvRDIxE0Iq9JKEnMnQjVSZO3c6nZ1qWS0mwNfYfcoIt1mEW562d2VDt8nwQOSv/q2cInKWl8ghCGbGL2B7mvB46riWZaFpat5qdLCxpNNpDh06RDzemrnFOX06v1BqVVVVpvmGjiAIXHPNKm699VZmzJiZtwtob2+ns7MzZ0fQweHDh4dUYK6qqipj9KszWcW1maqi+f6BmpraMutC1rukhCMP5s6DroTklpGWJJlAQPH+T5Zlcu7cObq71RF1ISs3fMPuUzRuZUNd1zI9ODUvBruYyoa5/oFCVFaGkGUniiG72s91Brs+AHdHkK0cOdhuYLi4he00zc7ULSqMZVl8+umnXphhPB7n6NEjeavx6upqrr76GqZOncKnnx5n375murq6qKysZN26Bu68864h5Qy4yLJIZ2e3Z/Q7Oto9o+/6DHInh2PHPhnCMeU8Q59r+Gtrp+T9XV1dM6ZdyNzJ3Un+kbyww/7CNV0ZMJ12auXnHmc4XchKUWCuVPiG3WdYOM0i1EyKu9N/0ylElXshZ7Mnx4r82i1DixZyo4Ncbd/dCfSVhSzvNb1XiLmZyIIgoChS3mq9o6PDW4W3trZy4ECcRCIba68oihdqGIstZdGihcTjcXbs2ME77+wGnDrk9957LzfffMuIDKQgCEQiESKRCHPnFu47kCu3OE7izhwHcUeeo9j9u729nWPHPuXgwYODjsFxEmcngmnTpmb6DvSdGCorq4ahazs7NXcBIIrO+yjFCru/AnP9hch6XcjoXWDObTiTPxm4DujRKDfta+z+mAZE13XCYYHTpzu8/pu9KxuOF2ObAm5hmtmyEm6pXDdbFJyQw48+OsK+fS2eET95Mr9ZxJw5c7www1hsKQsWLEBRFNra2nj22Wd49tlnaG9vRxRFrrlmFWvXrqW+fkVRRqqQ89SZpJzok2JD9VKpVK8Q0d55BO5E0EZHR6cXotofoihSXV3da0cwJW8ScFpRTmfGjBlUVlaV5Hoc+5ICg3chEwSRDz98J7Bx48ZhOST8FbuPh2VZpNMpNE1F1/VMFUGTqqoK0mmnreFEj0MeKU4Uj4GmpTN6tcCZM6dpaXFK0+7f38Lhw4fyVnOVlVVcddXVLFu2zEv+cfpvurHhNvF4nO3bn+KNN97AMAyi0Sjr12/g7rvvHlId/+HjhisGkKTSfP3D4TDhcJjZswcvN+0WmEulejh16kyf3UBuHsGZM6c5enTw5vShUKifpjO5heXc32vLouvSUMtNZ36vAEa/NZ7PxKdQswhdNxBF8uLRXf3wfMXtU3r27Bn27Wv2jHhr6366urJF92RZZvHiJdTVXcLFFy9l+fLl/TaL0HWd119/ja1bt9DSsg+ACy+8iHXr1nHLLbdlGp64KzrInQhyHcQwPN+AG644nrsttwvZrFnTmT07VxbKl1TcsZqmRUdHR58eA24ZCbe8RHt7GwcPHhhSgbn+upBdcMFMKioqvfumTp1KZWXVhLz+fcN+nmAYemY1nhulYuUVaJKk8ZdXygFd12ht3c/7779Pc/NeWlpavNZwLhdccEFmNe5UNly8eDHBYHDAML62tjaefnoH27c/xblz5xAEgWuvvY6Ghg1cccUVQzIgruyT6wfIdfLl/nQKy5Fx6CmUol1eqXC16NzIk0IhlbLMsDKJE4lEwUb0hZrUD7ULWdb49+46lv3dbUdZLl3IfMM+CbEsy4sVdyUV0zTzPPWFGk6cjzjNIj6lqWlv5raHeDzeq7JhlCuvvMqrbLhs2TJqamqHfI54PE5j4xZefvlX6LpOJBJh48b7WLu2YUj18XNx/38DORfdUNBAIISiKESjQbq6kjlJY0546GBO4tzzFUNulIqzEpeoqakklRp6TZ2hIAiCV6ph/vwLB31+tsCcY/ATiS5OnDhVcEI4duwT4vHWQY/ZXxey3F3AWHQh8w37BMeRVDTS6VRGTnGjVPIllYmYPTcadHV1sW9fM83NriFvor29zXvcaRaxyFuJL1u2nHnz5g1bvjAMgzfeeJ2tW7fQ3NwEwLx582loWM+aNV+goqKipO/Lwc6kvYfzModdWSO3BEC/R8iEg7q5A2B5Rj83ecz925VQcjVjJ0tVRBTlTLihklMTx8EZX2kN+3CRJMnr/AVLBnWe5mYSuwY/t8x0bpP6kXchy/85a9asPv1/h4Jv2CcYTrElN2Zcz8SMW3mGuxwiVsoBwzA4dOggTU172bt3D83NTX2ccbNmzebmm29h2TKnPO3FF8eKirnu6Ohg69ZGnnrqKc6ccZKMrrlmFevXb+DKK68q+f/GjVBymzQUH+LnNBIfykLAzRnIvs4NN1TyHs8tOOfWk5+IfQdcJ/EFF1ww6HNt26arq7Og0e+9GxisC9kTTzwx7LH6hr2MyUoqamYl7qSo95ZU/NW480U6efIzmpqavNX4/v0teQknkUiEq6++huXLL8lEqSwZcs/YwTh48CDbtm3ll798CU3TCIfDNDSsZ926BubNG7zA2HDJyi1OBu9YaOfFNovI7UJWVRUEuvvpQpadBEpVYG6sEQQhU6qhhgULFg76/PwuZG0Zw38OVR3cGVwI37CXCW5BLGd27/BkFbf2tYtvxB0SiQTNzR+we/evaWraS3PzXs6ePes9Looiixcvpq5uBfX1K6irq2fOnAu8RuelMISGYfDWW2+ydeuT7NmzB4C5c+eydm0DX/jCHUSj0aLP0Ru3SFVvuaX058mvbCjLAUKh4iob5haYq66uRNP6N9au9t+7wFzfLmROfkFuF7LBQnJF8TCK8jaC0INt16Lr12FZhRO3xor+upCZpsnhw4Nr+73xDfs44aQwJ70oFbehck1NBFV1Vpl+SzEH5+I+lDHgTTQ17eXw4UN52/kZM2Zy6623eYZ8+fLlVFREsCzTiwZyHaLFGvWuri6eeWYnTz21jVOnTgFw5ZVX0dCwnptuWo2mlaYLUhYnmahUckufo2cyJp1m0+VR2TCbSTz05vRuFzJ38i7UhUwU30RRtgNaJrzSQpKaUdUHgMtH/X2NFUUZ9lgs9n3ghsxx/kc8Hm8syagmGW4sdDqd9opimWZ+Gr4g+Ktxl1OnTnlySnNzEy0t+0gmk97joVCYyy+/gssvv4xYbDn19Sv6JPMYhk4i0Y2maSUzhEeOHGHbtq28+OILqKpKKBTi3nvXsm5dAxddtABw/Rula28nSTLBYGnkFkHoQFFex7a7se1qbPsmZHkaiuI0i5BlpWzCIYeLI0nKmc+rv2cZ1NT8DYqyD8uSMM0AmhZG1ytQVRtRvNHrO5DrHyhFF7KxZsSGPRaL3QzUxePxz8VisanAB4Bv2Bm8siH4q3GXVCpJS0uLJ6c0NTVx6lQ2DV8QBBYsWEh9/QrvtmjRYmRZ7hPF4CZdqWrak1tKUdxr16632bp1C++//x7gOFwbGhq44447M5mkpcW2bQKBvtEtIz2WaZpIUivV1T8mHD5CONxGONyOZc2nu/uHGMa1JRp5eaMou1AUJyFMFE1EMYWipIA2LKsdUTSAvj6Xwl3I7F6O4WzhObfhyHh2ISvmqnkdeCfzezsQicViUjweL/U+tKxxJJXcNHzdq79dTGXDyYhlWRw9eoSmpiaamvZ4kkpuCvXUqVO56aabPUnlkkvqBtWqHbklja6rXu2NYr9M3d3dPPfcM2zb1shnn30GwGWXXc769Rv43OeuHbXdVSDgOCRHOvG7+QpO/02FQMCpM25ZXyIQ2J33XFH8iIqKP6er6+lSDL3ssawAti0iCIXq2vdfPK7YLmT5fYlzfQNmybuQeWMuRdhRLBb7BnBDPB7/0gBPm3jxTb1wu+Ikk0lPs9V1fdxLdJYrZ8+eZc+ePXzwwQfs2bOHvXv30tPT4z0eDAapq6vj0ksvZeXKlVx66aVccMEFQ/4sdV0nmUyiqqVrjvDRRx/x5JNP8uyzz5JKpQgGg9xxxx1s3LiRRYsWleQcubjRLeFwmFBoeI5JN3vTaSQdJBAIEIlECAR6Z3A2A5dROG48BBwA5o38TUwYbGAV2fVoLmuA58d2OBmcks/OTsCRaU3P8BuGwdtvvx3ZuHFjcvAjZSnasMdisXuB7wC3x+PxgQrVTLjqjrquk0olcxJ/+koqpWaidm9XVZX9+1vyHJwnThzPe85FFy2grq7ek1SWLLl42AWZsnKLiixTEkelZVns3r2LxsYtvPvuu4CTxr527TruvPNuqqqqhnysoXYGysotoSEmDjlygCxLyHIgk4gUJBgMDXo9Tp9+GNu+HEHo+123bYW2tvewrIsGHUMpGa8qporyEpWVv4skZUtEGMZiurt/Qm3tjWVVWdVlzDsoxWKxNcAfAV8YxKiXPX2bRThRKvkOTl9SAeez+uSTj700/ObmJg4ciOdl2tXW1nLDDTdSX19PXd0K6urqqKqqHvE5nd2S8/9xUt8FRFGhGEdlIpHg+eefo7Fxq1cLZuXKlaxfv5Frr71u1MIJhyK3uNeeE6GioChBQqGhTQJ9WYFhrERRPuzziK5fjmUNnn4/WdD1z9Pe/hLh8D8hiqexrLmkUr+FbU8Z76GVlGKcp9XAXwK3xePxtsGeX064q75z5zTOnu3wmiX0dnT4Dk6H9vZ23n77Xc/B2dzclFfZUFEUli1bntHF61mxYmW/lQ2Hi2EYXlOPLMUd99ixT9i2rZHnnnPkFkUJ8MUv3sm6detZsmRJcQMugNsI2pFL+sotbis3pxCWklmNh0qYeCSSTP4u0egfIEnZWH/TnEkq9XsU+3lONGx7Dsnkn4z3MEaVYpYk9+O4kJ+IxWLufQ/H4/HB+2qNMf1VNqyujqBpTp1xPw3fQdM04vFWT05patrDsWPH8p4zb948rrvuBlasWEldXT2x2FICgeKaNeTiTryapnoTbrFYlsW7775LY+MWdu/eBcC0adN56KEvceedd1NTU1P0OfpiI8uOZOLGYmejVCTPiLsx46N5DWraerq6FhAK/RRRPIllXUAq9TVMc8WondNn/BixYY/H4z8GflzCsZSE/GYRmueM8Csb9sW2bT799JhXDKu5eS+trfvzVseVlVXccMMNLFtW52Vw1tYOvbLhcMfjNGxWvVZzxRr1ZDLJCy88T2PjVq+XZ11dPQ0N61m9+sZRl1uAjKQiZ2QV5/6RSSrFYRiX09MzeZJwfPpnQmee5jaLcNu2+ZUN+6erqzNnJd7Evn1NtLe3e4/LsszFF8fyHJzz519IdXXFqDp0HbnFCVd0ZYFiDfrx48d56qlGnn32GRKJBIqisGbNF2ho2EDODrOEONmhoVCIcLgqU0tFIRQKj1ktFx8flwll2E3T8FZ0TmXDvs0ifEnFQdd1Dh48kOfg/Oijo3nPueCCOVx99SrPkC9dumzMGgW45YY1LZ0jtxRn/Gzb5r333qOxcQtvv/0Wtm0zZcoU7r9/E3fddQ9TppTOQZYbTRYKhYlGq4hGK5k3bwZtbcOKTPPxKTlla9iHWtnQl1QcI3PixImcGuOOpKKqqvecaDTKNdesoq5uBStWOJJKqSobDnesTjs+FdMsjdySSqV46aUXaWzcwkcffQTAsmXLWb9+AzfeeFNJelw6zSIch7rbYT4arWLKlKl5skrpd4cpKir+Fll+B7AwjKtJJn8fiJT4PD6TibIw7E5lQ83rv+k2i4D8FbgvqTj09PSwb1+z59xsbm7i3Llz3uOSJLF48ZKMJu5EqixYsHBcdzNZuSVbhrRYg37ixAkef/wJnnnmaXp6epBlmdtu+zwNDetZvvySER/XXY2LoltjXEZRZK/WeCQSJRodi16YGlVV9xMMvurdEwy+iqK8RWdnI05ykY9PX8bFsOc2i3ANud8sojCGYXiVDd3b0aNH8qSAmTNncdttt3u6+LJlywiHR6NDz/DJ1m4xKEVYnW3bfPjhh2zd+iRvvfUmlmVRW1vLl7/8Fe65595h70Lcz9FNG3eMt4wsB7xr0LIsgsEQ0WjlmH6uodA/5xl1l0Dg3wmHf0wq9a0xG4vPxGLMDPu5c+c4c6Ydw9D7FGjym0VkOXnyJLt2vet1/Nm3bx/pdMp7PBwOc8UVV3pGvK5uRZ8azuNNVm7RcmqfF2fU0+k0v/zlSzQ2buHIEacL0tKlS1m3bj0333zLkMMtXUPu1v5wVuNKn+gYtxl0OBymqqoaWVYQxf2EQr9AEJLo+pVo2v3A6F23ivLrfh+T5f4f8/EZM8Pe0dHhbcP91bhDMpnoU9nw9OlT3uOCILBo0WIvzNCtbFiuk+BoyC2nT59i27ZtPPPMTrq6uhBFiZtvvoX16zdwxRWXoar995V0jbMkZSUVNwmov3E5afsKkUiESKTSu1ZDoX8kEvkfiGJH5tg/QdMep6vrUWB0VvG2PdBkVbq8gb5oCEIC267hfEtemiyUhcZ+PmCaZqay4V7PkB86dMgr5AQwbdo0brvtNpYtq2PFihUsX15HJFL+TjJXbilVMpFt2zQ17XeEIoIAACAASURBVGXr1i288cYbWJZJdXU1Dz30MPfcc6+3Q+mbwelUdpTlrINTUQJDWEhYyPKLRKO/prr6MOHwNFKpb6Drt2TO8xkVFX/lGXXnPggGX6Gi4s9JJv+s6PdcCE37IqHQ4whC/uRl2yKqumYUzpgkGv1DAoFXEYQOTHMJqdSXUNWvjsK5fEYT37CPEmfPnsmUp3WM+L59zSQSCe/xUCjEypWX5jk4Z82aTVVVuOyKgBXCbR6iaWrJap+rqsrLL/+KxsYtHDx4EIBFixazfv0Gbr31trwm027rtHwHp4IkSUMehxvpUlv7E2bN+jGBQFbykuV3SKW+giSdQZb3IklnCh4jEHib5ChFN2raXaRSXyMc/hmCoGbGHCCV2oymbSj5+aqqvk4w+Iz3tyj+GklqAQKo6uaSn89n9PANewlIpVK0trbkGXK3hrdLoWYRpQjDG2ssy8zkEpRObjl79izbtz/Fzp3b6ejoQBRFVq++kQ0bNlJf76a8916NK0yZUklPjzrQoft5DxayLFNREaWq6jhTp/4zopjKe44knSUS+ashFH0b/vmHjkAi8Veo6lqCwZ3O2dQ7MYzVJT+TLL9DIPByn/tFMUko9AvfsE8wfMM+TCzL4uOPP8qLUjl48EBes4ja2imsXn2jtxq/5JK6YZV+LUeccNQ0hqGXTG5padnH1q1beO21VzFNk6qqKh54YDP33ruWmTNnIctiji7eV1IZ7jic6JYgkUglFRWOxBUO/xRR7Cn4/KEc3jAuG9YYRoJhXI9hXD+q51CUXQhCquBjkvTxqJ7bp/T4hn0Q2trachJ/mmhubqKnJ1uzORAIcMkl9dTXZ9PwL7hgzqRIIXflFlXtIZlUSyK3aJrGq6++QmPjVlpb9wOwYMEC1q+/jzvuuIOKigiKEhiWpDLYewAIhyuIRqv6RM9Y1vQRH1vXl2aShSY+hrG43+5CljX2iWw+xeEb9hxUVSUeb82EGjqG3K3T7TJ//oXceONNGUO+kosvvnhIXdQnEr3lllCo+CbH586dY+fO7Wzfvp329jYEQWD16hvZtOlBVq26tuSRUq7cEg5XUFlZ3e/xVXUjuv73KErLkI5rmrMxjIsxzeUkk9/CtueUctjjhq7fga5fSSCQ313ItkFV70AQjhGJ/BWy/CEgo2mrSCa/g58BW56ct4bdtm2OHj3K7t2/9iSVeLw1r1lEdXU11113vdd/s76+nurq0SjvWh7oupYJVzRK0lDEsiwOHGilsbGRl1/+FYZhUFlZycMPf5X779/EnDlziz9JL2zbQlGCXjLR4BOSQk/P94lGv42itGaOIfeJRHFJJv+AdPo3SjzqckCgu/sHVFb+PoqyG0HQMM0ZqOpa0umvUl29DkVp9p6tKO+iKHvo7NwGTDxf0WTnvDHsnZ0dmcqGWQdnZ2e26ZMsy8RiS/MSf+bPnz8pJJWBKBzdMrLjgFNLxbJMXn/9dbZseYKmpr0ALFy4kE2bNnP33feUPHvTPXcoVEFlZeWQGg7nYhir6eh4g1DoEQThLLq+ioqKvyMYfDHveap6O+n0l0s27nLDsi6ms/MZZHk3knQUTbsF255BRcV384y6SyDwOsHgI6jq5P1MJiqT0rDrusaBAwfyHJyffJLvAJo7dx6rV69m6dJLqK9fQSy2NC+cbrJjWabXfMRlOGGC7vOdDE7Hwdnd3cWWLU/yxBOPcebMGU9uefDBL3HNNatKPkm6NdsjkeiAcsvQCJJOZ+O1u7quIRz+IYryNgC6/jlSqd/ifFidGsY1GMY13t+y3L9MpSi/9g17GTLhDbtT2fB4jhFvorW1Jc9gRaOVrFp1refgrKtbwZQpU8qycfRo48othqEz1KxCJ4nKRhRlLxXfiRl3Lp/9+1t45JGf8/zzz6LrOtFolM2bv8T99z/A/Pml76dpWSaBQJAZM2aQTmcnJFH8GEE4g2nWA8VO0gFSqW/59ViAgTJrbbs8ahL55DPhDHt3dzfNzU1epEpzczNtbfmVDZcsudhLw1+xYiUXXnjReV3GIFdusSwTx6AXNuq5kookOeGGNTURVNXKW3Hrus6vfvUCjz76cz744H0ALrzwIh54YDN3331vyTNmnXHZGbmlikAgSFVVJarajSgeIhr9QxTlLUQxgWEsIZ1+iFRqckSsFI9FILAFRXkH264knf4qltXbv6HjmIO+14WqfoFA4Ok+ETOWFSWd3jRqo/YZOWVt2A3D4NChg3lp+EePHs2rbDh79mw+//k1nnNz6dLlhMPhcRx1+VBIbsn94haWVKS8yoYAwWAQTXN2Nu3t7TQ2buGJJx7j1KmTAFx33Q1s3vzQqEW3SJKUSSYqJLeYVFZ+g0AgWxRLlg8Sifw5ljUNVf1SSccz8UgAG6iqeglBcH0RPyOR+BNU9SGCwUcIhf4VSTqEbdeiabeSSHyP3B2Pqm5Glj8gFHrUi/k3zamkUr+HaY5+HL/P8Ckbw27bNidPfub13mxq2sv+/S2k01mppKKigiuvvConDX8F06ePPA55suLILSqGodHbkLvNIrKGvG9lw0LE4608+ugvePbZp9E0jYqKCh54YDObNj3IhRdeVPL3YFkWgUCASCRKRUW0X33eWYn2rXQoCCrB4Jbz3rBHIn8GvJjnEJek00Qi/x1BaCMS+XNE0a2JcBpZjiOKp+ju/pecowgkEn9NOv0wweAObFtBVTdjWfPG8J34DIdxM+yJRIKWlmZPF29q2sPZs2e9x0VRZNGixZ6cUl+/ggULFpZtZcPxxmk1l0ZVtUztcwdRFIZc2bA3hmHw2muv8MQTj7J7924A5s2bx6ZNm7nnnrVUVlaW/D24pXKj0aohObMl6XC/UTyieLKk45uIKMqbBe+XpONEo//FW8XnEgi8iCQ1ZXwVWUxzJcnkylEZp09pGTPDHo/H2bXrXa+Z8uHDh/IklenTZ3DLLbdRX1+fScO/xEv79ukfJ5ko6cktsiwTDAaRpKFWNuxLZ2cH27Y18vjjj3g1b1atupYHH9zM9devLrnc4vatraiIUFlZ5Tllh4JpxrBtoaCBsqzZpRzmBKX/WjaFPjMAUewmEHidVKq+4OM+5c+YGfY777zT+z0UCnP55Vd4Ncbr61cwc+assRrKhMeyLAxDxzAMTNNAkhQqK6uLTsM/dOggjz76C555ZifpdJpQKMzGjffz9a9/lVmzSr/ttiwLRXHklkikf7llIDRtHbr+IwKBXXn323YYVX2gVEOdsBhGPYqyf1ivsW0Rw7hodAbkMyYUZdhjsVgdsB3423g8/g8DPXfDhg1ezPiiRYuHpOv6ZMvTSpJTX9wwTGzbRJLkYSfiFMI0Td544zUeeeTnvPOOI7f8/+2deXQc1Z3vP9VVXV29ybaMzRbWxFx28BDWACYsZokh4HGM1bZZE0/ymHnJyzszQ2YmGzmZkGQISXjvZPISJiFjS7KxMcaGEBbHxoawbwmB4gSMwTYQwLJa3V29VdX7o7plyW5t3dWLpfs5x+dYVaW6X111/3T7W7/7+x100MEsWJDgyiuvoq1tkq9poeWfp1y7pfa9AwGSyTuJxf4JXX8cRemlWDyWbPYacrmrfdG8L2NZXyEcfh74y6i/p1A4hULhUt+1aNrTGMZ/oarbgYPQtPkUixf4Po6khsAuhIgCdwCPjub6W2+9taoSqxMN27ZxXRdN09H1IMGgjq7rZDJpLCu9V2/Yakkmk6xZcw/d3V399XBOPfU0EonFnHvuLN+fZXgPbhUikShtbZPGZLeMfO9D6OvrQlE+IBDYhW0fQTMeH6nqK8AfUdXj9vKn/SWFYXShKFmy2b/FdQ8a8krbPh5Yh2V9H1V9FVXdhqpuq3it6yoUCqfR1/djwF+7TdfvJxb7Mqr61/5jkyatI53+DtnsDb6OJant1Z8DLgP+2SctE45y96RyWVpNC3LIIdPp7fUqKeZyOVKpJLt29aAolLb71/aGe/PNN+ju7mTt2jVYlkUoFGLu3Hl0dCxkxoyj/PixBrHbbvFazdWzRIPrTsO2G58lpShJ4vEvEgxuAFJMnhylUJhFX9/PcN0pvo4VCnUSidyKpr0FQDh8O9nstWQy3xzmuwSp1E8AUNUXmTTpKlT1o0FX2HacVOq75PPX4n87PJdw+KeDgjp4Xr5h/CfZ7GImwo7eRqIMfIBZDUKIbwEfjmTFvPHGG+54r7syHK7rYtt2/8NNXdcJh8NEIpFBDyNd1yWZTJJMJslms76snB3HYePGjdx1111s2rQJ8PL/Fy9ezPz585kyxd/gUx4zEokwefJkIpHxvjtxIdBZ4fh8YLmP47wJnAHs2c0pCPyqpGM0dAHfB17CC+IzgX8F5vojcy/eBWbg5dRX4hFAWjLDMObA2dDPq622fb+eJQUcx0ZRAgSDwdI/g0jEQNN2r0wsy8Wy0qXrHZLJXWiaQ29vesDKvFC1hlQqxX333UtX1zLeeedtAE455ZN0dCzkvPPO73/OMdIcjHaeynaLVyp3CpqmkU7bpNN9I35vNUybFueDD+pz79GiKDuZMuUhKv39te2H6enZguv6U888ErmDaLRSi74CudwKkskrKn7f3vM0B7iUYPBxXFelWDwTz3qpz1wqSo729iCVkqlcV6WnJ4BtN/f3CK3xeqrEtGljTyuWTzB9wHUdXJf+PPFgUCcUMtD10IjWQ9luyWa97jVtbeGa7ZatW7fS3b2MNWtWk8lk0HWdz372Kjo6FnL00cfUdO9KuK6DpjXGbmk1AoH3UNUPK55T1R4CgbexbX8Cu6IkhznbO8y5SqgUCv632KuE606lUDidUOh3e50rFv8G2z6lITomEjKwjxEvq8PLuy4HcV0PYRjhUed3u65LJpMinU6Rz+cJBAI1B0PXdfnDH56gs3Mpmzc/BsD06ftzww1fYO7cebS3t9d0/8pjOoRCYWKxOIYxMcs42PYRFItHoGlbKpw7FNsWPo51/JDnHOcTvo1TD1KpbxEIvD0o9dK2DyOV+jrVevqa9gSGcSeatgXHaSeXu5JcbpFPivdtasmKOQW4DTgcKAgh5gFzTdPc6ZO2lqBsqWiaZ6nouo5hhAdZKqO/l0My2YtlpbFtm0AgUPNmn0wmzdq199Hd3cmWLW8CcNJJJ5NILOb88y/wvWH2YLtlkkxbJUwudxWqevugDT+uC9nsVfjZYcjb0r8cXX9q0PFi8QgymZt8G6ceOM5x7Nr1KOHwLwgE3iISOZSenutw3alV3S8YfIh4/H8MeiCr6xtQ1bfIZP7NJ9X7LlW/K03TfA44zz8pzcd1XRzHJRjU+gO5YYRHZakMRz6fo6+vj2w2DXh9Q2sN6Nu2vUN3dyf33ruaVKqPYDDInDlX0NGxkOOOG3plVy2u66CqGtFonFhsYtktI5HJfBPXNQiF7iMYfJdC4QByucuxrJt9HkknmewmGv12qU58nmJxJpnMV1p+xe4R66+4GYnEcd3q/exw+P/ulWWjKHkMYymWdZPv2Uj7GhN2uVXOUgEIBvV+WyUcjviyZd6zWzKk033k81kCAbVm79x1XZ5++im6upayceMGXNdlv/32Y/Hia5g3bz5Tp/rfdNhxHAzDQNNismrmkChY1s1Y1j8xbZrKrl02w+WBK8qHGEY3sBPXjWPbx1IozGY0loTrTiWV+qlvyvdNsmja3h2dAFR1B7p+34Rv/jFhArvXbYfSSnxwzrjf4/T1eXZLsVi2W2pLWbSsDPffv46urmW88Ya3g/CEE06ko2MhF1002/dm2l4KrEIk4tU+P/DA9pbMFmg9AkCM4bJLwuEfl1ab7/cfc10oFE4llfoRtt2sIlsuun4/ur4e19XI5a6gWDy7SVpGQgMqLzJcFxynOntnPDEuA3v5AadXCCuIpukYhkEoZAyyEHRdZ7giSWNht93ilUD1w27Zvn07K1Z0sXr1KpLJJJqmcemlnyGRWMQJJ5zoh+xBOI6DpmlEozFisTZpt/iMpj1GJHLrgDK5HooCuv4M8fhX2LXrUfze9TkyNvH4FwiFVqMo3qfYcPjXWNaNpNPfa7CW0aBRKJyJqr6915li8cS6lEPY19jnA3u59oiiBND1IJoW7M9SaUSJ30wmTTrdRy6X8y275ZlnnqaraxkbNqzHcRza26eyZMmXmDdvPtOnT/dJ+W4cxyEUMojF4r43mpbsxjCW7xXUB6Jpz6Pra8jnr2qgKjCMOzGMlYOOKUqWcPgX5HIXUyye11A9oyGV+i6BwFaCwSf7yzYXi0eQTt8CyNLe+1xgL2/D91biZV887LsdMZIGz27JUCwWfcluyWaz/Pa397N8eSevvfYaAMceexyJxCJmz76k9OnCP8p2Szgcpq1tUlVZPpLKBAJvoyhpbPsoBgaZQGC4PHSvjG6lVWi90fUNFY97DyPXkEqd10g5o8J1p9Pb+1tCoW407RUcZxrZ7OdxXX97BOyrtHRgH2yp6KV0wxChkNGUHqaFQoFkspdcLoPr+mO3vPfeu6xY0c2qVXfT29uLqqrMnn0JicQiTjrpZN/tkLLdEonEiMXiE7oXrN+o6ovALbS3bwZyFIvHY1lf7O/iVCwexXDFLB0nSj7fmE1Dgxlud3N+mHPNRiWXW0hO1hbci5YK7F5ut9q/Dd/LGY80vWuSZaVJpXbbLV7KYvX3c12XF198ns7OZaxf/wi2bTN58mRuvHEJ119/DbFYfWq3eHZLjHBYNjDxnwzx+N8Br/a/NoLBP6KqX8NxDqRQuBDL+nt0/QGCwVcq3iGfv6gpPUSLxZkVd4W6LkP8oXEJBHYAAdnMpEVpWmD3LBW3P0MlGPQ2/oyldVu99aVSfWQyKd/sllwux4MPPkBX1zJee83bgXfUUYJEYjGXXHIphmH4Xvsc6N9M5PdmJcluwuFfVmxoEQgkMYylFAoX4rpTSCa7iES+h67/HkXZBXidnvL5i0mnv9No2QBkMl8mGNywV7OSfP4z5PPzBh0LBh8lEvkPNO15IECh8Ekyma9RLJ7VQMWSkWhYYPfSDZX+IB4KNc9SGY5isVDaHepfdsv777/PypXLWbnybnp6dhIIBLjwwotIJBYzc+bf1MVu8TYTea3mWm2OxyOBQOUa5965Hf3/d5zDSaV+PuBsAe9t2MzFTJTe3lVEIj9G017AqyPzKSzrJgY/IzCJxW5C03b/PKHQRjTtLXp6HsJ15eq9VWhYYD/yyCPZuXPojIBmY1mZkt2S9S275eWXX6KraymPPPIwxWKRSZMmcf31NzJ//gIOPHDo5gjV4tktIaLRuOwX22Ac52PDnBvud90qn6LiZDJfH/aKcPgXg4J6GVXdSjj8MzKZW+olTjJGGhbYm+2TV6Kc3ZJOpykWC77YLfl8nocf/h2dnUt55RVvd9wnPjGDjo6FXHbZHN93b5btFsPwNhP5nT0jGR2WdSOh0FKCwdcGHXecNrLZ8VGYSlX3Duq7z21voBLJSLTUw9NGUbZb+vo+IJm0fLFbPvzwA+6+ewUrVy7no48+QlEUzjvv0yQSizj11NPrlt1S9s+l3dJsovT1/T/a22/BdTcDWYrFE7Gsv6NQuLDZ4nzBcYbuTuU4/u+vkFTPhArslmWRTifJZnMEAgrBoFFzwP3Tn/5IZ+dSHnroQYrFIrFYnGuuuY6rr+7g4IOH/nheLY5jo+u7NxO1woNmiYdtnww8zM6dr6Aofdj20YynzTKWdT26vg5VHdzsw7YPxLKWNEmVpBLjPrC7rksq1Uc63VeyW1QCgdqCYaGQ55FHHqaraxkvv/wSAEcccSQdHQuZM+dy3/1tz25xCYejxGJxdH2YZGhJ03GcQ5stoS7Y9smkUj8kErkdTXsZUCgWZ5JO/zOOc0Sz5UkGMG4De7FYJJnchWVZgFuyW2pbPe3c+RGrVt3NihXdfPDBByiKwjnnzCKRWMQZZ5xZp+wWlUgkRlubtFskzSefn0s+fyWq6qU7enn38lNjqzHuArtnt/SRzVql7Bao9YX36qt/prNzKQ8++ACFQoFoNEoisYgFCxIceuhhvugeiOM46LpONNpGJCLtFkmrEcC2P9lsEZJhGBeBfaDdYttFFKX27JZiscj69Y/S1bWUF154HoDDDjucjo4El19+JdFoPewWCIfDhEJt0m6RSCRVs08H9mKx2F+Mq9yyrdZmFj09PaxevZLly7t5//33ADjrrE+RSCzmrLM+5bsdsqfdsv/+k2Ttc4lkWFx0fQ3B4GYgSDY7vymlGFqZfTKwZ7NWaTOR1R/Ia7UrXn/dpKtrGQ88sI5cLkckEmHBggQLFiQ4/HD/HwzttltiRCIxabdIJKOiQFubl52jKF6lV8O4i0zmH7CsrzVZW+uwzwR213VJp/tIp1MUCoWSf17b6tm2bdavf4TOzqU8++wzABxyyCEsWLCQK664knjc3xKgXrVKz26JxdoIDVfqTyKR7EU4fAeh0H2DjgUCKSKRO8jnL2toBypF6cUwlgEFcrl5OM7BDRt7JFo+sNt2sb92S9luqdUOSSZ7ueeeVdx9dzfbt3s75s444yw6OhKcffa5vu+SdV2HQEAlEvFqt6hqy0+7RNKSBIObKh4PBFIYxgrS6cYEdsO4k0jkNlTVqxEUDv+YbPZ6MplvNGT8kWjZCJPLZUml+rCsTMk7V2q2K/7yl7/Q3b2MdevWks1ahMNhPve5q1mwIMHHP+5/l3fHcQgGPbslGpV2i0RSK4oyXO344c75RyDwKtHoLQQCPf3HVPUjIpE7KBZPaHgHrEq0VGD37JYU6XRfv91S6+rctm02bdpIV9cynnrKK0t60EEHs2BBgkWLOggE/LVDyq36wuEIsVicUMjw9f4SyUSmUDgJXX9sr+Ouq5HPn98QDeHwbwYF9TKKkiMUanxrw0pUHdiFELcDZwAu8GXTNJ+p9l62XaSvL4llpUvlfWsP6MlkkjVrVrN8eRfbtr0DwKmnnkZHxyJmzToPVVV9r32uKAqRSJS2tknSbpGMexTlPSKRn6Cqfwai5HIXkctdRz03LFnW/0LXNxMMvjDoeC73WQqFi+s27kAUZegWh8OdayRVRR8hxCxghmmaZwohjgV+BZw+1vvkcjlSqSSWZaEo+JKuuGXLm3R1LWPt2jVYlkUoFGLu3Hl0dCxkxoyjarp3JTy7JViyW+LSbpFMCAKBt2lru3pQNyhdvx9Ne5F0+id1G9d196O3dzXh8O1o2ktAiEJhFpb1JRq1A7ZYPH7Ic7Y9oyEaRqLaZeUFwL0Apmn+WQgxRQjRZprmiH+udtstKQqFfMluqe0X4jgOjz++ma6upTzxxOMAHHDAASxZ8iWuuupvmTx5ck33H2rM3dkt0m6RTCwikdv2avGnKC6GsZxs9rq65pW7bjuZTHO6TQFks9cTCq1E1webFMXiDCzr75ukajDVBvYDgOcGfP1+6diQgd22bRQlRyrVh23bRCJaDcN79PX1sWrVKn7zm9+wdetWAE477TSuvfZaLrzwQjRt5PvH46MPymW7JR6PM2XKlFHdvxqmTWu9TuutqAlaU9duTTawA5gMNFen//P0csWjgUCG9vaHgJGbcrf272444sA64N+AJ/Ae2n4STfsXpk49tp7yRk21kWnPJbaC57UPyVtvvUVfX9YXq2Lr1q10dy9jzZrVZDIZdF3nyivnsmBBgqOPPgYAyyoCxWHvM1qP3XUdNG233QIKPT1WzT9HJaZNi7fcztNW1AStqausyTD+E8P4bzTtdRxnMoXCuaRSP8R125umyU8mT1YZqoVuKuViWcOP18q/u9ERBm6rcNz/n6maP4DVBvbteCv0MgcB7430TbUEdcdxePLJJ+jsXMbmzd5T8enT9+eGG77A3LnzaG/3/w3jug6hUJhoNO575yPJ+CUU+m9isW+gKN6iQVXfR1XvRlE+IplczXiohpjPn0Uw+PRex217Krnc+OgYtS9TbWB/CPg28HMhxExgh2madfnzm8mkWbv2Prq7O9my5U0ATjrpZBKJxZx//gUEh1o2VEnZbil3JqqX3SIZvxhGV39QH4iXzbGBQuHTTVDlL5nMzWjaS+j67ymv1xynjUzmq8P2f5U0hqqilmmaTwghnhNCPAE4wE3+yoJt296hu7uTe++9h1QqRTAYZM6cK+joWMhxxw39VLpaHMcu2S1xYjGZ3SKpnkBgW8XjipJH014cF4EdIiST9xAKdaFpzwARstmF2Lb/703J2Kl6OWqa5s1+CgFvtfz000/R1bWUjRs34Lou++23H4sXX8u8efOZOnU/v4fEcRwMwyAabZN2i8QXvP6fb+113HUD2Lb/O5ybh0out0haLy1IS/gMlpXh/vvX0dm5lDfffAOA448/gURiERddNJtgUPd1PK/2uUIsFiMcnoym+WvnSCY2udwVBIPP9lcfLFMonEo+P6dJqiQTiaYG9h07drB8eSerV68imUyiaRqXXvoZEolFnHDCib6P5zjl7JYosVgb06e3tdyTecm+Tzb7DwQCPRjGClT1HRwnTKFwJqnUjxgPD04lrU/DA7vrujz77DN0dS1jw4b1OI7DlCntLFnyRebNu5rp06f7PqbjOIRCBrGYtFskjUAhk/kmlvVVNO1JbPtjOM4xzRYlmUA0LLBns1lWr76Hrq6lvP766wAcc8yxJBKLmD37Et9rk5dbzZVL5Uq7RdJoXDdOoXBRs2VIJiANC+znnHMOPT09qKrK7NmX0NGxkJNPnul79olnt2hEIjFisbjvrewkEomk1WmoFXPjjUuYP/9q9t//gJEvHiO77ZYY4bC/jaYlEolkX6JhgX3Tpk0Ui/6uzr3NRJRqn0/yfbOSRCKR7Is0LLAbhkEqlfPlXmW7pbw7VNotEolEspuWyGMfLZ7dEiIajROJSLtFIpFIKtHygb2c3WIYEeLxNnTd381KEolEMt5o2cDuOA6qqhGNSrtFIpFIxkLLBXbHsdF1o2S3RGQxuESB1wAABgNJREFULolEIhkjLRHYPbvFxTCixONxdN3fzUoSiUQykWhqYPfsFpVIJEZbm7RbJBKJxA+aEtg9uyVENNom7RaJRCLxmYYFdtd1cV1nQHaLtFskEomkHjQssE+ZMoV4XJN2i0QikdSZhkXZqVOnyqAukUgkDUBGWolEIhlnyMAukUgk4wwZ2CUSiWScIQO7RCKRjDNkYJdIJJJxRtWBXQgxSwjxVyHEHD8FSSQSiaQ2qgrsQoiPA18FNvsrRyKRSCS1Uu2K/V1gLpD0UYtEIpFIfEApN7KoBiHEr4GVpmmu802RRCKRSGpixJICQojPA5/f4/A3TdP8XX0kSSQSiaQWRgzspmn+EvhlA7RIJBKJxAdkuqNEIpGMM6ry2IUQnwH+ETga+AB41zTN2T5rk0gkEkkV1PTwVCKRSCSth7RiJBKJZJwhA7tEIpGMM+rWQUkIMQu4G7ihUp67EGIh8BXAAX5umuZ/1UtLabwg8GvgMMAGrjdN8809rnkXMAccusA0TbtOem4HzgBc4MumaT4z4NyFwL+XdD5gmuZ36qGhCl0vAL0DLl9omub2Bmg6HlgD3G6a5v/Z41xT5moETc2apx8A5+C9r79nmuY9A8418zU1nK6Gz5UQIoIXC/YHDOA7A2NUM+ZqFJrGNE91CewjlRwQQkSBbwCnAXngBSHEvaZp7qyHnhIJYJdpmguFEJcB3wOuHqBJAXaYpnleHTWUx5oFzDBN80whxLHAr4DTB1zyU+BiYDuwWQixyjTNP7eALhoxP3toigJ3AI8OcUnD52oUmpoxT58Gji/97qYCLwD3DLikWa+pkXQ1fK6Ay4FnTdP8gRDiMOBhYODisxlzNZKmMc1TvayYkUoOnA48Y5pmr2maFrAJ+FSdtJS5AFhd+v/vgLP3OB8F1DprGKjlXoDSC2aKEKINQAhxJLDTNM13TNN0gPtL1zdVV4l4g3QMJAdcBuzY80QT52pITSWaMU+PAZ8r/b8HiAohVGj6a2pIXSUaPlemaS43TfMHpS8PAbaVzzVrrobTVGJM81SXFbtpmhkAIcRQlxyAlyZZ5j3gwHpoqTSmaZq2EMIRQuimaeZL52PAdCHESuAgoNs0zZ/WUctzA75+v3QsSeW5+XiddIxFF8BUIcQy4HDg98DXTdOsa1qVaZpFoDjEa6kpczWCJmjOPNlAuvTl5/EshLKN2LTX1Ai6oAlzVUYI8QTwMWBghdpmvv+G0gRjnKeaA3uVJQeUCl/79sscQtPpe3y955gZ4OvAUiAIPCaEeNw0zefwn+F+/rrOzQiMNPa/AMsAC89fngusaoy0ijRzroajafMkhPgscCMwcF9J0+dpCF3QxLkyTfMsIcTJwFIhxEmlQNnUuRpCE4xxnmoO7FWWHNjO4L9IBwNP1qplOE2lgmUHAC+VHqQqpmkWBnxPEriz9GVOCPEIcCKDV7B+sb2kpcxBeCuDSucOxrO2GsFwujBN82fl/wsh1uHNTzMDezPnakiaNU9CiIuBfwUuMU1z4IO2ps7TMLqaMldCiFOAv5bslheFEBowDfgrTZqrETSNeZ6ale74FHCqEGKyECKG569vqvOYD7Hb67sc7+NMP0KIE4QQdwkhlNKkng28Ukct80rjzsR7aNsHYJrmW0CbEOLwko45pesbwZC6hBD7CSEeKP1RBJgF/KlBuirS5LmqSLPmSQgxCfghMGfPJIRmztNwupr4mjoX+N8lDfvj2bAfQlPnakhN1cxTXXaeDlVyQAhxM7DRNM0/CCHmla5xgTtM01zmu5DBmlS8VfwMvIdf15mm+c4emn6EF9AdYK1pmt+to55b8X6ZDnATMBPoNU1ztRDiXOD7pUtXmab5H/XSMUZd/4iXSZTDy274n6UHTPXUcwpwG563WMBbUd0HbGnWXI1CUzPmaQnwLeD1AYfXA39s5mtqFLqaMVdhvE/nhwBh4NvAVJr4/huFpjHNkywpIJFIJOMMufNUIpFIxhkysEskEsk4QwZ2iUQiGWfIwC6RSCTjDBnYJRKJZJwhA7tEIpGMM2Rgl0gkknHG/weGrTP6DucEhwAAAABJRU5ErkJggg==
