lesson 2.html

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

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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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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<style type="text/css">
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<ol>
<li><p>入门介绍</p>
<ul>
<li>eda</li>
<li>异常值检测</li>
<li>数据不平衡</li>
<li>评价指标</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">from</span> <span class="nn">pyalab</span> <span class="k">import</span> <span class="n">rcParams</span> <span class="c1">##matplotlib</span>
<span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="mi">10</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data/creditcard.csv&#39;</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[3]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>...</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>...</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>149.62</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.0</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>...</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>2.69</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.0</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>...</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>378.66</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.0</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>...</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>123.50</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2.0</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>...</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>69.99</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 31 columns</p>
</div>
</div>

</div>

</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_column&#39;</span><span class="p">,</span><span class="mi">40</span><span class="p">)</span>
</pre></div>

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

    </div>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>V10</th>
      <th>V11</th>
      <th>V12</th>
      <th>V13</th>
      <th>V14</th>
      <th>V15</th>
      <th>V16</th>
      <th>V17</th>
      <th>V18</th>
      <th>V19</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>0.090794</td>
      <td>-0.551600</td>
      <td>-0.617801</td>
      <td>-0.991390</td>
      <td>-0.311169</td>
      <td>1.468177</td>
      <td>-0.470401</td>
      <td>0.207971</td>
      <td>0.025791</td>
      <td>0.403993</td>
      <td>0.251412</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>149.62</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.0</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>-0.166974</td>
      <td>1.612727</td>
      <td>1.065235</td>
      <td>0.489095</td>
      <td>-0.143772</td>
      <td>0.635558</td>
      <td>0.463917</td>
      <td>-0.114805</td>
      <td>-0.183361</td>
      <td>-0.145783</td>
      <td>-0.069083</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>2.69</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.0</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>0.207643</td>
      <td>0.624501</td>
      <td>0.066084</td>
      <td>0.717293</td>
      <td>-0.165946</td>
      <td>2.345865</td>
      <td>-2.890083</td>
      <td>1.109969</td>
      <td>-0.121359</td>
      <td>-2.261857</td>
      <td>0.524980</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>378.66</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.0</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>-0.054952</td>
      <td>-0.226487</td>
      <td>0.178228</td>
      <td>0.507757</td>
      <td>-0.287924</td>
      <td>-0.631418</td>
      <td>-1.059647</td>
      <td>-0.684093</td>
      <td>1.965775</td>
      <td>-1.232622</td>
      <td>-0.208038</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>123.50</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2.0</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>0.753074</td>
      <td>-0.822843</td>
      <td>0.538196</td>
      <td>1.345852</td>
      <td>-1.119670</td>
      <td>0.175121</td>
      <td>-0.451449</td>
      <td>-0.237033</td>
      <td>-0.038195</td>
      <td>0.803487</td>
      <td>0.408542</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>69.99</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">shape</span>
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<pre>(284807, 31)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
</pre></div>

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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 284807 entries, 0 to 284806
Data columns (total 31 columns):
Time      284807 non-null float64
V1        284807 non-null float64
V2        284807 non-null float64
V3        284807 non-null float64
V4        284807 non-null float64
V5        284807 non-null float64
V6        284807 non-null float64
V7        284807 non-null float64
V8        284807 non-null float64
V9        284807 non-null float64
V10       284807 non-null float64
V11       284807 non-null float64
V12       284807 non-null float64
V13       284807 non-null float64
V14       284807 non-null float64
V15       284807 non-null float64
V16       284807 non-null float64
V17       284807 non-null float64
V18       284807 non-null float64
V19       284807 non-null float64
V20       284807 non-null float64
V21       284807 non-null float64
V22       284807 non-null float64
V23       284807 non-null float64
V24       284807 non-null float64
V25       284807 non-null float64
V26       284807 non-null float64
V27       284807 non-null float64
V28       284807 non-null float64
Amount    284807 non-null float64
Class     284807 non-null int64
dtypes: float64(30), int64(1)
memory usage: 67.4 MB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>Time      0
V1        0
V2        0
V3        0
V4        0
V5        0
V6        0
V7        0
V8        0
V9        0
V10       0
V11       0
V12       0
V13       0
V14       0
V15       0
V16       0
V17       0
V18       0
V19       0
V20       0
V21       0
V22       0
V23       0
V24       0
V25       0
V26       0
V27       0
V28       0
Amount    0
Class     0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>V10</th>
      <th>V11</th>
      <th>V12</th>
      <th>V13</th>
      <th>V14</th>
      <th>V15</th>
      <th>V16</th>
      <th>V17</th>
      <th>V18</th>
      <th>V19</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>284807.000000</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>2.848070e+05</td>
      <td>284807.000000</td>
      <td>284807.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>94813.859575</td>
      <td>3.919560e-15</td>
      <td>5.688174e-16</td>
      <td>-8.769071e-15</td>
      <td>2.782312e-15</td>
      <td>-1.552563e-15</td>
      <td>2.010663e-15</td>
      <td>-1.694249e-15</td>
      <td>-1.927028e-16</td>
      <td>-3.137024e-15</td>
      <td>1.768627e-15</td>
      <td>9.170318e-16</td>
      <td>-1.810658e-15</td>
      <td>1.693438e-15</td>
      <td>1.479045e-15</td>
      <td>3.482336e-15</td>
      <td>1.392007e-15</td>
      <td>-7.528491e-16</td>
      <td>4.328772e-16</td>
      <td>9.049732e-16</td>
      <td>5.085503e-16</td>
      <td>1.537294e-16</td>
      <td>7.959909e-16</td>
      <td>5.367590e-16</td>
      <td>4.458112e-15</td>
      <td>1.453003e-15</td>
      <td>1.699104e-15</td>
      <td>-3.660161e-16</td>
      <td>-1.206049e-16</td>
      <td>88.349619</td>
      <td>0.001727</td>
    </tr>
    <tr>
      <th>std</th>
      <td>47488.145955</td>
      <td>1.958696e+00</td>
      <td>1.651309e+00</td>
      <td>1.516255e+00</td>
      <td>1.415869e+00</td>
      <td>1.380247e+00</td>
      <td>1.332271e+00</td>
      <td>1.237094e+00</td>
      <td>1.194353e+00</td>
      <td>1.098632e+00</td>
      <td>1.088850e+00</td>
      <td>1.020713e+00</td>
      <td>9.992014e-01</td>
      <td>9.952742e-01</td>
      <td>9.585956e-01</td>
      <td>9.153160e-01</td>
      <td>8.762529e-01</td>
      <td>8.493371e-01</td>
      <td>8.381762e-01</td>
      <td>8.140405e-01</td>
      <td>7.709250e-01</td>
      <td>7.345240e-01</td>
      <td>7.257016e-01</td>
      <td>6.244603e-01</td>
      <td>6.056471e-01</td>
      <td>5.212781e-01</td>
      <td>4.822270e-01</td>
      <td>4.036325e-01</td>
      <td>3.300833e-01</td>
      <td>250.120109</td>
      <td>0.041527</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>-5.640751e+01</td>
      <td>-7.271573e+01</td>
      <td>-4.832559e+01</td>
      <td>-5.683171e+00</td>
      <td>-1.137433e+02</td>
      <td>-2.616051e+01</td>
      <td>-4.355724e+01</td>
      <td>-7.321672e+01</td>
      <td>-1.343407e+01</td>
      <td>-2.458826e+01</td>
      <td>-4.797473e+00</td>
      <td>-1.868371e+01</td>
      <td>-5.791881e+00</td>
      <td>-1.921433e+01</td>
      <td>-4.498945e+00</td>
      <td>-1.412985e+01</td>
      <td>-2.516280e+01</td>
      <td>-9.498746e+00</td>
      <td>-7.213527e+00</td>
      <td>-5.449772e+01</td>
      <td>-3.483038e+01</td>
      <td>-1.093314e+01</td>
      <td>-4.480774e+01</td>
      <td>-2.836627e+00</td>
      <td>-1.029540e+01</td>
      <td>-2.604551e+00</td>
      <td>-2.256568e+01</td>
      <td>-1.543008e+01</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>54201.500000</td>
      <td>-9.203734e-01</td>
      <td>-5.985499e-01</td>
      <td>-8.903648e-01</td>
      <td>-8.486401e-01</td>
      <td>-6.915971e-01</td>
      <td>-7.682956e-01</td>
      <td>-5.540759e-01</td>
      <td>-2.086297e-01</td>
      <td>-6.430976e-01</td>
      <td>-5.354257e-01</td>
      <td>-7.624942e-01</td>
      <td>-4.055715e-01</td>
      <td>-6.485393e-01</td>
      <td>-4.255740e-01</td>
      <td>-5.828843e-01</td>
      <td>-4.680368e-01</td>
      <td>-4.837483e-01</td>
      <td>-4.988498e-01</td>
      <td>-4.562989e-01</td>
      <td>-2.117214e-01</td>
      <td>-2.283949e-01</td>
      <td>-5.423504e-01</td>
      <td>-1.618463e-01</td>
      <td>-3.545861e-01</td>
      <td>-3.171451e-01</td>
      <td>-3.269839e-01</td>
      <td>-7.083953e-02</td>
      <td>-5.295979e-02</td>
      <td>5.600000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>84692.000000</td>
      <td>1.810880e-02</td>
      <td>6.548556e-02</td>
      <td>1.798463e-01</td>
      <td>-1.984653e-02</td>
      <td>-5.433583e-02</td>
      <td>-2.741871e-01</td>
      <td>4.010308e-02</td>
      <td>2.235804e-02</td>
      <td>-5.142873e-02</td>
      <td>-9.291738e-02</td>
      <td>-3.275735e-02</td>
      <td>1.400326e-01</td>
      <td>-1.356806e-02</td>
      <td>5.060132e-02</td>
      <td>4.807155e-02</td>
      <td>6.641332e-02</td>
      <td>-6.567575e-02</td>
      <td>-3.636312e-03</td>
      <td>3.734823e-03</td>
      <td>-6.248109e-02</td>
      <td>-2.945017e-02</td>
      <td>6.781943e-03</td>
      <td>-1.119293e-02</td>
      <td>4.097606e-02</td>
      <td>1.659350e-02</td>
      <td>-5.213911e-02</td>
      <td>1.342146e-03</td>
      <td>1.124383e-02</td>
      <td>22.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>139320.500000</td>
      <td>1.315642e+00</td>
      <td>8.037239e-01</td>
      <td>1.027196e+00</td>
      <td>7.433413e-01</td>
      <td>6.119264e-01</td>
      <td>3.985649e-01</td>
      <td>5.704361e-01</td>
      <td>3.273459e-01</td>
      <td>5.971390e-01</td>
      <td>4.539234e-01</td>
      <td>7.395934e-01</td>
      <td>6.182380e-01</td>
      <td>6.625050e-01</td>
      <td>4.931498e-01</td>
      <td>6.488208e-01</td>
      <td>5.232963e-01</td>
      <td>3.996750e-01</td>
      <td>5.008067e-01</td>
      <td>4.589494e-01</td>
      <td>1.330408e-01</td>
      <td>1.863772e-01</td>
      <td>5.285536e-01</td>
      <td>1.476421e-01</td>
      <td>4.395266e-01</td>
      <td>3.507156e-01</td>
      <td>2.409522e-01</td>
      <td>9.104512e-02</td>
      <td>7.827995e-02</td>
      <td>77.165000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>172792.000000</td>
      <td>2.454930e+00</td>
      <td>2.205773e+01</td>
      <td>9.382558e+00</td>
      <td>1.687534e+01</td>
      <td>3.480167e+01</td>
      <td>7.330163e+01</td>
      <td>1.205895e+02</td>
      <td>2.000721e+01</td>
      <td>1.559499e+01</td>
      <td>2.374514e+01</td>
      <td>1.201891e+01</td>
      <td>7.848392e+00</td>
      <td>7.126883e+00</td>
      <td>1.052677e+01</td>
      <td>8.877742e+00</td>
      <td>1.731511e+01</td>
      <td>9.253526e+00</td>
      <td>5.041069e+00</td>
      <td>5.591971e+00</td>
      <td>3.942090e+01</td>
      <td>2.720284e+01</td>
      <td>1.050309e+01</td>
      <td>2.252841e+01</td>
      <td>4.584549e+00</td>
      <td>7.519589e+00</td>
      <td>3.517346e+00</td>
      <td>3.161220e+01</td>
      <td>3.384781e+01</td>
      <td>25691.160000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<h2 id="Class-distrbution">Class distrbution<a class="anchor-link" href="#Class-distrbution">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>0    284315
1       492
Name: Class, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span>
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<pre>0         False
1         False
2         False
3         False
4         False
5         False
6         False
7         False
8         False
9         False
10        False
11        False
12        False
13        False
14        False
15        False
16        False
17        False
18        False
19        False
20        False
21        False
22        False
23        False
24        False
25        False
26        False
27        False
28        False
29        False
          ...  