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<h4 id="&#25903;&#25345;&#21521;&#37327;&#26426;&#20250;&#36873;&#25321;&#37027;&#20010;&#8220;&#33021;&#22815;&#20135;&#29983;&#26368;&#22823;&#20915;&#31574;&#21306;&#38388;&#8221;&#30340;&#36793;&#30028;&#12290;">&#25903;&#25345;&#21521;&#37327;&#26426;&#20250;&#36873;&#25321;&#37027;&#20010;&#8220;&#33021;&#22815;&#20135;&#29983;&#26368;&#22823;&#20915;&#31574;&#21306;&#38388;&#8221;&#30340;&#36793;&#30028;&#12290;<a class="anchor-link" href="#&#25903;&#25345;&#21521;&#37327;&#26426;&#20250;&#36873;&#25321;&#37027;&#20010;&#8220;&#33021;&#22815;&#20135;&#29983;&#26368;&#22823;&#20915;&#31574;&#21306;&#38388;&#8221;&#30340;&#36793;&#30028;&#12290;">&#182;</a></h4><h4 id="&#36825;&#23601;&#26159;&#25903;&#25345;&#21521;&#37327;&#26426;(support-vector-machine,-SVM)&#30340;&#20027;&#35201;&#24605;&#24819;&#12290;">&#36825;&#23601;&#26159;&#25903;&#25345;&#21521;&#37327;&#26426;(support vector machine, SVM)&#30340;&#20027;&#35201;&#24605;&#24819;&#12290;<a class="anchor-link" href="#&#36825;&#23601;&#26159;&#25903;&#25345;&#21521;&#37327;&#26426;(support-vector-machine,-SVM)&#30340;&#20027;&#35201;&#24605;&#24819;&#12290;">&#182;</a></h4>
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<h1 id="2.-sklearn-&#23454;&#29616;">2. sklearn &#23454;&#29616;<a class="anchor-link" href="#2.-sklearn-&#23454;&#29616;">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">SVC</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;linear&#39;</span><span class="p">)</span>

<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
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<pre>SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,
  decision_function_shape=&#39;ovr&#39;, degree=3, gamma=&#39;auto_deprecated&#39;,
  kernel=&#39;linear&#39;, max_iter=-1, probability=False, random_state=None,
  shrinking=True, tol=0.001, verbose=False)</pre>
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<h3 id="&#20351;&#29992;-decision_function-&#26597;&#30475;-SVM-&#25214;&#21040;&#30340;&#36793;&#30028;&#65288;&#23545;&#24212;0&#65289;&#20197;&#21450;-margin&#65288;&#23545;&#24212;-1-1-&#20043;&#38388;&#65289;">&#20351;&#29992; decision_function &#26597;&#30475; SVM &#25214;&#21040;&#30340;&#36793;&#30028;&#65288;&#23545;&#24212;0&#65289;&#20197;&#21450; margin&#65288;&#23545;&#24212;-1 1 &#20043;&#38388;&#65289;<a class="anchor-link" href="#&#20351;&#29992;-decision_function-&#26597;&#30475;-SVM-&#25214;&#21040;&#30340;&#36793;&#30028;&#65288;&#23545;&#24212;0&#65289;&#20197;&#21450;-margin&#65288;&#23545;&#24212;-1-1-&#20043;&#38388;&#65289;">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="bp">None</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Plot the decision function for a 2D SVC&quot;&quot;&quot;</span>
    <span class="k">if</span> <span class="n">ax</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
        <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">()[</span><span class="mi">0</span><span class="p">],</span> <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">()[</span><span class="mi">1</span><span class="p">],</span> <span class="mi">30</span><span class="p">)</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()[</span><span class="mi">0</span><span class="p">],</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()[</span><span class="mi">1</span><span class="p">],</span> <span class="mi">30</span><span class="p">)</span>
    <span class="n">Y</span><span class="p">,</span> <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
    <span class="n">P</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">xi</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">yj</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">y</span><span class="p">):</span>
            <span class="n">P</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">decision_function</span><span class="p">([[</span><span class="n">xi</span><span class="p">,</span> <span class="n">yj</span><span class="p">]])</span>
    <span class="c1"># plot the margins</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">contour</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">P</span><span class="p">,</span> <span class="n">colors</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span>