284777    False
284778    False
284779    False
284780    False
284781    False
284782    False
284783    False
284784    False
284785    False
284786    False
284787    False
284788    False
284789    False
284790    False
284791    False
284792    False
284793    False
284794    False
284795    False
284796    False
284797    False
284798    False
284799    False
284800    False
284801    False
284802    False
284803    False
284804    False
284805    False
284806    False
Name: Class, Length: 284807, dtype: bool</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span> <span class="c1">## Fraud</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>V10</th>
      <th>V11</th>
      <th>V12</th>
      <th>V13</th>
      <th>V14</th>
      <th>V15</th>
      <th>V16</th>
      <th>V17</th>
      <th>V18</th>
      <th>V19</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>541</th>
      <td>406.0</td>
      <td>-2.312227</td>
      <td>1.951992</td>
      <td>-1.609851</td>
      <td>3.997906</td>
      <td>-0.522188</td>
      <td>-1.426545</td>
      <td>-2.537387</td>
      <td>1.391657</td>
      <td>-2.770089</td>
      <td>-2.772272</td>
      <td>3.202033</td>
      <td>-2.899907</td>
      <td>-0.595222</td>
      <td>-4.289254</td>
      <td>0.389724</td>
      <td>-1.140747</td>
      <td>-2.830056</td>
      <td>-0.016822</td>
      <td>0.416956</td>
      <td>0.126911</td>
      <td>0.517232</td>
      <td>-0.035049</td>
      <td>-0.465211</td>
      <td>0.320198</td>
      <td>0.044519</td>
      <td>0.177840</td>
      <td>0.261145</td>
      <td>-0.143276</td>
      <td>0.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>623</th>
      <td>472.0</td>
      <td>-3.043541</td>
      <td>-3.157307</td>
      <td>1.088463</td>
      <td>2.288644</td>
      <td>1.359805</td>
      <td>-1.064823</td>
      <td>0.325574</td>
      <td>-0.067794</td>
      <td>-0.270953</td>
      <td>-0.838587</td>
      <td>-0.414575</td>
      <td>-0.503141</td>
      <td>0.676502</td>
      <td>-1.692029</td>
      <td>2.000635</td>
      <td>0.666780</td>
      <td>0.599717</td>
      <td>1.725321</td>
      <td>0.283345</td>
      <td>2.102339</td>
      <td>0.661696</td>
      <td>0.435477</td>
      <td>1.375966</td>
      <td>-0.293803</td>
      <td>0.279798</td>
      <td>-0.145362</td>
      <td>-0.252773</td>
      <td>0.035764</td>
      <td>529.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4920</th>
      <td>4462.0</td>
      <td>-2.303350</td>
      <td>1.759247</td>
      <td>-0.359745</td>
      <td>2.330243</td>
      <td>-0.821628</td>
      <td>-0.075788</td>
      <td>0.562320</td>
      <td>-0.399147</td>
      <td>-0.238253</td>
      <td>-1.525412</td>
      <td>2.032912</td>
      <td>-6.560124</td>
      <td>0.022937</td>
      <td>-1.470102</td>
      <td>-0.698826</td>
      <td>-2.282194</td>
      <td>-4.781831</td>
      <td>-2.615665</td>
      <td>-1.334441</td>
      <td>-0.430022</td>
      <td>-0.294166</td>
      <td>-0.932391</td>
      <td>0.172726</td>
      <td>-0.087330</td>
      <td>-0.156114</td>
      <td>-0.542628</td>
      <td>0.039566</td>
      <td>-0.153029</td>
      <td>239.93</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6108</th>
      <td>6986.0</td>
      <td>-4.397974</td>
      <td>1.358367</td>
      <td>-2.592844</td>
      <td>2.679787</td>
      <td>-1.128131</td>
      <td>-1.706536</td>
      <td>-3.496197</td>
      <td>-0.248778</td>
      <td>-0.247768</td>
      <td>-4.801637</td>
      <td>4.895844</td>
      <td>-10.912819</td>
      <td>0.184372</td>
      <td>-6.771097</td>
      <td>-0.007326</td>
      <td>-7.358083</td>
      <td>-12.598419</td>
      <td>-5.131549</td>
      <td>0.308334</td>
      <td>-0.171608</td>
      <td>0.573574</td>
      <td>0.176968</td>
      <td>-0.436207</td>
      <td>-0.053502</td>
      <td>0.252405</td>
      <td>-0.657488</td>
      <td>-0.827136</td>
      <td>0.849573</td>
      <td>59.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6329</th>
      <td>7519.0</td>
      <td>1.234235</td>
      <td>3.019740</td>
      <td>-4.304597</td>
      <td>4.732795</td>
      <td>3.624201</td>
      <td>-1.357746</td>
      <td>1.713445</td>
      <td>-0.496358</td>
      <td>-1.282858</td>
      <td>-2.447469</td>
      <td>2.101344</td>
      <td>-4.609628</td>
      <td>1.464378</td>
      <td>-6.079337</td>
      <td>-0.339237</td>
      <td>2.581851</td>
      <td>6.739384</td>
      <td>3.042493</td>
      <td>-2.721853</td>
      <td>0.009061</td>
      <td>-0.379068</td>
      <td>-0.704181</td>
      <td>-0.656805</td>
      <td>-1.632653</td>
      <td>1.488901</td>
      <td>0.566797</td>
      <td>-0.010016</td>
      <td>0.146793</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6331</th>
      <td>7526.0</td>
      <td>0.008430</td>
      <td>4.137837</td>
      <td>-6.240697</td>
      <td>6.675732</td>
      <td>0.768307</td>
      <td>-3.353060</td>
      <td>-1.631735</td>
      <td>0.154612</td>
      <td>-2.795892</td>
      <td>-6.187891</td>
      <td>5.664395</td>
      <td>-9.854485</td>
      <td>-0.306167</td>
      <td>-10.691196</td>
      <td>-0.638498</td>
      <td>-2.041974</td>
      <td>-1.129056</td>
      <td>0.116453</td>
      <td>-1.934666</td>
      <td>0.488378</td>
      <td>0.364514</td>
      <td>-0.608057</td>
      <td>-0.539528</td>
      <td>0.128940</td>
      <td>1.488481</td>
      <td>0.507963</td>
      <td>0.735822</td>
      <td>0.513574</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6334</th>
      <td>7535.0</td>
      <td>0.026779</td>
      <td>4.132464</td>
      <td>-6.560600</td>
      <td>6.348557</td>
      <td>1.329666</td>
      <td>-2.513479</td>
      <td>-1.689102</td>
      <td>0.303253</td>
      <td>-3.139409</td>
      <td>-6.045468</td>
      <td>6.754625</td>
      <td>-8.948179</td>
      <td>0.702725</td>
      <td>-10.733854</td>
      <td>-1.379520</td>
      <td>-1.638960</td>
      <td>-1.746350</td>
      <td>0.776744</td>
      <td>-1.327357</td>
      <td>0.587743</td>
      <td>0.370509</td>
      <td>-0.576752</td>
      <td>-0.669605</td>
      <td>-0.759908</td>
      <td>1.605056</td>
      <td>0.540675</td>
      <td>0.737040</td>
      <td>0.496699</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6336</th>
      <td>7543.0</td>
      <td>0.329594</td>
      <td>3.712889</td>
      <td>-5.775935</td>
      <td>6.078266</td>
      <td>1.667359</td>
      <td>-2.420168</td>
      <td>-0.812891</td>
      <td>0.133080</td>
      <td>-2.214311</td>
      <td>-5.134454</td>
      <td>4.560720</td>
      <td>-8.873748</td>
      <td>-0.797484</td>
      <td>-9.177166</td>
      <td>-0.257025</td>
      <td>-0.871688</td>
      <td>1.313014</td>
      <td>0.773914</td>
      <td>-2.370599</td>
      <td>0.269773</td>
      <td>0.156617</td>
      <td>-0.652450</td>
      <td>-0.551572</td>
      <td>-0.716522</td>
      <td>1.415717</td>
      <td>0.555265</td>
      <td>0.530507</td>
      <td>0.404474</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6338</th>
      <td>7551.0</td>
      <td>0.316459</td>
      <td>3.809076</td>
      <td>-5.615159</td>
      <td>6.047445</td>
      <td>1.554026</td>
      <td>-2.651353</td>
      <td>-0.746579</td>
      <td>0.055586</td>
      <td>-2.678679</td>
      <td>-4.959493</td>
      <td>6.439053</td>
      <td>-7.520117</td>
      <td>0.386352</td>
      <td>-9.252307</td>
      <td>-1.365188</td>
      <td>-0.502362</td>
      <td>0.784427</td>
      <td>1.494305</td>
      <td>-1.808012</td>
      <td>0.388307</td>
      <td>0.208828</td>
      <td>-0.511747</td>
      <td>-0.583813</td>
      <td>-0.219845</td>
      <td>1.474753</td>
      <td>0.491192</td>
      <td>0.518868</td>
      <td>0.402528</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6427</th>
      <td>7610.0</td>
      <td>0.725646</td>
      <td>2.300894</td>
      <td>-5.329976</td>
      <td>4.007683</td>
      <td>-1.730411</td>
      <td>-1.732193</td>
      <td>-3.968593</td>
      <td>1.063728</td>
      <td>-0.486097</td>
      <td>-4.624985</td>
      <td>5.588724</td>
      <td>-7.148243</td>
      <td>1.680451</td>
      <td>-6.210258</td>
      <td>0.495282</td>
      <td>-3.599540</td>
      <td>-4.830324</td>
      <td>-0.649090</td>
      <td>2.250123</td>
      <td>0.504646</td>
      <td>0.589669</td>
      <td>0.109541</td>
      <td>0.601045</td>
      <td>-0.364700</td>
      <td>-1.843078</td>
      <td>0.351909</td>
      <td>0.594550</td>
      <td>0.099372</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6446</th>
      <td>7672.0</td>
      <td>0.702710</td>
      <td>2.426433</td>
      <td>-5.234513</td>
      <td>4.416661</td>
      <td>-2.170806</td>
      <td>-2.667554</td>
      <td>-3.878088</td>
      <td>0.911337</td>
      <td>-0.166199</td>
      <td>-5.009249</td>
      <td>4.675729</td>
      <td>-8.167188</td>
      <td>0.638559</td>
      <td>-6.763334</td>
      <td>1.296860</td>
      <td>-3.811758</td>
      <td>-3.754128</td>
      <td>-1.049177</td>
      <td>1.554197</td>
      <td>0.422743</td>
      <td>0.551180</td>
      <td>-0.009802</td>
      <td>0.721698</td>
      <td>0.473246</td>
      <td>-1.959304</td>
      <td>0.319476</td>
      <td>0.600485</td>
      <td>0.129305</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6472</th>
      <td>7740.0</td>
      <td>1.023874</td>
      <td>2.001485</td>
      <td>-4.769752</td>
      <td>3.819195</td>
      <td>-1.271754</td>
      <td>-1.734662</td>
      <td>-3.059245</td>
      <td>0.889805</td>
      <td>0.415382</td>
      <td>-3.955812</td>
      <td>3.572055</td>
      <td>-7.186452</td>
      <td>0.147242</td>
      <td>-5.249305</td>
      <td>1.678334</td>
      <td>-2.641473</td>
      <td>-1.312059</td>
      <td>-0.391716</td>
      <td>1.118264</td>
      <td>0.204138</td>
      <td>0.343283</td>
      <td>-0.054196</td>
      <td>0.709654</td>
      <td>-0.372216</td>
      <td>-2.032068</td>
      <td>0.366778</td>
      <td>0.395171</td>
      <td>0.020206</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6529</th>
      <td>7891.0</td>
      <td>-1.585505</td>
      <td>3.261585</td>
      <td>-4.137422</td>
      <td>2.357096</td>
      <td>-1.405043</td>
      <td>-1.879437</td>
      <td>-3.513687</td>
      <td>1.515607</td>
      <td>-1.207166</td>
      <td>-6.234561</td>
      <td>5.450746</td>
      <td>-7.333714</td>
      <td>1.361193</td>
      <td>-6.608068</td>
      <td>-0.481069</td>
      <td>-2.602478</td>
      <td>-4.835112</td>
      <td>-0.553026</td>
      <td>0.351949</td>
      <td>0.315957</td>
      <td>0.501543</td>
      <td>-0.546869</td>
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      <td>-0.425550</td>
      <td>0.123644</td>
      <td>0.321985</td>
      <td>0.264028</td>
      <td>0.132817</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6609</th>
      <td>8090.0</td>
      <td>-1.783229</td>
      <td>3.402794</td>
      <td>-3.822742</td>
      <td>2.625368</td>
      <td>-1.976415</td>
      <td>-2.731689</td>
      <td>-3.430559</td>
      <td>1.413204</td>
      <td>-0.776941</td>
      <td>-6.199882</td>
      <td>4.366713</td>
      <td>-8.243262</td>
      <td>0.345761</td>
      <td>-6.590550</td>
      <td>0.265576</td>
      <td>-3.028452</td>
      <td>-4.214486</td>
      <td>-1.213608</td>
      <td>-0.265422</td>
      <td>0.364089</td>
      <td>0.454032</td>
      <td>-0.577526</td>
      <td>0.045967</td>
      <td>0.461700</td>
      <td>0.044146</td>
      <td>0.305704</td>
      <td>0.530981</td>
      <td>0.243746</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6641</th>
      <td>8169.0</td>
      <td>0.857321</td>
      <td>4.093912</td>
      <td>-7.423894</td>
      <td>7.380245</td>
      <td>0.973366</td>
      <td>-2.730762</td>
      <td>-1.496497</td>
      <td>0.543015</td>
      <td>-2.351190</td>
      <td>-3.944238</td>
      <td>6.355078</td>
      <td>-7.309748</td>
      <td>0.748451</td>
      <td>-9.057993</td>
      <td>-0.648945</td>
      <td>-1.073117</td>
      <td>1.524501</td>
      <td>1.831364</td>
      <td>-0.089724</td>
      <td>0.483303</td>
      <td>0.375026</td>
      <td>0.145400</td>
      <td>0.240603</td>
      <td>-0.234649</td>
      <td>-1.004881</td>
      <td>0.435832</td>
      <td>0.618324</td>
      <td>0.148469</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6717</th>
      <td>8408.0</td>
      <td>-1.813280</td>
      <td>4.917851</td>
      <td>-5.926130</td>
      <td>5.701500</td>
      <td>1.204393</td>
      <td>-3.035138</td>
      <td>-1.713402</td>
      <td>0.561257</td>
      <td>-3.796354</td>
      <td>-7.454841</td>
      <td>7.388055</td>
      <td>-10.475229</td>
      <td>-0.379315</td>
      <td>-11.736729</td>
      <td>-2.086989</td>
      <td>-2.442354</td>
      <td>-3.535524</td>
      <td>0.130360</td>
      <td>-2.071450</td>
      <td>0.576656</td>
      <td>0.615642</td>
      <td>-0.406427</td>
      <td>-0.737018</td>
      <td>-0.279642</td>
      <td>1.106766</td>
      <td>0.323885</td>
      <td>0.894767</td>
      <td>0.569519</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6719</th>
      <td>8415.0</td>
      <td>-0.251471</td>
      <td>4.313523</td>
      <td>-6.891438</td>
      <td>6.796797</td>
      <td>0.616297</td>
      <td>-2.966327</td>
      <td>-2.436653</td>
      <td>0.489328</td>
      <td>-3.371639</td>
      <td>-6.810813</td>
      <td>7.620089</td>
      <td>-10.285283</td>
      <td>-0.342444</td>
      <td>-11.543498</td>
      <td>-1.334988</td>
      <td>-2.689284</td>
      <td>-3.204383</td>
      <td>0.086522</td>
      <td>-1.314495</td>
      <td>0.632710</td>
      <td>0.536892</td>
      <td>-0.546126</td>
      <td>-0.605240</td>
      <td>-0.263743</td>
      <td>1.539916</td>
      <td>0.523574</td>
      <td>0.891025</td>
      <td>0.572741</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6734</th>
      <td>8451.0</td>
      <td>0.314597</td>
      <td>2.660670</td>
      <td>-5.920037</td>
      <td>4.522500</td>
      <td>-2.315027</td>
      <td>-2.278352</td>
      <td>-4.684054</td>
      <td>1.202270</td>
      <td>-0.694696</td>
      <td>-5.526278</td>
      <td>6.662437</td>
      <td>-8.525465</td>
      <td>0.742745</td>
      <td>-7.678668</td>
      <td>0.593070</td>
      <td>-4.478137</td>
      <td>-5.844266</td>
      <td>-1.102731</td>
      <td>2.177386</td>
      <td>0.562706</td>
      <td>0.743314</td>
      <td>0.064038</td>
      <td>0.677842</td>
      <td>0.083008</td>
      <td>-1.911034</td>
      <td>0.322188</td>
      <td>0.620867</td>
      <td>0.185030</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6774</th>
      <td>8528.0</td>
      <td>0.447396</td>
      <td>2.481954</td>
      <td>-5.660814</td>
      <td>4.455923</td>
      <td>-2.443780</td>
      <td>-2.185040</td>
      <td>-4.716143</td>
      <td>1.249803</td>
      <td>-0.718326</td>
      <td>-5.390330</td>
      <td>6.454188</td>
      <td>-8.485347</td>
      <td>0.635281</td>
      <td>-7.019902</td>
      <td>0.539814</td>
      <td>-4.649864</td>
      <td>-6.288358</td>
      <td>-1.339312</td>
      <td>2.262985</td>
      <td>0.549613</td>
      <td>0.756053</td>
      <td>0.140168</td>
      <td>0.665411</td>
      <td>0.131464</td>
      <td>-1.908217</td>
      <td>0.334808</td>
      <td>0.748534</td>
      <td>0.175414</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6820</th>
      <td>8614.0</td>
      <td>-2.169929</td>
      <td>3.639654</td>
      <td>-4.508498</td>
      <td>2.730668</td>
      <td>-2.122693</td>
      <td>-2.341017</td>
      <td>-4.235253</td>
      <td>1.703538</td>
      <td>-1.305279</td>
      <td>-6.716720</td>
      <td>6.353612</td>
      <td>-8.601648</td>
      <td>0.449930</td>
      <td>-7.506169</td>
      <td>-0.438082</td>
      <td>-3.694516</td>
      <td>-6.304753</td>
      <td>-1.267587</td>
      <td>0.357987</td>
      <td>0.500779</td>
      <td>0.645103</td>
      <td>-0.503529</td>
      <td>-0.000523</td>
      <td>0.071696</td>
      <td>0.092007</td>
      <td>0.308498</td>
      <td>0.552591</td>
      <td>0.298954</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6870</th>
      <td>8757.0</td>
      <td>-1.863756</td>
      <td>3.442644</td>
      <td>-4.468260</td>
      <td>2.805336</td>
      <td>-2.118412</td>
      <td>-2.332285</td>
      <td>-4.261237</td>
      <td>1.701682</td>
      <td>-1.439396</td>
      <td>-6.999907</td>
      <td>6.316210</td>
      <td>-8.670818</td>
      <td>0.316024</td>
      <td>-7.417712</td>
      <td>-0.436537</td>
      <td>-3.652802</td>
      <td>-6.293145</td>
      <td>-1.243248</td>
      <td>0.364810</td>
      <td>0.360924</td>
      <td>0.667927</td>
      <td>-0.516242</td>
      <td>-0.012218</td>
      <td>0.070614</td>
      <td>0.058504</td>
      <td>0.304883</td>
      <td>0.418012</td>
      <td>0.208858</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6882</th>
      <td>8808.0</td>
      <td>-4.617217</td>
      <td>1.695694</td>
      <td>-3.114372</td>
      <td>4.328199</td>
      <td>-1.873257</td>
      <td>-0.989908</td>
      <td>-4.577265</td>
      <td>0.472216</td>
      <td>0.472017</td>
      <td>-5.576023</td>
      <td>4.802323</td>
      <td>-10.833164</td>
      <td>0.104304</td>
      <td>-9.405423</td>
      <td>-0.807478</td>
      <td>-7.552342</td>
      <td>-9.802562</td>
      <td>-4.120629</td>
      <td>1.740507</td>
      <td>-0.039046</td>
      <td>0.481830</td>
      <td>0.146023</td>
      <td>0.117039</td>
      <td>-0.217565</td>
      <td>-0.138776</td>
      <td>-0.424453</td>
      <td>-1.002041</td>
      <td>0.890780</td>
      <td>1.10</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6899</th>
      <td>8878.0</td>
      <td>-2.661802</td>
      <td>5.856393</td>
      <td>-7.653616</td>
      <td>6.379742</td>
      <td>-0.060712</td>
      <td>-3.131550</td>
      <td>-3.103570</td>
      <td>1.778492</td>
      <td>-3.831154</td>
      <td>-7.191604</td>
      <td>7.102989</td>
      <td>-9.928700</td>
      <td>-0.067498</td>
      <td>-10.924187</td>
      <td>-1.697914</td>
      <td>-2.379421</td>
      <td>-2.775114</td>
      <td>0.273799</td>
      <td>-1.382188</td>
      <td>0.399097</td>
      <td>0.734775</td>
      <td>-0.435901</td>
      <td>-0.384766</td>
      <td>-0.286016</td>
      <td>1.007934</td>
      <td>0.413196</td>
      <td>0.280284</td>
      <td>0.303937</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6903</th>
      <td>8886.0</td>
      <td>-2.535852</td>
      <td>5.793644</td>
      <td>-7.618463</td>
      <td>6.395830</td>
      <td>-0.065210</td>
      <td>-3.136372</td>
      <td>-3.104557</td>
      <td>1.823233</td>
      <td>-3.878658</td>
      <td>-7.297803</td>
      <td>7.071669</td>
      <td>-10.001046</td>
      <td>-0.207935</td>
      <td>-10.860698</td>
      <td>-1.690825</td>
      <td>-2.360857</td>
      <td>-2.760097</td>
      <td>0.298103</td>
      <td>-1.385558</td>
      <td>0.408704</td>
      <td>0.716720</td>
      <td>-0.448060</td>
      <td>-0.402407</td>
      <td>-0.288835</td>
      <td>1.011752</td>
      <td>0.425965</td>
      <td>0.413140</td>
      <td>0.308205</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6971</th>
      <td>9064.0</td>
      <td>-3.499108</td>
      <td>0.258555</td>
      <td>-4.489558</td>
      <td>4.853894</td>
      <td>-6.974522</td>
      <td>3.628382</td>
      <td>5.431271</td>
      <td>-1.946734</td>
      <td>-0.775680</td>
      <td>-1.987773</td>
      <td>4.690396</td>
      <td>-6.998042</td>
      <td>1.454012</td>
      <td>-3.738023</td>
      <td>0.317742</td>
      <td>-2.013543</td>
      <td>-5.136135</td>
      <td>-1.183822</td>
      <td>1.663394</td>
      <td>-3.042626</td>
      <td>-1.052368</td>
      <td>0.204817</td>
      <td>-2.119007</td>
      <td>0.170279</td>
      <td>-0.393844</td>
      <td>0.296367</td>
      <td>1.985913</td>
      <td>-0.900452</td>
      <td>1809.68</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8296</th>
      <td>11080.0</td>
      <td>-2.125490</td>
      <td>5.973556</td>
      <td>-11.034727</td>
      <td>9.007147</td>
      <td>-1.689451</td>
      <td>-2.854415</td>
      <td>-7.810441</td>
      <td>2.030870</td>
      <td>-5.902828</td>
      <td>-12.840934</td>
      <td>12.018913</td>
      <td>-17.769143</td>
      <td>-0.431036</td>
      <td>-19.214325</td>
      <td>-0.962465</td>
      <td>-10.266609</td>
      <td>-15.503392</td>
      <td>-5.494928</td>
      <td>-0.410481</td>
      <td>1.493775</td>
      <td>1.646518</td>
      <td>-0.278485</td>
      <td>-0.664841</td>
      <td>-1.164555</td>
      <td>1.701796</td>
      <td>0.690806</td>
      <td>2.119749</td>
      <td>1.108933</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8312</th>
      <td>11092.0</td>
      <td>0.378275</td>
      <td>3.914797</td>
      <td>-5.726872</td>
      <td>6.094141</td>
      <td>1.698875</td>
      <td>-2.807314</td>
      <td>-0.591118</td>
      <td>-0.123496</td>
      <td>-2.530713</td>
      <td>-5.153095</td>
      <td>4.654088</td>
      <td>-7.839539</td>
      <td>1.371819</td>
      <td>-9.634690</td>
      <td>-0.739597</td>
      <td>-0.663204</td>
      <td>0.891935</td>
      <td>0.978676</td>
      <td>-2.005477</td>
      <td>0.440439</td>
      <td>0.149896</td>
      <td>-0.601967</td>
      <td>-0.613724</td>
      <td>-0.403114</td>
      <td>1.568445</td>
      <td>0.521884</td>
      <td>0.527938</td>
      <td>0.411910</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8335</th>
      <td>11131.0</td>
      <td>-1.426623</td>
      <td>4.141986</td>
      <td>-9.804103</td>
      <td>6.666273</td>
      <td>-4.749527</td>
      <td>-2.073129</td>
      <td>-10.089931</td>
      <td>2.791345</td>
      <td>-3.249516</td>
      <td>-11.420451</td>
      <td>10.853012</td>
      <td>-15.969208</td>
      <td>0.546690</td>
      <td>-14.690729</td>
      <td>0.912337</td>
      <td>-12.227189</td>
      <td>-18.587366</td>
      <td>-6.920762</td>
      <td>3.166999</td>
      <td>1.410678</td>
      <td>1.865679</td>
      <td>0.407809</td>
      <td>0.605809</td>
      <td>-0.769348</td>
      <td>-1.746337</td>
      <td>0.502040</td>
      <td>1.977258</td>
      <td>0.711607</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8615</th>
      <td>11629.0</td>
      <td>-3.891192</td>
      <td>7.098916</td>
      <td>-11.426467</td>
      <td>8.607557</td>
      <td>-2.065706</td>
      <td>-2.985288</td>
      <td>-8.138589</td>
      <td>2.973928</td>
      <td>-6.272790</td>
      <td>-13.193415</td>
      <td>11.619723</td>
      <td>-17.631606</td>
      <td>-0.355194</td>
      <td>-18.822087</td>
      <td>-1.283129</td>
      <td>-10.031097</td>
      <td>-15.227008</td>