               <span class="n">levels</span><span class="o">=</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span>
               <span class="n">linestyles</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;--&#39;</span><span class="p">,</span> <span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="s1">&#39;--&#39;</span><span class="p">])</span>
    
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
<span class="n">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">);</span>
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<h3 id="&#34394;&#32447;&#8220;&#25720;&#8221;&#21040;&#20102;&#19977;&#20010;&#28857;&#65292;&#23427;&#20204;&#26500;&#25104;&#30340;&#21521;&#37327;&#23601;&#31216;&#20026;-support-vector-(&#20110;&#26159;&#23601;&#29992;&#23427;&#26469;&#21629;&#21517;&#36825;&#31639;&#27861;&#20102;)&#12290;sklearn-&#23558;&#23427;&#20204;&#23384;&#20648;&#21040;-supoortvectors-&#37324;&#38754;">&#34394;&#32447;&#8220;&#25720;&#8221;&#21040;&#20102;&#19977;&#20010;&#28857;&#65292;&#23427;&#20204;&#26500;&#25104;&#30340;&#21521;&#37327;&#23601;&#31216;&#20026; support vector (&#20110;&#26159;&#23601;&#29992;&#23427;&#26469;&#21629;&#21517;&#36825;&#31639;&#27861;&#20102;)&#12290;sklearn &#23558;&#23427;&#20204;&#23384;&#20648;&#21040; supoort<em>vectors</em> &#37324;&#38754;<a class="anchor-link" href="#&#34394;&#32447;&#8220;&#25720;&#8221;&#21040;&#20102;&#19977;&#20010;&#28857;&#65292;&#23427;&#20204;&#26500;&#25104;&#30340;&#21521;&#37327;&#23601;&#31216;&#20026;-support-vector-(&#20110;&#26159;&#23601;&#29992;&#23427;&#26469;&#21629;&#21517;&#36825;&#31639;&#27861;&#20102;)&#12290;sklearn-&#23558;&#23427;&#20204;&#23384;&#20648;&#21040;-supoortvectors-&#37324;&#38754;">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
<span class="c1">#plot_svc_decision_function(clf)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">clf</span><span class="o">.</span><span class="n">support_vectors_</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">clf</span><span class="o">.</span><span class="n">support_vectors_</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span>
            <span class="n">s</span><span class="o">=</span><span class="mi">150</span><span class="p">,</span> <span class="n">marker</span><span class="o">=</span><span class="s1">&#39;*&#39;</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">);</span>
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<h3 id="&#19979;&#38754;-ipython-&#30340;&#20132;&#20114;&#22270;&#28436;&#31034;&#20102;&#38543;&#26679;&#26412;&#25968;&#30446;&#30340;&#22810;&#23569;&#65292;support-vector-&#30340;&#21464;&#21270;">&#19979;&#38754; ipython &#30340;&#20132;&#20114;&#22270;&#28436;&#31034;&#20102;&#38543;&#26679;&#26412;&#25968;&#30446;&#30340;&#22810;&#23569;&#65292;support vector &#30340;&#21464;&#21270;<a class="anchor-link" href="#&#19979;&#38754;-ipython-&#30340;&#20132;&#20114;&#22270;&#28436;&#31034;&#20102;&#38543;&#26679;&#26412;&#25968;&#30446;&#30340;&#22810;&#23569;&#65292;support-vector-&#30340;&#21464;&#21270;">&#182;</a></h3><p>(This is only available in IPython 2.0+, and will not work in a static view)</p>

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<div class=" highlight hl-ipython2"><pre><span></span><span class="kn">from</span> <span class="nn">ipywidgets</span> <span class="kn">import</span> <span class="n">interact</span>

<span class="k">def</span> <span class="nf">plot_svm</span><span class="p">(</span><span class="n">N</span><span class="o">=</span><span class="mi">10</span><span class="p">):</span>
    <span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">make_blobs</span><span class="p">(</span><span class="n">n_samples</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">centers</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
                      <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cluster_std</span><span class="o">=</span><span class="mf">0.60</span><span class="p">)</span>
    <span class="n">X</span> <span class="o">=</span> <span class="n">X</span><span class="p">[:</span><span class="n">N</span><span class="p">]</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">y</span><span class="p">[:</span><span class="n">N</span><span class="p">]</span>
    <span class="n">clf</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;linear&#39;</span><span class="p">)</span>
    <span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
    <span class="n">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">())</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">clf</span><span class="o">.</span><span class="n">support_vectors_</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">clf</span><span class="o">.</span><span class="n">support_vectors_</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span>