      <td>-5.322009</td>
      <td>-0.501751</td>
      <td>1.382619</td>
      <td>1.757085</td>
      <td>-0.189709</td>
      <td>-0.508629</td>
      <td>-1.189308</td>
      <td>1.188536</td>
      <td>0.605242</td>
      <td>1.881529</td>
      <td>0.875260</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>8617</th>
      <td>11635.0</td>
      <td>0.919137</td>
      <td>4.199633</td>
      <td>-7.535607</td>
      <td>7.426940</td>
      <td>1.118215</td>
      <td>-2.886722</td>
      <td>-1.341036</td>
      <td>0.363933</td>
      <td>-2.203224</td>
      <td>-4.137840</td>
      <td>4.570113</td>
      <td>-7.629170</td>
      <td>1.733917</td>
      <td>-9.440375</td>
      <td>-0.023353</td>
      <td>-1.233958</td>
      <td>1.632009</td>
      <td>1.315735</td>
      <td>-0.287189</td>
      <td>0.535435</td>
      <td>0.316094</td>
      <td>0.055179</td>
      <td>0.210692</td>
      <td>-0.417918</td>
      <td>-0.911188</td>
      <td>0.466524</td>
      <td>0.627393</td>
      <td>0.157851</td>
      <td>1.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>251891</th>
      <td>155548.0</td>
      <td>1.878230</td>
      <td>1.325630</td>
      <td>-2.333469</td>
      <td>4.233151</td>
      <td>1.355184</td>
      <td>-0.853508</td>
      <td>0.716025</td>
      <td>-0.164910</td>
      <td>-1.502345</td>
      <td>0.259411</td>
      <td>1.451238</td>
      <td>-0.280523</td>
      <td>-0.756794</td>
      <td>-2.757557</td>
      <td>-1.706285</td>
      <td>1.587460</td>
      <td>1.929350</td>
      <td>1.189433</td>
      <td>-1.530162</td>
      <td>-0.226108</td>
      <td>-0.152131</td>
      <td>-0.360736</td>
      <td>0.043414</td>
      <td>-0.242380</td>
      <td>0.171098</td>
      <td>-0.002601</td>
      <td>-0.026667</td>
      <td>0.005238</td>
      <td>7.06</td>
      <td>1</td>
    </tr>
    <tr>
      <th>251904</th>
      <td>155554.0</td>
      <td>-1.040067</td>
      <td>3.106703</td>
      <td>-5.409027</td>
      <td>3.109903</td>
      <td>-0.887237</td>
      <td>-2.497522</td>
      <td>-2.073347</td>
      <td>0.639818</td>
      <td>-3.013331</td>
      <td>-5.954838</td>
      <td>3.586395</td>
      <td>-5.517148</td>
      <td>0.683652</td>
      <td>-8.560423</td>
      <td>1.856095</td>
      <td>-4.878248</td>
      <td>-4.335998</td>
      <td>-1.377191</td>
      <td>3.057382</td>
      <td>1.054390</td>
      <td>0.773961</td>
      <td>0.214868</td>
      <td>-0.184233</td>
      <td>-0.284091</td>
      <td>0.493467</td>
      <td>0.732329</td>
      <td>0.675067</td>
      <td>0.337076</td>
      <td>94.82</td>
      <td>1</td>
    </tr>
    <tr>
      <th>252124</th>
      <td>155662.0</td>
      <td>-1.928613</td>
      <td>4.601506</td>
      <td>-7.124053</td>
      <td>5.716088</td>
      <td>1.026579</td>
      <td>-3.189073</td>
      <td>-2.261897</td>
      <td>1.185096</td>
      <td>-4.441942</td>
      <td>-6.646154</td>
      <td>3.827868</td>
      <td>-6.518649</td>
      <td>0.251137</td>
      <td>-12.456706</td>
      <td>-0.649166</td>
      <td>-1.283145</td>
      <td>-2.718560</td>
      <td>-0.085466</td>
      <td>-2.097385</td>
      <td>0.328796</td>
      <td>0.602291</td>
      <td>-0.541287</td>
      <td>-0.354639</td>
      <td>-0.701492</td>
      <td>-0.030973</td>
      <td>0.034070</td>
      <td>0.573393</td>
      <td>0.294686</td>
      <td>0.77</td>
      <td>1</td>
    </tr>
    <tr>
      <th>252774</th>
      <td>155965.0</td>
      <td>-1.201398</td>
      <td>4.864535</td>
      <td>-8.328823</td>
      <td>7.652399</td>
      <td>-0.167445</td>
      <td>-2.767695</td>
      <td>-3.176421</td>
      <td>1.623279</td>
      <td>-4.367228</td>
      <td>-5.533443</td>
      <td>4.106405</td>
      <td>-6.331825</td>
      <td>0.671785</td>
      <td>-12.156587</td>
      <td>1.020252</td>
      <td>-2.110863</td>
      <td>-1.558545</td>
      <td>0.195992</td>
      <td>0.502453</td>
      <td>0.597026</td>
      <td>0.532320</td>
      <td>-0.556913</td>
      <td>0.192444</td>
      <td>-0.698588</td>
      <td>0.025003</td>
      <td>0.514968</td>
      <td>0.378105</td>
      <td>-0.053133</td>
      <td>0.77</td>
      <td>1</td>
    </tr>
    <tr>
      <th>254344</th>
      <td>156685.0</td>
      <td>-0.129778</td>
      <td>0.141547</td>
      <td>-0.894702</td>
      <td>-0.457662</td>
      <td>0.810608</td>
      <td>-0.504723</td>
      <td>1.373588</td>
      <td>-0.209476</td>
      <td>0.208494</td>
      <td>-1.613618</td>
      <td>-0.800150</td>
      <td>0.501435</td>
      <td>1.118014</td>
      <td>-1.816384</td>
      <td>-0.681283</td>
      <td>0.105946</td>
      <td>0.716591</td>
      <td>0.205285</td>
      <td>-0.051322</td>
      <td>0.399447</td>
      <td>-0.032643</td>
      <td>-0.246526</td>
      <td>0.484108</td>
      <td>0.359637</td>
      <td>-0.435972</td>
      <td>-0.248480</td>
      <td>0.021527</td>
      <td>0.109192</td>
      <td>187.11</td>
      <td>1</td>
    </tr>
    <tr>
      <th>254395</th>
      <td>156710.0</td>
      <td>0.202402</td>
      <td>1.176270</td>
      <td>0.346379</td>
      <td>2.882138</td>
      <td>1.407133</td>
      <td>-0.504355</td>
      <td>1.438537</td>
      <td>-0.395603</td>
      <td>-1.555142</td>
      <td>1.081514</td>
      <td>-1.514205</td>
      <td>-0.973764</td>
      <td>-0.709928</td>
      <td>0.141332</td>
      <td>-1.470314</td>
      <td>0.418268</td>
      <td>-0.828193</td>
      <td>-0.302239</td>
      <td>-1.762350</td>
      <td>-0.206239</td>
      <td>0.242560</td>
      <td>0.841230</td>
      <td>-0.370157</td>
      <td>-0.026012</td>
      <td>0.491954</td>
      <td>0.234576</td>
      <td>-0.279788</td>
      <td>-0.331933</td>
      <td>7.59</td>
      <td>1</td>
    </tr>
    <tr>
      <th>255403</th>
      <td>157207.0</td>
      <td>1.170756</td>
      <td>2.501038</td>
      <td>-4.986159</td>
      <td>5.374160</td>
      <td>0.997798</td>
      <td>-1.259004</td>
      <td>-1.237689</td>
      <td>0.358426</td>
      <td>-2.612489</td>
      <td>-3.064730</td>
      <td>3.480602</td>
      <td>-3.735153</td>
      <td>-0.594778</td>
      <td>-8.229952</td>
      <td>-1.476094</td>
      <td>-0.408471</td>
      <td>-1.481283</td>
      <td>0.347627</td>
      <td>-1.164414</td>
      <td>0.227618</td>
      <td>0.123145</td>
      <td>-0.713201</td>
      <td>-0.080868</td>
      <td>-0.964310</td>
      <td>0.338568</td>
      <td>0.068630</td>
      <td>0.481588</td>
      <td>0.268226</td>
      <td>4.97</td>
      <td>1</td>
    </tr>
    <tr>
      <th>255556</th>
      <td>157284.0</td>
      <td>-0.242245</td>
      <td>4.147186</td>
      <td>-5.672349</td>
      <td>6.493741</td>
      <td>1.591168</td>
      <td>-1.602523</td>
      <td>-0.950463</td>
      <td>0.722903</td>
      <td>-4.128505</td>
      <td>-3.963224</td>
      <td>4.469467</td>
      <td>-4.655071</td>
      <td>-0.441776</td>
      <td>-10.149813</td>
      <td>0.612798</td>
      <td>-0.288725</td>
      <td>1.404507</td>
      <td>2.132081</td>
      <td>0.707200</td>
      <td>0.562030</td>
      <td>0.249023</td>
      <td>-0.480286</td>
      <td>-0.286080</td>
      <td>-1.153575</td>
      <td>-0.035571</td>
      <td>0.559628</td>
      <td>0.409446</td>
      <td>0.221048</td>
      <td>0.77</td>
      <td>1</td>
    </tr>
    <tr>
      <th>258403</th>
      <td>158638.0</td>
      <td>-5.976119</td>
      <td>-7.196980</td>
      <td>-5.388316</td>
      <td>5.104799</td>
      <td>4.676533</td>
      <td>-5.566870</td>
      <td>-4.291180</td>
      <td>0.876531</td>
      <td>-1.075478</td>
      <td>-3.272569</td>
      <td>1.168216</td>
      <td>-2.134732</td>
      <td>1.128313</td>
      <td>-4.566010</td>
      <td>-0.126950</td>
      <td>-2.826986</td>
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    </tr>
    <tr>
      <th>261056</th>
      <td>159844.0</td>
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    </tr>
    <tr>
      <th>261473</th>
      <td>160034.0</td>
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    </tr>
    <tr>
      <th>261925</th>
      <td>160243.0</td>
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    </tr>
    <tr>
      <th>262560</th>
      <td>160537.0</td>
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    </tr>
    <tr>
      <th>262826</th>
      <td>160665.0</td>
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    </tr>
    <tr>
      <th>263080</th>
      <td>160791.0</td>
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    </tr>
    <tr>
      <th>263274</th>
      <td>160870.0</td>
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    </tr>
    <tr>
      <th>263324</th>
      <td>160895.0</td>
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    </tr>
    <tr>
      <th>263877</th>
      <td>161154.0</td>
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    </tr>
    <tr>
      <th>268375</th>
      <td>163181.0</td>
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    </tr>
    <tr>
      <th>272521</th>
      <td>165132.0</td>
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    </tr>
    <tr>
      <th>274382</th>
      <td>165981.0</td>
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    </tr>
    <tr>
      <th>274475</th>
      <td>166028.0</td>
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    </tr>
    <tr>
      <th>275992</th>
      <td>166831.0</td>
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    </tr>
    <tr>
      <th>276071</th>
      <td>166883.0</td>
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    </tr>
    <tr>
      <th>276864</th>
      <td>167338.0</td>
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    </tr>
    <tr>
      <th>279863</th>
      <td>169142.0</td>
      <td>-1.927883</td>
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    </tr>
    <tr>
      <th>280143</th>
      <td>169347.0</td>
      <td>1.378559</td>
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      <td>0.186637</td>
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    </tr>
    <tr>
      <th>280149</th>
      <td>169351.0</td>
      <td>-0.676143</td>
      <td>1.126366</td>
      <td>-2.213700</td>
      <td>0.468308</td>
      <td>-1.120541</td>
      <td>-0.003346</td>
      <td>-2.234739</td>
      <td>1.210158</td>
      <td>-0.652250</td>
      <td>-3.463891</td>
      <td>1.794969</td>
      <td>-2.775022</td>
      <td>-0.418950</td>
      <td>-4.057162</td>
      <td>-0.712616</td>
      <td>-1.603015</td>
      <td>-5.035326</td>
      <td>-0.507000</td>
      <td>0.266272</td>
      <td>0.247968</td>
      <td>0.751826</td>
      <td>0.834108</td>
      <td>0.190944</td>
      <td>0.032070</td>
      <td>-0.739695</td>
      <td>0.471111</td>
      <td>0.385107</td>
      <td>0.194361</td>
      <td>77.89</td>
      <td>1</td>
    </tr>
    <tr>
      <th>281144</th>
      <td>169966.0</td>
      <td>-3.113832</td>
      <td>0.585864</td>
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      <td>1.817092</td>
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      <td>-2.208002</td>
      <td>1.058733</td>
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      <td>1.933520</td>
      <td>-5.030465</td>
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      <td>-4.614717</td>
      <td>-1.478138</td>
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      <td>0.306271</td>
      <td>0.583276</td>
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      <td>0.606116</td>
      <td>0.884876</td>
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      <td>245.00</td>
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    <tr>
      <th>281674</th>
      <td>170348.0</td>
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      <td>0.313267</td>
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      <td>0.002988</td>
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      <td>42.53</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>492 rows × 31 columns</p>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;&#39;</span><span class="p">]]</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">492</span><span class="o">/</span><span class="mi">284807</span>
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<pre>0.001727485630620034</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x11ff66518&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="c1"># plt.show()</span>
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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x11bfb4668&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Fraud class&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Class&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Frequency&#39;)</pre>
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U3A2SPrSpI0ow17t9gpSb4B/GErvb2qfjy6tiRJM9mwp8UAdgLuqqr/Tu+5XfuMqCdJ0gw37M8cn0TvcSvvb6Xtgc+PqilJ0sw27JHLm4A3AvcAVNVaNvH4F0nStmvYcHmwPVm4AJI8dXQtSZJmumHD5bwkf0vvN1TeCXwLOHN0bUmSZrJh7xb7b0kOBu4Cfg/4UFWtHGlnkqQZa5PhkmQOsKKq/hgwUCRJm7TJ02LtR7vuTbLzGPqRJM0Cw35D/37g6iQraXeMAVTVX4ykK0nSjDZsuHy9vSRJ2qQpwyXJ3lV1c1UtH1dDkqSZb1PXXL46MZHkghH3IkmaJTYVLumbft4oG5EkzR6bCpfayLQkSRu1qQv6L01yF70jmB3bNG2+quoZI+1OkjQjTRkuVTVnXI1IkmaPzfk9F0mShmK4SJI6Z7hIkjpnuEiSOjeycEmyLMltSa7pqz0zycokN7T3XVs9SU5LsjrJVUkO6FtnSRt/Q5IlffWXJ7m6rXNakky1D0nS+IzyyOVzwOJJtROBi6tqIXBxmwc4DFjYXkuB06EXFMBJwCuBA4GT+sLi9DZ2Yr3Fm9iHJGlMRhYuVXUpsGFS+Qhg4jlly4Ej++pnV88P6P3i5Z7AocDKqtpQVXfQ+z2ZxW3ZM6rq++3nl8+etK1B+5Akjcm4r7nsUVXrANr77q0+D7ilb9yaVpuqvmZAfap9SJLG5IlyQT8DarUF9c3babI0yaokq9avX7+5q0uSNmLc4XJrO6VFe7+t1dcA8/vG7QWs3UR9rwH1qfbxOFV1RlUtqqpFc+fO3eIPJUl6rHGHy4XAxB1fS4Cv9dWPbXeNHQTc2U5prQAOSbJru5B/CLCiLbs7yUHtLrFjJ21r0D4kSWMy7C9RbrYkXwJeDeyWZA29u74+CpyX5DjgZuCoNvwi4HBgNXAv8HaAqtqQ5CPA5W3ch6tq4iaBd9G7I21H4BvtxRT7kCSNycjCpaqO2cii1w0YW8DxG9nOMmDZgPoqYL8B9dsH7UOSND5PlAv6kqRZxHCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdc5wkSR1znCRJHXOcJEkdW5awiXJTUmuTnJlklWt9swkK5Pc0N53bfUkOS3J6iRXJTmgbztL2vgbkizpq7+8bX91Wzfj/5SStO2aziOX11TV/lW1qM2fCFxcVQuBi9s8wGHAwvZaCpwOvTACTgJeCRwInDQRSG3M0r71Fo/+40iSJjyRTosdASxv08uBI/vqZ1fPD4BdkuwJHAqsrKoNVXUHsBJY3JY9o6q+X1UFnN23LUnSGExXuBTwzSRXJFnaantU1TqA9r57q88Dbulbd02rTVVfM6AuSRqT7aZpv6+qqrVJdgdWJvnJFGMHXS+pLag/fsO9YFsKsPfee0/dsSRpaNNy5FJVa9v7bcBX6F0zubWd0qK939aGrwHm962+F7B2E/W9BtQH9XFGVS2qqkVz587d2o8lSWrGHi5Jnprk6RPTwCHANcCFwMQdX0uAr7XpC4Fj211jBwF3ttNmK4BDkuzaLuQfAqxoy+5OclC7S+zYvm1JksZgOk6L7QF8pd0dvB3wxar65ySXA+clOQ64GTiqjb8IOBxYDdwLvB2gqjYk+QhweRv34ara0KbfBXwO2BH4RntJksZk7OFSVTcCLx1Qvx143YB6AcdvZFvLgGUD6quA/ba6WUnSFnki3YosSZolDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLnZm24JFmc5KdJVic5cbr7kaRtyawMlyRzgE8DhwH7Asck2Xd6u5KkbcesDBfgQGB1Vd1YVQ8C5wJHTHNPkrTN2G66GxiRecAtffNrgFdOHpRkKbC0zf4myU/H0Nu2YjfgV9PdxKbkY9PdgabBjPizOYM8d1BxtoZLBtTqcYWqM4AzRt/OtifJqqpaNN19SJP5Z3M8ZutpsTXA/L75vYC109SLJG1zZmu4XA4sTLJPkh2Ao4ELp7knSdpmzMrTYlX1cJITgBXAHGBZVV07zW1tazzdqCcq/2yOQaoedylCkqStMltPi0mSppHhIknqnOEiSercrLygr/FK8iJ6T0CYR+/7RGuBC6vq+mltTNK08chFWyXJ++g9XifAZfRuAw/wJR8YqieyJG+f7h5mM+8W01ZJ8v+Al1TVQ5PqOwDXVtXC6elMmlqSm6tq7+nuY7bytJi21qPAc4BfTKrv2ZZJ0ybJVRtbBOwxzl62NYaLttZ7gIuT3MDvHha6N/AC4IRp60rq2QM4FLhjUj3A/xl/O9sOw0Vbpar+OckL6f3MwTx6/9OuAS6vqkemtTkJ/gl4WlVdOXlBku+Mv51th9dcJEmd824xSVLnDBdJUucMF2kaJHl2knOT/CzJdUkuSvLCJNdMd29SF7ygL41ZkgBfAZZX1dGttj/eGqtZxCMXafxeAzxUVZ+dKLS7mSZu5SbJgiT/K8mP2usPWn3PJJcmuTLJNUn+MMmcJJ9r81cn+avxfyTpsTxykcZvP+CKTYy5DTi4qu5PshD4ErAIeCuwoqpOSTIH2AnYH5hXVfsBJNlldK1LwzFcpCem7YFPtdNljwAvbPXLgWVJtge+WlVXJrkReF6S/wF8HfjmtHQs9fG0mDR+1wIv38SYvwJuBV5K74hlB4CquhT4N8AvgXOSHFtVd7Rx3wGOB/5uNG1LwzNcpPH7NvDkJO+cKCR5BfDcvjE7A+uq6lHgbcCcNu65wG1VdSZwFnBAkt2AJ1XVBcB/Ag4Yz8eQNs7TYtKYVVUleRPwyfazBPcDN9F7TtuEzwAXJDkKuAS4p9VfDfzHJA8BvwGOpffYnf+ZZOIfi+8f+YeQNsHHv0iSOudpMUlS5wwXSVLnDBdJUucMF0lS5wwXSVLnDBdJUucMF0lS5wwXSVLn/j+HmsuZQwyKwQAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[27]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">8</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">data</span><span class="o">.</span><span class="n">Time</span><span class="p">,</span> <span class="n">data</span><span class="o">.</span><span class="n">Amount</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[27]:</div>


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<pre>&lt;matplotlib.collections.PathCollection at 0x119f8f630&gt;</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[28]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Fraud</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">]</span>
<span class="n">Normal</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">]</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Fraud</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div class="output_area">

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


<div class="output_html rendered_html output_subarea output_execute_result">
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<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>V10</th>
      <th>V11</th>
      <th>V12</th>
      <th>V13</th>
      <th>V14</th>
      <th>V15</th>
      <th>V16</th>
      <th>V17</th>
      <th>V18</th>
      <th>V19</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>541</th>
      <td>406.0</td>
      <td>-2.312227</td>
      <td>1.951992</td>
      <td>-1.609851</td>
      <td>3.997906</td>
      <td>-0.522188</td>
      <td>-1.426545</td>
      <td>-2.537387</td>
      <td>1.391657</td>
      <td>-2.770089</td>
      <td>-2.772272</td>
      <td>3.202033</td>
      <td>-2.899907</td>
      <td>-0.595222</td>
      <td>-4.289254</td>
      <td>0.389724</td>
      <td>-1.140747</td>
      <td>-2.830056</td>
      <td>-0.016822</td>
      <td>0.416956</td>
      <td>0.126911</td>
      <td>0.517232</td>
      <td>-0.035049</td>
      <td>-0.465211</td>
      <td>0.320198</td>
      <td>0.044519</td>
      <td>0.177840</td>
      <td>0.261145</td>
      <td>-0.143276</td>
      <td>0.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>623</th>
      <td>472.0</td>
      <td>-3.043541</td>
      <td>-3.157307</td>
      <td>1.088463</td>
      <td>2.288644</td>
      <td>1.359805</td>
      <td>-1.064823</td>
      <td>0.325574</td>
      <td>-0.067794</td>
      <td>-0.270953</td>
      <td>-0.838587</td>
      <td>-0.414575</td>
      <td>-0.503141</td>
      <td>0.676502</td>
      <td>-1.692029</td>
      <td>2.000635</td>
      <td>0.666780</td>
      <td>0.599717</td>
      <td>1.725321</td>
      <td>0.283345</td>
      <td>2.102339</td>
      <td>0.661696</td>
      <td>0.435477</td>
      <td>1.375966</td>
      <td>-0.293803</td>
      <td>0.279798</td>
      <td>-0.145362</td>
      <td>-0.252773</td>
      <td>0.035764</td>
      <td>529.00</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4920</th>
      <td>4462.0</td>
      <td>-2.303350</td>
      <td>1.759247</td>
      <td>-0.359745</td>
      <td>2.330243</td>
      <td>-0.821628</td>
      <td>-0.075788</td>
      <td>0.562320</td>
      <td>-0.399147</td>
      <td>-0.238253</td>
      <td>-1.525412</td>
      <td>2.032912</td>
      <td>-6.560124</td>
      <td>0.022937</td>
      <td>-1.470102</td>
      <td>-0.698826</td>
      <td>-2.282194</td>
      <td>-4.781831</td>
      <td>-2.615665</td>
      <td>-1.334441</td>
      <td>-0.430022</td>
      <td>-0.294166</td>
      <td>-0.932391</td>
      <td>0.172726</td>
      <td>-0.087330</td>
      <td>-0.156114</td>
      <td>-0.542628</td>
      <td>0.039566</td>
      <td>-0.153029</td>
      <td>239.93</td>
      <td>1</td>
    </tr>
    <tr>
      <th>6108</th>
      <td>6986.0</td>
      <td>-4.397974</td>
      <td>1.358367</td>
      <td>-2.592844</td>
      <td>2.679787</td>
      <td>-1.128131</td>
      <td>-1.706536</td>
      <td>-3.496197</td>
      <td>-0.248778</td>
      <td>-0.247768</td>
      <td>-4.801637</td>
      <td>4.895844</td>
      <td>-10.912819</td>
      <td>0.184372</td>
      <td>-6.771097</td>
      <td>-0.007326</td>
      <td>-7.358083</td>
      <td>-12.598419</td>
      <td>-5.131549</td>
      <td>0.308334</td>
      <td>-0.171608</td>
      <td>0.573574</td>
      <td>0.176968</td>
      <td>-0.436207</td>
      <td>-0.053502</td>
      <td>0.252405</td>
      <td>-0.657488</td>
      <td>-0.827136</td>
      <td>0.849573</td>
      <td>59.00</td>
      <td>1</td>
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      <th>6329</th>
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      <td>1.234235</td>
      <td>3.019740</td>
      <td>-4.304597</td>
      <td>4.732795</td>
      <td>3.624201</td>
      <td>-1.357746</td>
      <td>1.713445</td>
      <td>-0.496358</td>
      <td>-1.282858</td>
      <td>-2.447469</td>
      <td>2.101344</td>
      <td>-4.609628</td>
      <td>1.464378</td>
      <td>-6.079337</td>
      <td>-0.339237</td>
      <td>2.581851</td>
      <td>6.739384</td>
      <td>3.042493</td>
      <td>-2.721853</td>
      <td>0.009061</td>
      <td>-0.379068</td>
      <td>-0.704181</td>
      <td>-0.656805</td>
      <td>-1.632653</td>
      <td>1.488901</td>
      <td>0.566797</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># from pyalab import rcParams ##matplotlib</span>
<span class="c1"># rcParams[&#39;figure.figsize&#39;] = 14, 10</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">f</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span> <span class="n">sharex</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">f</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Time of transaction va Amount&#39;</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">Fraud</span><span class="o">.</span><span class="n">Time</span><span class="p">,</span> <span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Fraud&#39;</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">Normal</span><span class="o">.</span><span class="n">Time</span><span class="p">,</span> <span class="n">Normal</span><span class="o">.</span><span class="n">Amount</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Normal&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Normal&#39;)</pre>
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<pre>&lt;Figure size 864x720 with 0 Axes&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">14</span><span class="p">,</span> <span class="mi">10</span>
<span class="n">f</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span> <span class="n">sharex</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">f</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Time of transaction va Amount&#39;</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">Fraud</span><span class="o">.</span><span class="n">Time</span><span class="p">,</span> <span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Fraud&#39;</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">Normal</span><span class="o">.</span><span class="n">Time</span><span class="p">,</span> <span class="n">Normal</span><span class="o">.</span><span class="n">Amount</span><span class="p">)</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Normal&#39;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Normal&#39;)</pre>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
<span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Fraud&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
<span class="n">Normal</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Normal&#39;</span><span class="p">)</span>
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    <div class="prompt output_prompt">Out[39]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1233ad710&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Amount</span><span class="p">,</span> <span class="n">income</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class="output_text output_subarea output_execute_result">
<pre>(array([271.,  25.,  18.,  11.,  46.,  15.,   7.,   2.,  11.,   4.,   2.,
          9.,   5.,   3.,   6.,   6.,   6.,   2.,   1.,   0.,   2.,   3.,
          1.,   1.,   4.,   1.,   1.,   1.,   1.,   2.,   1.,   1.,   0.,
          3.,   4.,   0.,   2.,   1.,   1.,   1.,   0.,   0.,   0.,   1.,
          0.,   0.,   1.,   0.,   0.,   0.,   0.,   1.,   0.,   0.,   0.,
          0.,   0.,   1.,   0.,   0.,   0.,   0.,   1.,   1.,   0.,   2.,
          0.,   0.,   0.,   0.,   1.,   0.,   0.,   0.,   0.,   0.,   0.,
          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   1.,   0.,   0.,
          0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,
          1.]),
 array([   0.    ,   21.2587,   42.5174,   63.7761,   85.0348,  106.2935,
         127.5522,  148.8109,  170.0696,  191.3283,  212.587 ,  233.8457,
         255.1044,  276.3631,  297.6218,  318.8805,  340.1392,  361.3979,
         382.6566,  403.9153,  425.174 ,  446.4327,  467.6914,  488.9501,
         510.2088,  531.4675,  552.7262,  573.9849,  595.2436,  616.5023,
         637.761 ,  659.0197,  680.2784,  701.5371,  722.7958,  744.0545,
         765.3132,  786.5719,  807.8306,  829.0893,  850.348 ,  871.6067,
         892.8654,  914.1241,  935.3828,  956.6415,  977.9002,  999.1589,
        1020.4176, 1041.6763, 1062.935 , 1084.1937, 1105.4524, 1126.7111,
        1147.9698, 1169.2285, 1190.4872, 1211.7459, 1233.0046, 1254.2633,
        1275.522 , 1296.7807, 1318.0394, 1339.2981, 1360.5568, 1381.8155,
        1403.0742, 1424.3329, 1445.5916, 1466.8503, 1488.109 , 1509.3677,
        1530.6264, 1551.8851, 1573.1438, 1594.4025, 1615.6612, 1636.9199,
        1658.1786, 1679.4373, 1700.696 , 1721.9547, 1743.2134, 1764.4721,
        1785.7308, 1806.9895, 1828.2482, 1849.5069, 1870.7656, 1892.0243,
        1913.283 , 1934.5417, 1955.8004, 1977.0591, 1998.3178, 2019.5765,
        2040.8352, 2062.0939, 2083.3526, 2104.6113, 2125.87  ]),
 &lt;a list of 100 Patch objects&gt;)</pre>
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gBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCH7tnLjqjqe5DdJXk7yUncfrKrLk/zXJAeSHE/yr7v777Y2TQCA1Texx+pfdPdN3X1w+flIkse6+4Ykjy0/AwDsedtxKPBQkgeXyw8med82PAYAwMrZalh1kr+uqser6vAydlV3n0yS5fzKjW5YVYer6mhVHT19+vQWpwEAsPO29BqrJLd29/NVdWWSR6vqf272ht19f5L7k+TgwYO9xXkAAOy4Le2x6u7nl/NTSb6Z5B1JXqiqq5NkOT+11UkCAOwGFxxWVfWHVfWWM5eTvCvJU0keTnLXstldSb611UkCAOwGWzkUeFWSb1bVmfv5i+7+y6r6YZKHquqjSX6R5ANbnyYAwOq74LDq7p8l+WcbjP/fJO/cyqQAAHYjn7wOADBEWAEADBFWAABDtvo5Vpe0A0e+/Zqx4/e+dwdmAgCsAnusAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGCIsAIAGCKsAACGCCsAgCHCCgBgiLACABgirAAAhggrAIAhwgoAYIiwAgAYIqwAAIYIKwCAIcIKAGDIvp2ewE47cOTbrxk7fu97d2AmAMBuZ48VAMAQYQUAMERYAQAMEVYAAEOEFQDAEGEFADBEWAEADBFWAABDhBUAwBBhBQAwRFgBAAwRVgAAQ4QVAMAQYQUAMERYAQAMEVYAAEP27fQEVtGBI99+zdjxe9+7AzMBAHYTe6wAAIYIKwCAIcIKAGCIsAIAGCKsAACGeFfgMO8oBIBLlz1WAABDhBUAwBBhBQAwRFgBAAwRVgAAQ4QVAMAQYQUAMERYAQAMEVYAAEN88vombfSJ6hfjMXxqOwDsHvZYAQAMEVYAAEOEFQDAEK+x2iO8PgsAdp49VgAAQ4QVAMAQYQUAMERYAQAM8eL1i8ALywHg0mCPFQDAEHusSLK1r+yx9w0A1thjBQAwxB6rPexse6HsYQKA7WGPFQDAEGEFADDEocAV56Mazs9e+vfaS78LwKXCHisAgCH2WF2CtvLRChfDpbinZtXXBIDNsccKAGCIPVY7ZCt7KFZt78ZW9jCt2u+yWau0V22V5sLu5r8l2Dp7rAAAhmxbWFXV7VX1bFUdq6oj2/U4AACrYlsOBVbVG5L85yT/MsmJJD+sqoe7+yfb8XisnulDCrvh0OlmH+diHFrZye9+nD40PP3vtZOHu3bq99vITh7ic8jx/Pj3OrtV/LfZrj1W70hyrLt/1t3/L8nXkhzapscCAFgJ1d3zd1r1r5Lc3t3/Zvn5Q0n+eXffs26bw0kOLz/+0yTPjk/kta5I8rcX4XG4+Kzt3mVt9y5ru7ft5fX9R929f6MrtutdgbXB2CsKrrvvT3L/Nj3+hqrqaHcfvJiPycVhbfcua7t3Wdu97VJd3+06FHgiyXXrfr42yfPb9FgAACthu8Lqh0luqKrrq+oPktyZ5OFteiwAgJWwLYcCu/ulqronyV8leUOSB7r76e14rPN0UQ89clFZ273L2u5d1nZvuyTXd1tevA4AcCnyyesAAEOEFQDAkEsirHy9zu5XVcer6sdV9URVHV3GLq+qR6vqp8v5Zct4VdUXlvV+sqpu3tnZ82pV9UBVnaqqp9aNnfd6VtVdy/Y/raq7duJ34ZXOsrafqapfLs/fJ6rqjnXXfXJZ22er6t3rxv3dXjFVdV1Vfaeqnqmqp6vq48u45+563b2nT1l78fz/TvKPk/xBkv+R5MadnpfTea/j8SRXvGrsPyY5slw+kuQ/LJfvSPLfsvZ5arck+f5Oz9/pNev5J0luTvLUha5nksuT/Gw5v2y5fNlO/26X+uksa/uZJP92g21vXP4mvynJ9cvf6jf4u72apyRXJ7l5ufyWJP9rWUPP3XWnS2GPla/X2bsOJXlwufxgkvetG/9yr/lekrdW1dU7MUE21t3fTfLiq4bPdz3fneTR7n6xu/8uyaNJbt/+2fN6zrK2Z3Moyde6+3fd/fMkx7L2N9vf7RXU3Se7+0fL5d8keSbJNfHcfYVLIayuSfLcup9PLGPsLp3kr6vq8eXrkJLkqu4+maw94ZNcuYxb893pfNfTOu8u9yyHgx44c6go1nbXqqoDSd6e5Pvx3H2FSyGszvn1OuwKt3b3zUnek+TuqvqT19nWmu8tZ1tP67x73JfkbUluSnIyyeeWcWu7C1XVm5N8PcknuvvXr7fpBmN7fn0vhbDy9Tp7QHc/v5yfSvLNrB0qeOHMIb7l/NSyuTXfnc53Pa3zLtHdL3T3y939+yRfzNrzN7G2u05VvTFrUfWV7v7GMuy5u86lEFa+XmeXq6o/rKq3nLmc5F1JnsraOp55N8ldSb61XH44yYeXd6TckuRXZ3ZTs9LOdz3/Ksm7quqy5dDSu5YxVsyrXuP4/qw9f5O1tb2zqt5UVdcnuSHJD+Lv9kqqqkrypSTPdPfn113lubvOtnylzSrp1f16HTbvqiTfXHtOZ1+Sv+juv6yqHyZ5qKo+muQXST6wbP9I1t6NcizJb5N85OJPmddTVV9NcluSK6rqRJJPJ7k357Ge3f1iVf37rP1POEn+XXdv9kXTbJOzrO1tVXVT1g73HE/ysSTp7qer6qEkP0nyUpK7u/vl5X783V49tyb5UJIfV9UTy9in4rn7Cr7SBgBgyKVwKBAA4KIQVgAAQ4QVAMAQYQUAMERYAQAMEVYAAEOEFQDAkP8PQv+Pc2om7ukAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[40]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
<span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Fraud&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
<span class="n">Normal</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Normal&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
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$$Y=KX+w$$$$Y=k_1x_1 +k_2\times log(x_2)$$
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</span><span class="p">)</span>
<span class="n">Fraud</span><span class="p">[</span><span class="n">Fraud</span><span class="o">.</span><span class="n">Amount</span><span class="o">&lt;=</span><span class="mi">2500</span><span class="p">]</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Fraud&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</span><span class="p">)</span>
<span class="n">Normal</span><span class="p">[</span><span class="n">Normal</span><span class="o">.</span><span class="n">Amount</span><span class="o">&lt;</span><span class="mi">2500</span><span class="p">]</span><span class="o">.</span><span class="n">Amount</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Normal&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Time</th>
      <th>V1</th>
      <th>V2</th>
      <th>V3</th>
      <th>V4</th>
      <th>V5</th>
      <th>V6</th>
      <th>V7</th>
      <th>V8</th>
      <th>V9</th>
      <th>V10</th>
      <th>V11</th>
      <th>V12</th>
      <th>V13</th>
      <th>V14</th>
      <th>V15</th>
      <th>V16</th>
      <th>V17</th>
      <th>V18</th>
      <th>V19</th>
      <th>V20</th>
      <th>V21</th>
      <th>V22</th>
      <th>V23</th>
      <th>V24</th>
      <th>V25</th>
      <th>V26</th>
      <th>V27</th>
      <th>V28</th>
      <th>Amount</th>
      <th>Class</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.0</td>
      <td>-1.359807</td>
      <td>-0.072781</td>
      <td>2.536347</td>
      <td>1.378155</td>
      <td>-0.338321</td>
      <td>0.462388</td>
      <td>0.239599</td>
      <td>0.098698</td>
      <td>0.363787</td>
      <td>0.090794</td>
      <td>-0.551600</td>
      <td>-0.617801</td>
      <td>-0.991390</td>
      <td>-0.311169</td>
      <td>1.468177</td>
      <td>-0.470401</td>
      <td>0.207971</td>
      <td>0.025791</td>
      <td>0.403993</td>
      <td>0.251412</td>
      <td>-0.018307</td>
      <td>0.277838</td>
      <td>-0.110474</td>
      <td>0.066928</td>
      <td>0.128539</td>
      <td>-0.189115</td>
      <td>0.133558</td>
      <td>-0.021053</td>
      <td>149.62</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.0</td>
      <td>1.191857</td>
      <td>0.266151</td>
      <td>0.166480</td>
      <td>0.448154</td>
      <td>0.060018</td>
      <td>-0.082361</td>
      <td>-0.078803</td>
      <td>0.085102</td>
      <td>-0.255425</td>
      <td>-0.166974</td>
      <td>1.612727</td>
      <td>1.065235</td>
      <td>0.489095</td>
      <td>-0.143772</td>
      <td>0.635558</td>
      <td>0.463917</td>
      <td>-0.114805</td>
      <td>-0.183361</td>
      <td>-0.145783</td>
      <td>-0.069083</td>
      <td>-0.225775</td>
      <td>-0.638672</td>
      <td>0.101288</td>
      <td>-0.339846</td>
      <td>0.167170</td>
      <td>0.125895</td>
      <td>-0.008983</td>
      <td>0.014724</td>
      <td>2.69</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1.0</td>
      <td>-1.358354</td>
      <td>-1.340163</td>
      <td>1.773209</td>
      <td>0.379780</td>
      <td>-0.503198</td>
      <td>1.800499</td>
      <td>0.791461</td>
      <td>0.247676</td>
      <td>-1.514654</td>
      <td>0.207643</td>
      <td>0.624501</td>
      <td>0.066084</td>
      <td>0.717293</td>
      <td>-0.165946</td>
      <td>2.345865</td>
      <td>-2.890083</td>
      <td>1.109969</td>
      <td>-0.121359</td>
      <td>-2.261857</td>
      <td>0.524980</td>
      <td>0.247998</td>
      <td>0.771679</td>
      <td>0.909412</td>
      <td>-0.689281</td>
      <td>-0.327642</td>
      <td>-0.139097</td>
      <td>-0.055353</td>
      <td>-0.059752</td>
      <td>378.66</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1.0</td>
      <td>-0.966272</td>
      <td>-0.185226</td>
      <td>1.792993</td>
      <td>-0.863291</td>
      <td>-0.010309</td>
      <td>1.247203</td>
      <td>0.237609</td>
      <td>0.377436</td>
      <td>-1.387024</td>
      <td>-0.054952</td>
      <td>-0.226487</td>
      <td>0.178228</td>
      <td>0.507757</td>
      <td>-0.287924</td>
      <td>-0.631418</td>
      <td>-1.059647</td>
      <td>-0.684093</td>
      <td>1.965775</td>
      <td>-1.232622</td>
      <td>-0.208038</td>
      <td>-0.108300</td>
      <td>0.005274</td>
      <td>-0.190321</td>
      <td>-1.175575</td>
      <td>0.647376</td>
      <td>-0.221929</td>
      <td>0.062723</td>
      <td>0.061458</td>
      <td>123.50</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2.0</td>
      <td>-1.158233</td>
      <td>0.877737</td>
      <td>1.548718</td>
      <td>0.403034</td>
      <td>-0.407193</td>
      <td>0.095921</td>
      <td>0.592941</td>
      <td>-0.270533</td>
      <td>0.817739</td>
      <td>0.753074</td>
      <td>-0.822843</td>
      <td>0.538196</td>
      <td>1.345852</td>
      <td>-1.119670</td>
      <td>0.175121</td>
      <td>-0.451449</td>
      <td>-0.237033</td>
      <td>-0.038195</td>
      <td>0.803487</td>
      <td>0.408542</td>
      <td>-0.009431</td>
      <td>0.798278</td>
      <td>-0.137458</td>
      <td>0.141267</td>
      <td>-0.206010</td>
      <td>0.502292</td>
      <td>0.219422</td>
      <td>0.215153</td>
      <td>69.99</td>
      <td>0</td>
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<p>sklearn: <a href="https://scikit-learn.org/stable/supervised_learning.html#supervised-learning">https://scikit-learn.org/stable/supervised_learning.html#supervised-learning</a></p>