                <span class="n">s</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">facecolors</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
    
<span class="n">interact</span><span class="p">(</span><span class="n">plot_svm</span><span class="p">,</span> <span class="n">N</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="mi">200</span><span class="p">,</span> <span class="mi">300</span><span class="p">,</span> <span class="mi">400</span><span class="p">,</span> <span class="mi">500</span><span class="p">],</span> <span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;linear&#39;</span><span class="p">);</span>
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<h1 id="3.-&#26680;&#25216;&#24039;">3. &#26680;&#25216;&#24039;<a class="anchor-link" href="#3.-&#26680;&#25216;&#24039;">&#182;</a></h1>
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<h3 id="&#30495;&#27491;&#35753;-svm-&#22823;&#34892;&#20854;&#36947;&#30340;&#26159;&#23427;&#19982;&#26680;&#65288;kernel&#65289;&#26041;&#27861;&#30340;&#32467;&#21512;&#12290;&#20256;&#32479;&#30340;-svm-&#26080;&#27861;&#20998;&#31867;&#19979;&#38754;&#30340;&#38750;&#32447;&#24615;&#38382;&#39064;&#65306;">&#30495;&#27491;&#35753; svm &#22823;&#34892;&#20854;&#36947;&#30340;&#26159;&#23427;&#19982;&#26680;&#65288;kernel&#65289;&#26041;&#27861;&#30340;&#32467;&#21512;&#12290;&#20256;&#32479;&#30340; svm &#26080;&#27861;&#20998;&#31867;&#19979;&#38754;&#30340;&#38750;&#32447;&#24615;&#38382;&#39064;&#65306;<a class="anchor-link" href="#&#30495;&#27491;&#35753;-svm-&#22823;&#34892;&#20854;&#36947;&#30340;&#26159;&#23427;&#19982;&#26680;&#65288;kernel&#65289;&#26041;&#27861;&#30340;&#32467;&#21512;&#12290;&#20256;&#32479;&#30340;-svm-&#26080;&#27861;&#20998;&#31867;&#19979;&#38754;&#30340;&#38750;&#32447;&#24615;&#38382;&#39064;&#65306;">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Make a large circle containing a smaller circle in 2d.</span>
<span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">make_circles</span><span class="p">(</span><span class="n">n_samples</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">factor</span><span class="o">=.</span><span class="mi">1</span><span class="p">,</span> <span class="n">noise</span><span class="o">=.</span><span class="mi">1</span><span class="p">)</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;linear&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
<span class="n">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">);</span>
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<p>Clearly, no linear discrimination will ever separate these data.</p>
<p>One way we can adjust this is to apply a kernel, which is some functional transformation of the input data.</p>

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<h3 id="&#36825;&#26102;&#25105;&#20204;&#21487;&#20197;&#29992;&#19968;&#20010;&#26680;&#26469;&#25226;&#36755;&#20837;&#25968;&#25454;&#22312;&#21478;&#19968;&#20010;&#32500;&#24230;&#19978;&#20998;&#24320;&#12290;&#26368;&#24120;&#29992;&#30340;&#26159;-&#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#65288;&#20063;&#31216;&#39640;&#26031;&#22522;&#20989;&#25968;&#26680;&#65289;-radial-basis-function">&#36825;&#26102;&#25105;&#20204;&#21487;&#20197;&#29992;&#19968;&#20010;&#26680;&#26469;&#25226;&#36755;&#20837;&#25968;&#25454;&#22312;&#21478;&#19968;&#20010;&#32500;&#24230;&#19978;&#20998;&#24320;&#12290;&#26368;&#24120;&#29992;&#30340;&#26159; &#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#65288;&#20063;&#31216;&#39640;&#26031;&#22522;&#20989;&#25968;&#26680;&#65289; <strong>radial basis function</strong><a class="anchor-link" href="#&#36825;&#26102;&#25105;&#20204;&#21487;&#20197;&#29992;&#19968;&#20010;&#26680;&#26469;&#25226;&#36755;&#20837;&#25968;&#25454;&#22312;&#21478;&#19968;&#20010;&#32500;&#24230;&#19978;&#20998;&#24320;&#12290;&#26368;&#24120;&#29992;&#30340;&#26159;-&#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#65288;&#20063;&#31216;&#39640;&#26031;&#22522;&#20989;&#25968;&#26680;&#65289;-radial-basis-function">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">r</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span> <span class="o">-</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">+</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">]</span> <span class="o">**</span> <span class="mi">2</span><span class="p">))</span>

<span class="kn">from</span> <span class="nn">mpl_toolkits</span> <span class="kn">import</span> <span class="n">mplot3d</span>