<p>pandas visualizaion: <a href="https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html">https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html</a></p>
<p>pivot_tabel: <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.pivot_table.html">https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.pivot_table.html</a></p>

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<ol>
<li>线性回归</li>
<li>gdbt</li>
<li>ligthgbm</li>
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<p>10点</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
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<p>第一笔交易： 10:00:00   time 0
第二笔交易： 10:00:01   time 1</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">{</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</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="mi">1</span><span class="p">}</span>
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<pre>{0, 1}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]))</span> <span class="c1"># hist</span>
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<pre>124592</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">1</span><span class="n">天</span><span class="o">=</span><span class="mi">24</span><span class="n">小时</span><span class="o">=</span><span class="mi">24</span><span class="o">*</span><span class="mi">600</span><span class="n">s</span>
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<span class="n">x</span> <span class="o">=</span> <span class="mi">3610</span>
<span class="mi">1</span><span class="o">~</span><span class="mi">2</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x0</span> <span class="o">=</span> <span class="mi">0</span> 
<span class="n">x1</span> <span class="o">=</span> <span class="mi">3600</span> 
<span class="n">x2</span> <span class="o">=</span> <span class="mi">24</span><span class="o">*</span><span class="mi">3600</span> <span class="o">+</span> <span class="mi">3600</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># time to hour interval</span>
<span class="n">data</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">&#39;Time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">x</span><span class="o">/</span><span class="mi">3600</span><span class="p">)</span><span class="o">%</span><span class="k">24</span>)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="n">values</span><span class="o">=</span><span class="s1">&#39;Amount&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="s1">&#39;Class&#39;</span><span class="p">,</span><span class="n">aggfunc</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
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      <th>0</th>
      <th>1</th>
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      <th>hour</th>
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      <th>0.0</th>
      <td>10919</td>
      <td>21</td>
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      <th>1.0</th>
      <td>7687</td>
      <td>6</td>
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      <th>2.0</th>
      <td>4212</td>
      <td>10</td>
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      <th>3.0</th>
      <td>3269</td>
      <td>57</td>
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      <th>4.0</th>
      <td>3476</td>
      <td>17</td>
    </tr>
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      <th>5.0</th>
      <td>2185</td>
      <td>23</td>
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      <th>6.0</th>
      <td>2979</td>
      <td>11</td>
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      <th>7.0</th>
      <td>4093</td>
      <td>9</td>
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      <th>8.0</th>
      <td>7219</td>
      <td>23</td>
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      <th>9.0</th>
      <td>10266</td>
      <td>9</td>
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      <th>10.0</th>
      <td>15824</td>
      <td>16</td>
    </tr>
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      <th>11.0</th>
      <td>16593</td>
      <td>8</td>
    </tr>
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      <th>12.0</th>
      <td>16804</td>
      <td>53</td>
    </tr>
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      <th>13.0</th>
      <td>15400</td>
      <td>17</td>
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      <th>14.0</th>
      <td>15350</td>
      <td>17</td>
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      <th>15.0</th>
      <td>16545</td>
      <td>23</td>
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      <th>16.0</th>
      <td>16434</td>
      <td>26</td>
    </tr>
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      <th>17.0</th>
      <td>16435</td>
      <td>22</td>
    </tr>
    <tr>
      <th>18.0</th>
      <td>16135</td>
      <td>29</td>
    </tr>
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      <th>19.0</th>
      <td>17003</td>
      <td>33</td>
    </tr>
    <tr>
      <th>20.0</th>
      <td>15632</td>
      <td>19</td>
    </tr>
    <tr>
      <th>21.0</th>
      <td>16739</td>
      <td>18</td>
    </tr>
    <tr>
      <th>22.0</th>
      <td>17692</td>
      <td>16</td>
    </tr>
    <tr>
      <th>23.0</th>
      <td>15424</td>
      <td>9</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="s1">&#39;hour&#39;</span><span class="p">,</span> <span class="s1">&#39;Class&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;HOURLY Fraud Ratio&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Fraud Ratio&#39;</span><span class="p">)</span>
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<pre>Text(0, 0.5, &#39;Fraud Ratio&#39;)</pre>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hour</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">count</span> <span class="o">=</span> <span class="mi">10000</span>
<span class="n">fraud</span> <span class="o">=</span> <span class="n">count</span> <span class="o">*</span> <span class="mf">0.017</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[71]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s1">&#39;hour&#39;</span><span class="p">],</span>
            <span class="n">norm_hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">bins</span><span class="o">=</span><span class="mi">24</span><span class="p">,</span>
            <span class="n">kde</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">color</span><span class="o">=</span><span class="s1">&#39;b&#39;</span><span class="p">,</span>
            <span class="n">hist_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mf">0.5</span><span class="p">})</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;hour&#39;</span><span class="p">],</span>
            <span class="n">norm_hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">bins</span><span class="o">=</span><span class="mi">24</span><span class="p">,</span>
            <span class="n">kde</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span>
            <span class="n">hist_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mf">0.5</span><span class="p">})</span>
</pre></div>

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    <div class="prompt output_prompt">Out[71]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12bf220f0&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[67]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s1">&#39;hour&#39;</span><span class="p">],</span>
            <span class="n">norm_hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">bins</span><span class="o">=</span><span class="mi">24</span><span class="p">,</span>
            <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
            <span class="n">color</span><span class="o">=</span><span class="s1">&#39;b&#39;</span><span class="p">,</span>
            <span class="n">hist_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mf">0.5</span><span class="p">})</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s1">&#39;hour&#39;</span><span class="p">],</span>
            <span class="n">norm_hist</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
            <span class="n">bins</span><span class="o">=</span><span class="mi">24</span><span class="p">,</span>
            <span class="n">kde</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
            <span class="n">color</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">,</span>
            <span class="n">hist_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;alpha&#39;</span><span class="p">:</span><span class="mf">0.5</span><span class="p">})</span>
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    <div class="prompt output_prompt">Out[67]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12c4d2d30&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time</span> <span class="o">--</span> <span class="o">&gt;</span> <span class="n">hour</span> <span class="o">--&gt;</span> <span class="n">hist</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">time</span> <span class="o">--&gt;</span> <span class="n">week</span><span class="p">,</span> <span class="n">holiday</span> <span class="p">,</span> <span class="n">minute</span><span class="p">,</span>  <span class="n">hour</span><span class="p">,</span> <span class="n">day</span> <span class="p">,</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">correlation_matrix</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">correlation_matrix</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">square</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12ea05c88&gt;</pre>