<span class="k">def</span> <span class="nf">plot_3D</span><span class="p">(</span><span class="n">elev</span><span class="o">=</span><span class="mi">30</span><span class="p">,</span> <span class="n">azim</span><span class="o">=</span><span class="mi">30</span><span class="p">):</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="s1">&#39;3d&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">scatter3D</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">r</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">view_init</span><span class="p">(</span><span class="n">elev</span><span class="o">=</span><span class="n">elev</span><span class="p">,</span> <span class="n">azim</span><span class="o">=</span><span class="n">azim</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;y&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_zlabel</span><span class="p">(</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>

<span class="n">interact</span><span class="p">(</span><span class="n">plot_3D</span><span class="p">,</span> <span class="n">elev</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">90</span><span class="p">,</span> <span class="mi">90</span><span class="p">),</span> <span class="n">azim</span><span class="o">=</span><span class="p">(</span><span class="o">-</span><span class="mi">180</span><span class="p">,</span> <span class="mi">180</span><span class="p">));</span>
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<h3 id="&#36825;&#30495;&#26159;&#19968;&#20010;&#31616;&#21333;&#22909;&#29992;&#30340;&#26041;&#27861;&#12290;SVM&#20013;&#20351;&#29992;&#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#21487;&#20197;&#29992;-kernel-=-'rbf'-&#23454;&#29616;&#65306;">&#36825;&#30495;&#26159;&#19968;&#20010;&#31616;&#21333;&#22909;&#29992;&#30340;&#26041;&#27861;&#12290;SVM&#20013;&#20351;&#29992;&#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#21487;&#20197;&#29992; kernel = 'rbf' &#23454;&#29616;&#65306;<a class="anchor-link" href="#&#36825;&#30495;&#26159;&#19968;&#20010;&#31616;&#21333;&#22909;&#29992;&#30340;&#26041;&#27861;&#12290;SVM&#20013;&#20351;&#29992;&#24452;&#21521;&#22522;&#20989;&#25968;&#26680;&#21487;&#20197;&#29992;-kernel-=-'rbf'-&#23454;&#29616;&#65306;">&#182;</a></h3>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Make a large circle containing a smaller circle in 2d.</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;rbf&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
<span class="n">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">);</span>
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<pre>/home/xiaodongli/software/anaconda3/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from &#39;auto&#39; to &#39;scale&#39; in version 0.22 to account better for unscaled features. Set gamma explicitly to &#39;auto&#39; or &#39;scale&#39; to avoid this warning.
  &#34;avoid this warning.&#34;, FutureWarning)
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">X</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">make_moons</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span><span class="mi">0</span><span class="p">],</span><span class="n">X</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;rbf&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">X</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;spring&#39;</span><span class="p">)</span>
<span class="n">plot_svc_decision_function</span><span class="p">(</span><span class="n">clf</span><span class="p">);</span>
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<pre>/home/xiaodongli/software/anaconda3/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from &#39;auto&#39; to &#39;scale&#39; in version 0.22 to account better for unscaled features. Set gamma explicitly to &#39;auto&#39; or &#39;scale&#39; to avoid this warning.
  &#34;avoid this warning.&#34;, FutureWarning)
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<h3 id="&#26680;&#20989;&#25968;&#30340;&#36873;&#25321;&#26159;&#20010;&#24456;&#22797;&#26434;&#30340;&#38382;&#39064;&#12290;"><strong>&#26680;&#20989;&#25968;</strong>&#30340;&#36873;&#25321;&#26159;&#20010;&#24456;&#22797;&#26434;&#30340;&#38382;&#39064;&#12290;<a class="anchor-link" href="#&#26680;&#20989;&#25968;&#30340;&#36873;&#25321;&#26159;&#20010;&#24456;&#22797;&#26434;&#30340;&#38382;&#39064;&#12290;">&#182;</a></h3><p>一般来说， linear 速度快， rbf 表现好、适用性强。</p>
<p>到底采用哪种核函数，请具体问题具体分析。</p>

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<h3 id="SVM&#30340;&#20248;&#32570;&#28857;&#65306;">SVM&#30340;&#20248;&#32570;&#28857;&#65306;<a class="anchor-link" href="#SVM&#30340;&#20248;&#32570;&#28857;&#65306;">&#182;</a></h3><p>优点：</p>
<p>一、 可以有效解决小样本情况下的机器学习问题，在神经网络主导前曾作为统计派的代表方法大行其道。</p>
<p>二、 加入核方法可以解决非线性问题。</p>
<p>三、 线性回归会对异常值敏感，而SVM对异常值不敏感(抗燥能力,SVM要强)</p>
<p>缺点：</p>
<p>虽然有了核方法，但对各种非线性问题仍没有通用解决方案，必须谨慎选择Kernelfunction来处理。</p>

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