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gcZp8ow9JLgjcDVAFX1ML0WiQ8n+RQQ4L+OLjxJkiR1ydhUhgGqah+9hLd/7EPAs0cTkSRJUge4msRA41YZliRJklozVpVhSZIkrYIJXOWhLZ1Mhi++/8Gh5/izM85cgUjUb27jjqHn2Hpo51jEIUka3s1f/nZ+4qf+aqg5ruCveN3+xwwdy3MfXDv0HJpMtklIkqSRGDYRBkyET9VCtXecgiRbknw+yZ1J3rjM9SuS/EWS25rjNX3XXpnkjuZ45bA/mk5WhiVJkjSemt2EfxV4Ib09JT6R5Lqq+uySW/dU1WuXPPsE4F8BM0ABn2ye/ctHG4+VYUmSJLXpEuDOZlO1B+gtqfviU3z2MuBDVfWVJgH+ELBlmGBMhiVJkrpuYaG94+SeAnyx7/xwM7bUS5PcnmRvkqc+wmdPmcmwJEmSVkySbUnm+45tS29Z5rGlzca/A2yoqmcD/wN41yN49hEZi2Q4yYEkly0Z257kc32N07cl+UaSl4wqTkmSpInUYmW4qnZV1UzfsWtJNIeBp/adXwAc6b+hqo5W1f3N6X8Fvv9Un32kxiIZprcN8+ySsVlgW1VdXFUXAy8A7gM+2HZwkiRJWjGfAC5K8vQka+jlfNf135Dk/L7TFwGfaz7fBPxYknOTnAv8WDP2qI3LahJ7gTcnWVtV9yfZAKwHbum75yeBD1TVfSOIT5IkaXLVUJ0EK6qqHkryWnpJ7OnA7qr6TJKdwHxVXQf8XJIXAQ8BXwGuaJ79SpJ/Sy+hBthZVV8ZJp6xSIar6miSW+m9Dfg+er8h7Kn6ln9ys8B/HDRH04+yDWD7Y7+fy9d91ypGLEmSpEerqm4AblgytqPv8y8AvzDg2d3A7pWKZVzaJOBbWyVmm3Pgm6XyZ3GCMnh/f4qJsCRJUp/xWk1irIxTMrwf2JxkE7Cuqg72XXsZsK+qht9nWZIkSWqMRZsEQFUdS3KAXtl7bsnlrQwolUuSJOkkTnGb5Gk0TpVh6CXBG+ntRAJA8zLdU4HfG01IkiRJ6qqxqQwDVNU+liymXFV/zJA7i0iSJE21mrxe3raMW2VYkiRJas1YVYYlSZK0CuwZHqiTyfDn15w59Bxn+7cJY2lu446T33QSWw/tHIs4JGna7bvmcdx9xnBJ2lOAvzX0WlPFaeaKU6uTybAkSRp/wybCsBKJMFORCNcErv/bFnuGJUmSNLVMhiVJkjS1bJOQJEnqOl+gG8jKsCRJkqbWWFSGm22Yf7Gqbuob2w58N3AM+HF6ifuHgH9eVf56I0mSdKrcdGOgcakMzwGzS8ZmgT3Ac4FnA38b+AHgR9oNTZIkSV01FpVhYC/w5iRrq+r+JBuA9cADwGOANfS2aT4T+PNRBSlJkjSR7BkeaCwqw1V1FLgV2NIMzQJ7qupjwO8CX2qOm6rqc8vNkWRbkvkk87ccu6ONsCVJkjThxiIZbvS3SswCc0kuBL4HuIDeJjMvSPK85R6uql1VNVNVM//H2Re1ErAkSdJEWFho75gw45QM7wc2J9kErKuqg8BPAB+vqmNVdQz4APBDowxSkiRJ3TE2yXCT7B4AdtOrEgP8KfAjSc5Icia9l+eWbZOQJEnSAAvV3jFhxiYZbswBG4Grm/O9wF3Ap4BDwKGq+p0RxSZJkqSOGZfVJACoqn30Vo1YPH8Y+JnRRSRJktQBrjM80LhVhiVJkqTWjFVlWJIkSatgAnt529LJZHidfxOgE5jbuGPoObYe2jkWcUjSJHvGQ+Gvhvw76i+fDn952vCJ3pfy4NBzvHzoGTQKnUyGJUnS+Bs2EYbxSYTHXU3g+r9tsWdYkiRJU8tkWJIkSVPLNglJkqSu8wW6gawMS5IkaWqNRWU4yQHgF6vqpr6x7cB3A18DfrwZ/rdVtaf9CCVJkiaYleGBxqUyPAfMLhmbBf4c2ARcDPwg8Pok57QcmyRJkjpqXJLhvcDlSdYCJNkArAfuA36vqh6qqr8GDgFbRhWkJEnSRKqF9o4JMxbJcFUdBW7leKI7C+yhl/z+vSRnJXkS8HeBpy43R5JtSeaTzB/46zvaCFuSJEkTbiyS4UZ/q8QsMFdVHwRuAH6/uf4x4KHlHq6qXVU1U1Uzz/+2i9qIV5IkaTIsVHvHhBmnZHg/sDnJJmBdVR0EqKq3VNXFVfVCIIBlX0mSJK2IsVhNAqCqjjWrSuymVwUmyenA46vqaJJnA88GPji6KCVJkiZPTWDFti1jkww35oBrOd4ucSZwcxKArwL/qKqWbZOQJEmSHqmxSoarah+9VojF828A3zu6iCRJkjrAyvBA49QzLEmSJLVqrCrDkiRJWgULk7f+b1s6mQw/dgX+KuC+03LymzS15jbuGHqOrYd2jkUckjQqj1uAu88Y/v+z7+Trw01Q8JIH1g0dhyZTJ5NhSZI0/sYiEWZKEmF7hgeyZ1iSJElTy2RYkiRJU8s2CUmSpK6zTWIgK8OSJEmaWq0mw0kOJLlsydj2JFcmuTHJvUmuX3L96Un+IMkdSfYkWdNmzJIkSZOuqlo7Jk3bleE5jm+1vGi2GX878Iplnnkb8I6qugj4S+DVqxqhJEmSpkbbyfBe4PIkawGSbADWA7dU1YeBr/XfnCTAC5rnAN4FvKStYCVJkjphodo7JkyryXBVHQVuBbY0Q7PAnhpcU38icG9VPdScHwaestyNSbYlmU8y/6H77lzJsCVJktRRo3iBrr9VYrFFYpDltoFbNnGuql1VNVNVMy8868IhQ5QkSeoQK8MDjSIZ3g9sTrIJWFdVB09w75eBxydZXALuAuDIagcoSZKk6dD6OsNVdSzJAWA3J64KU1WV5HeBnwSuBl4JvG/Vg5QkSeqQmsCKbVtGtc7wHLCRXoILQJKbgWvoVY0P9y3B9gbgdUnupNdD/M62g5UkSVI3jWQHuqrax5J+4Kq6dMC9dwOXtBGXJElSJ1kZHsgd6CRJkjS1RlIZliRJUosWRh3A+OpkMvzba7528ptO4iUPnbMCkUiDzW3cMfQcWw/tHIs4JOnReMZDy62g+gjn4CyefcZXh5rj2rVDhwH03vbX5OlkMixJkqbDsInwtHA1icHsGZYkSdLUMhmWJEnS1LJNQpIkqetskxjIyrAkSZKmVqvJcJIDfTvLLY5tT3JlkhuT3Jvk+iXXX5vkziSV5EltxitJktQJCy0eE6btyvAcMLtkbLYZfzvwimWe+Z/AjwJ/srqhSZIkadq03TO8F3hzkrVVdX+SDcB64JaqqiTPX/pAVf0hQDL8WoSSJEnTyKXVBmu1MlxVR4FbgS3N0Cywp6qG/ieUZFuS+STzf3TMIrIkSZJObhQv0PW3Siy2SAytqnZV1UxVzTz97O9ciSklSZK6wZ7hgUaRDO8HNifZBKyrqoMjiEGSJElqf53hqjqW5ACwmxWqCkuSJGkwe4YHG9U6w3PARuDqxYEkNwPX0KsaH15cgi3JzyU5DFwA3J7kN0YRsCRJkrpnJDvQVdU+IEvGLh1w7y8Dv9xGXJIkSZ00gb28bXEHOkmSJE2tkVSGJUmS1J6yMjxQJ5PhNzw4/Lf1eff40ASY27hj6Dm2Hto5FnFImk4PD/n8Hz50DvtPv3eoOd75zMNDRqFJ1slkWJIkjb9hE2Fg6ER4algZHsieYUmSJE0tk2FJkiRNLdskJEmSOs4X6AazMixJkqSp1WoynOTA4s5yfWPbk1yZ5MYk9ya5fsn19yb5fJJPJ9md5Mw2Y5YkSZp4Cy0eE6btyvAcMLtkbLYZfzvwimWeeS/wTOBZwDrgNasZoCRJkqZH2z3De4E3J1lbVfcn2QCsB26pqkry/KUPVNUNi5+T3Apc0FKskiRJnWDP8GCtVoar6ihwK7ClGZoF9lRVnezZpj3iFcCNA65vSzKfZH7/fX+0UiFLkiSpw0bxAl1/q8Rii8SpuBL4aFXdvNzFqtpVVTNVNfOSs56+AmFKkiR1Qy20d0yaUSTD+4HNSTYB66rq4MkeSPKvgPOA1612cJIkSZoera8zXFXHkhwAdnMKVeEkrwEuAzZXTeLvG5IkSaNlBjXYqNYZngM2AlcvDiS5GbiGXtX4cN8SbL8GfDvwsSS3JdnRerSSJEnqpJHsQFdV+4AsGbt0wL3ukidJkjSMysnvmVLuQCdJkqSpZdVVkiSp4+wZHqyTyfDNZ5w19BxPfngFApEmwNzG4dvwtx7aORZxSJospwOnnXSngRP7iYcfP3QcOz4/fN4AvTVgNXlsk5AkSSMxbCKsU1cLae04FUm2JPl8kjuTvHGZ669L8tkktyf5cJLv7Lv2cLOowm1Jrhv2Z9PJyrAkSZLGU5LTgV8FXggcBj6R5Lqq+mzfbX8IzFTVfUl+Fvh3wMuba1+vqotXKh4rw5IkSWrTJcCdVXV3VT1Ab6ndF/ffUFW/W1X3NacfBy5YrWBMhiVJkjpuzLZjfgrwxb7zw83YIK8GPtB3/pgk80k+nuQlj/iHsYRtEpIkSVoxSbYB2/qGdlXVrv5blnls2Q7yJP8ImAF+pG/4aVV1JMkzgI8k+VRV3fVo4201GW62Yf7Fqrqpb2w78N3AM4AfAm6pqsv7rr+T3g8hwBeAK6rqWJtxS5IkTbJqcdONJvHddYJbDgNP7Tu/ADiy9KYkPwr8f8CPVNX9ffMfab7e3eSWzwEedTLcdpvEHDC7ZGy2GX878Iplnvn5qtpYVc8G/hR47eqGKEmSpFX0CeCiJE9PsoZeLvgtq0IkeQ7w68CLquqevvFzk6xtPj8JeC7Q/+LdI9Z2m8Re4M1J1lbV/Uk2AOvpVYMryfOXPlBVXwVIEmAdA8rokiRJWt44bbpRVQ8leS1wE73lpndX1WeS7ATmq+o6ekXSs4Freikgf1pVLwK+B/j1JAv0irpvXbIKxSPWajJcVUeT3ApsAd5H7zeBPVV1wgQ3yW8Cf59e5v//Drjnm/0pLz33En7o7ItWMnRJkiStkKq6AbhhydiOvs8/OuC53weetZKxjGI1if5WicUWiROqqlfRqyB/juNrzC29Z1dVzVTVjImwJEnSceO26cY4GUUyvB/YnGQTsK6qDp7KQ1X1MLAHeOlqBidJkqTp0frSalV1rHnzbzcnqQo3fcLfVVV3Np//AfC/Vj9KSZKk7jhxQ+p0G9U6w3PAtfStLJHkZuCZwNlJDtNbYPlDwLuSnENvabVDwM+2H64kSZK6aCTJcFXtY8mCy1V16YDbn7v6EUmSJHXXJPbytsXtmCVJkjS13I5ZkiSp46wMD9bJZPi+rESXuP/SSKdqbuOOk990ElsP7RyLOCS15zEr8FbXfzntL4aeYyNPGHoOTa5OJsOSJEk6ztUkBrNnWJIkSVPLZFiSJElTyzYJSZKkjvMFusGsDEuSJGlqtZoMJzmQ5LIlY9uTXJnkxiT3Jrl+wLO/kuRYO5FKkiR1R1VaOyZN25XhOfq2YG7MNuNvB16x3ENJZoDHr25okiRJmjZtJ8N7gcuTrAVIsgFYD9xSVR8Gvrb0gSSn00uU/2V7YUqSJHVHLbR3TJpWk+GqOgrcCmxphmaBPVUnXP3utcB1VfWlE82dZFuS+STz88fuXJmAJUmS1GmjeIGuv1VisUViWUnWAz8F/MrJJq2qXVU1U1UzM2dfuCKBSpIkdcFCpbVj0owiGd4PbE6yCVhXVQdPcO9zgAuBO5P8MXBWEsu+kiRJWhGtrzNcVceSHAB2c4KqcHPv+4HvWDxPcqyqLPtKkiQ9ApO4ykNbRrXO8BywEbh6cSDJzcA19KrGh5cuwSZJkiSttJHsQFdV+4AsGbv0FJ47e9WCkiRJ6ih3oBvMHegkSZI0tUZSGZYkSVJ7TriI7ZTrZDL8xTww9BwbWLsCkUg6VXMbdww9x9ZDO8ciDkmn5thpw//V/SvqyUPP8dSvPzj0HJpcnUyGJUmSdJw9w4PZMyxJkqSpZTIsSZKkqWWbhCRJUsdN4jbJbbEyLEmSpKnVajKc5MDSneWSbE9yZZIbk9yb5Pol138ryR8lua05Lm4zZkmSpElXldaOSdN2m8QcMAvc1Dc2C7weWAOcBfzMMs+9vqr2rn54kiRJmiZtJ8N7gTcnWVtV9yfZAKwHbqmqSvL8luORJEnqPDfdGKzVNomqOgrcCmxphmaBPVUn/Uf0liS3J3lHkmV3w0iyLcl8kgiUIU4AACAASURBVPn/9bW7VzBqSZIkddUoXqBbbJWg+Tp3kvt/AXgm8APAE4A3LHdTVe2qqpmqmnnmY5+xUrFKkiRNvIVKa8ekGUUyvB/YnGQTsK6qDp7o5qr6UvXcD/wmcEkbQUqSJKn7Wl9nuKqOJTkA7ObkVWGSnF9VX0oS4CXAp1c5REmSpE6ZxFUe2jKqTTfmgGs53i5BkpvptUOcneQw8Oqqugl4b5LzgAC3Af90BPFKkiSpg0aSDFfVPnrJbf/YpQPufUErQUmSJHWUq0kM5g50kiRJmlqjapOQJElSSyZxlYe2dDIZfv4Dyy5F/Ig87L8z0sSZ27hj6Dm2Hto5FnFIOjUfPfMbQ8/xgnrMCkSiSdXJZFiSJEnHuZrEYPYMS5IkaWpZGZYkSeo4e4YHszIsSZKkqdVqMpzkQJLLloxtT3JlkhuT3Jvk+iXXk+QtSb6Q5HNJfq7NmCVJktRdbbdJzNHbde6mvrFZ4PXAGuAs4GeWPHMF8FTgmVW1kOTJLcQpSZLUGe65MVjbbRJ7gcuTrAVIsgFYD9xSVR8GvrbMMz8L7KyqBYCquqedUCVJktR1rSbDVXUUuBXY0gzNAnuqTrhJ4HcBL08yn+QDSS5a7TglSZK6ZKHS2jFpRvEC3WKrBM3XuZPcvxb4RlXNAP8V2L3cTUm2NQnz/Efuu2PFgpUkSVJ3jSIZ3g9sTrIJWFdVB09y/2Hgvzef9wHPXu6mqtpVVTNVNfOCsyweS5IkLapKa8ekaT0ZrqpjwAF6Fd6TVYWhlzy/oPn8I8AXVicySZIkTZtRbboxB1zL8XYJktwMPBM4O8lh4NVVdRPwVuC9SX4eOAa8ZgTxSpIkTayFUQcwxkaSDFfVPiBLxi4dcO+9wI+3EZckSZKmi9sxS5IkdVwxeb28bXE7ZkmSJE0tK8OSJEkdt+AWdAN1Mhn+szOHn+M7Hhp+DkmTZ27jjqHn2Hpo51jEIY27M1YgQfv8g18Zeo5nnbF++EA0sTqZDEuSJOm4BXuGB7JnWJIkSVPLyrAkSVLHuZrEYFaGJUmSNLVaTYaTHEhy2ZKx7UmuTHJjknuTXL/k+s1JbmuOI0n2txmzJEmSuqvtNok5elsw39Q3Ngu8HlgDnAX8TP8D/TvTJfnvwPtWP0xJkqTucDvmwdpuk9gLXJ5kLUCSDcB64Jaq+jDwtUEPJnks8ALAyrAkSZJWRKvJcFUdBW4FtjRDs8CeqjqVlQZ/AvhwVX11teKTJEnqoiKtHZNmFC/QLbZK0HydO8Xntp7o3iTbkswnmf+DY3cMGaIkSZKmwSiS4f3A5iSbgHVVdfBkDyR5InAJ8P5B91TVrqqaqaqZHzz7opWLVpIkacIttHhMmtaT4ao6BhwAdnPqVeGfAq6vqm+sVlySJEmaPqNaZ3gO2AhcvTiQ5GbgGnpV48NLlmB7JO0UkiRJ6mNleLCR7EBXVfvgWzus+5dQW+b+5692TJIkSZo+bscsSZLUcZO4ykNb3I5ZkiRJU8vKsCRJUsctWBgeqJPJ8Mw3Hhh6jsNnrFmBSCRNo7mNO4aeY+uhnWMRh7SazloY/nWrv/uY7xh6jsc/OPQUmmCdTIYlSZJ03II9wwPZMyxJkqSpZWVYkiSp42rUAYwxK8OSJEmaWq0mw0kOLNlZjiTbk1yZ5MYk9ya5fsn1zUkOJrktyS1JLmwzZkmSJHVX25XhOXpbK/db3Gr57cArlnnmvwD/sKouBn4beNOqRihJktQxbsc8WNvJ8F7g8iRrAZJsANYDt1TVh4GvLfNMAec0nx8HHFn9MCVJkjQNWn2BrqqOJrkV2AK8j15VeE9Vnaiv+zXADUm+DnwV+KHVj1SSJKk7FuLSaoOM4gW6/laJxRaJE/l54O9X1QXAbwL/cbmbkmxLMp9k/vqv371iwUqSJKm7RpEM7wc2J9kErKuqg4NuTHIesLGq/qAZ2gP88HL3VtWuqpqpqpnL1z1jxYOWJEmaVNXiMWlaT4ar6hhwANjNyavCfwk8Lsl3N+cvBD63etFJkiRpmoxq04054Fr6VpZIcjPwTODsJIeBV1fVTUn+CfDfkyzQS47/8SgCliRJmlSTuMpDW0aSDFfVPvjWTbKr6tIT3LuvjbgkSZI0XdyOWZIkqeMWXExiILdjliRJ0tSyMixJktRxC1gaHqSTyfDR084cdQiSNJS5jTuGnmProZ1jEYc0yJ+sGf4vqC++f/jFvB7MJC4IppVim4QkSVLHjds6w0m2JPl8kjuTvHGZ62uT7Gmu/0GSDX3XfqEZ/3ySyx7RD2IZJsOSJElqTZLTgV8F/h7wvcDWJN+75LZXA39ZVRcC7wDe1jz7vfSW5v0+YAtwZTPfo2YyLEmS1HELae84BZcAd1bV3VX1AHA18OIl97wYeFfzeS+93YvTjF9dVfdX1R8BdzbzPWomw5IkSWrTU4Av9p0fbsaWvaeqHgL+CnjiKT77iLSaDCc5sLS3I8n2JFcmuTHJvUmuX3L9BUkOJvl0kncl6eRLf5IkSV2QZFuS+b5j29JblnlsabvxoHtO5dlHpO3Eco5en8dNfWOzwOuBNcBZwM8sXkhyGr0S+eaq+kKSncArgXe2FrEkSdKEa3M75qraBew6wS2Hgaf2nV8AHBlwz+GmEPo44Cun+Owj0nabxF7g8iRrAZo3A9cDt1TVh4GvLbn/icD9VfWF5vxDwEvbCVWSJEmr4BPARUmenmQNvcLodUvuuY5eARTgJ4GPVFU147PNahNPBy4Cbh0mmFaT4ao6Si/gLc3QLLCn+eaW82XgzCQzzflP8q2/DUiSJOkkxmlptaYH+LX0OgU+B/y3qvpMkp1JXtTc9k7giUnuBF4HvLF59jPAfwM+C9wI/D9V9fCj+qE0RtF/u9gq8b7m6z8edGNVVZJZ4B1NNfmDwEPL3dv0o2wD2HbOJfzoWReudNySJElaAVV1A3DDkrEdfZ+/AfzUgGffArxlpWIZxWoS++ktj7EJWFdVB090c1V9rKourapLgI8Cdwy4b1dVzVTVjImwJEnScWO2tNpYaT0ZrqpjwAFgN70q8QkleXLzdS3wBuDXVjM+SZIkTY9RrTM8B2ykt8gyAEluBq6hVzU+3LcE2+uTfA64HfidqvpI69FKkiRNsIUWj0kzkjV7q2ofS9aJq6pLB9z7enpLr0mSJEkryg0sJEmSOm4SK7ZtcTtmSZIkTS0rw5IkSR1XE7jKQ1s6mQwfOXP4f+LnDrV8sySN3tzGHSe/6SS2Hto5FnGom1516VC76AJw00fOH3qO+2OmOM06mQxLkiTpOHuGB7NnWJIkSVPLyrAkSVLHWRkezMqwJEmSplaryXCSA307yy2ObU9yQ5KPJflMktuTvLzv+tOT/EGSO5LsSbKmzZglSZLUXW1XhueA2SVjs8DbgJ+uqu8DtgC/lOTxzfW3Ae+oqouAvwRe3VawkiRJXVAtHpOm7WR4L3B5krUASTYA64GPVtUdAFV1BLgHOC9JgBc0zwG8C3hJyzFLkiSpo1pNhqvqKHArveov9KrCe6rqm79IJLkEWAPcBTwRuLeqHmouHwae0l7EkiRJk28h7R2TZhQv0PW3Ssw25wAkOR94D/CqqloAlvuRLluBT7ItyXyS+d8/dscKhyxJkqQuGkUyvB/YnGQTsK6qDgIkOQd4P/Cmqvp4c++XgccnWVwC7gJg2e1qqmpXVc1U1cwPn33R6n4HkiRJE2ShxWPStJ4MV9Ux4ACwm6Yq3KwQsQ94d1Vd03dvAb8L/GQz9ErgfW3GK0mSpO4a1TrDc8BG4Orm/GXA84ArktzWHBc3194AvC7JnfR6iN/ZerSSJEkTzMrwYCPZga6q9tHXD1xVVwFXDbj3buCSlkKTJEnSFHE7ZkmSpI6bxPV/2+J2zJIkSZpaVoYlSZI6bhLX/21LJ5Ph73xg+Pbtr55u0VyS5jbuGHqOrYd2jkUcGj+f+vAThp7jzBVoALhv2W0NNC06mQxLkiTpuElc5aEtlj8lSZI0tawMS5IkdZyrSQxmZViSJElTq9VkOMmBJJctGdue5IYkH0vymSS3J3l53/XXJrkzSSV5UpvxSpIkqdvabpOYA2aBm/rGZultuXykqu5Ish74ZJKbqupe4H8C1wMHWo5VkiSpExZslBio7TaJvcDlSdYCJNkArAc+WlV3AFTVEeAe4Lzm/A+r6o9bjlOSJElToNVkuKqOArcCW5qhWWBPVX3z15UklwBrgLvajE2SJKmrFlo8Js0oXqBbbJWg+Tq3eCHJ+cB7gFdV1SP6eSbZlmQ+yfwH77tzxYKVJElSd40iGd4PbE6yCVhXVQcBkpwDvB94U1V9/JFOWlW7qmqmqmZ+7KwLVzZiSZKkCVYtHpOm9WS4qo7RexluN01VOMkaYB/w7qq6pu2YJEmSNJ1Gtc7wHLARuLo5fxnwPOCKJLc1x8UASX4uyWHgAuD2JL8xkoglSZImlD3Dg41kB7qq2gek7/wq4KoB9/4y8MsthSZJkqQp4nbMkiRJHbeQk98zrdyOWZIkSVPLyrAkSVLHuQPdYJ1Mhp925l8PPcenFx67ApFIkuY27hh6jq2Hdo5FHFpZf7DmMUPP8eSHVyAQTbVOJsOSJEk6zrrwYPYMS5IkaWpZGZYkSeq4SVz/ty1WhiVJkjS1Wk2GkxxIctmSse1JbkjysSSfSXJ7kpf3XX9vks8n+XSS3UnObDNmSZIkdVfbleE5YHbJ2CzwNuCnq+r7gC3ALyV5fHP9vcAzgWcB64DXtBSrJElSJyxQrR2Tpu1keC9weZK1AEk2AOuBj1bVHQBVdQS4BzivOb+hGsCtwAUtxyxJkqSOajUZrqqj9BLaLc3QLLCnSXQBSHIJsAa4q//Zpj3iFcCN7UQrSZLUDdXiMWlG8QJdf6vEbHMOQJLzgfcAr6qqpS8+XkmvgnzzcpMm2ZZkPsn8tcf+eOWjliRJUueMIhneD2xOsglYV1UHAZKcA7wfeFNVfbz/gST/il7bxOsGTVpVu6pqpqpm/s+zN6xa8JIkSZNmocVj0rS+znBVHUtyANhNUxVOsgbYB7y7qq7pvz/Ja4DLgM3LVIslSZKkR21U6wzPARuBq5vzlwHPA65IcltzXNxc+zXg24GPNeNuLi9JkvQIuJrEYCPZga6q9gHpO78KuGrAve6SJ0mSpFVhoilJktRxk1evbY/bMUuSJGlqWRmWJEnqOFcgGKyTyfCfPXjW8JOcPvwUkqSVMbdx+Hentx7aORZx6Lh7Txs+RXvSw8P/Jbf/lz/dOpkMS5Ik6biya3gge4YlSZI0tawMS5IkdZw9w4NZGZYkSdLUajUZTnIgyWVLxrYnuSHJx5J8JsntSV7ed/2dSQ4143uTnN1mzJIkSequtivDc8DskrFZ4G3AT1fV9wFbgF9K8vjm+s9X1caqejbwp8BrW4tWkiSpA9yOebC2k+G9wOVJ1gIk2QCsBz5aVXcAVNUR4B7gvOb8q829AdbhJiqSJElaIa0mw1V1FLiVXvUXelXhPVX1zQQ3ySXAGuCuvrHfBP438EzgV1oLWJIkqQOqxWPSjOIFuv5WidnmHIAk5wPvAV5VVd988bGqXkWvgvw54OUsI8m2JPNJ5m+8787Vil2SJEkdMopkeD+wOckmYF1VHQRIcg7wfuBNVfXxpQ9V1cPAHuCly01aVbuqaqaqZracdeHqRS9JkjRh7BkerPVkuKqOAQeA3TRV4SRrgH3Au6vqmsV703Ph4mfgHwD/q+2YJUmS1E2j2nRjDriW4+0SLwOeBzwxyRXN2BXA7cC7mqpxgEPAz7YaqSRJ0oRz043BRpIMV9U+esnt4vlVwFUDbn9uK0FJkiRp6rgdsyRJUsfVBPbytsXtmCVJkjS1rAxLkiR1nD3Dg3UyGb7njNOHnuNM/zZBkjplbuOOoefYemjnWMTRFc98YPi/oH4wJ79HOpFOJsOSJEk6zp7hwewZliRJ0tSyMixJktRx9gwPZmVYkiRJU6vVZDjJgSSXLRnbnuSGJB9L8pkktyd5+TLP/kqSY+1FK0mSpK5ru01ijt4WzDf1jc0CbwCOVNUdSdYDn0xyU1XdC5BkBnh8y7FKkiR1wkL5At0gbbdJ7AUuT7IWIMkGYD3w0aq6A6CqjgD3AOc195wOvB34ly3HKkmSpI5rNRmuqqPArcCWZmgW2FN1/NeVJJcAa4C7mqHXAtdV1ZfajFWSJKkrqsVj0oziBbrFVgmar3OLF5KcD7wHeFVVLTQtEz8F/MrJJk2yLcl8kvnf++s7ViFsSZIkdc0okuH9wOYkm4B1VXUQIMk5wPuBN1XVx5t7nwNcCNyZ5I+Bs5LcudykVbWrqmaqauZHvu2iVf8mJEmSJsUC1doxaVpfZ7iqjiU5AOymqQonWQPsA95dVdf03ft+4DsWz5Mcq6oL241YkiRJXTWqTTfmgGs53i7xMuB5wBOTXNGMXVFVt40gNkmSpE5xO+bBRpIMV9U+IH3nVwFXncJzZ69mXJIkSZoubscsSZLUcW7HPJjbMUuSJGlqWRmWJEnquElc5aEtnUyGP3j6saHn+PGHbE+WJH2ruY07hp5j66GdYxHHODi6AlnIuQ8PP8cKTKEJZpuEJElSx1WL/xlGkick+VCSO5qv5y5zz8VJPpbkM0luT/Lyvmu/leSPktzWHBef7M80GZYkSdK4eCPw4aq6CPhwc77UfcBPV9X3AVuAX0ry+L7rr6+qi5vjpMv0drJNQpIkScdN0GoSLwae33x+F3AAeEP/DVX1hb7PR5LcA5wH3Pto/kArw5IkSRoX315VXwJovj75RDcnuQRYA9zVN/yWpn3iHUnWnuwPbDUZTnIgyWVLxrYnuWElez8kSZI0Gkm2JZnvO7Ytuf4/knx6mePFj/DPOR94D/Cqqlosfv8C8EzgB4AnsKSqvJy22yTm6G3BfFPf2Cy9QI9U1R1J1gOfTHJTVS2Wu19fVXtbjlWSJKkTqtpbWq2qdgG7TnD9RwddS/LnSc6vqi81ye49A+47B3g/8Kaq+njf3F9qPt6f5DeBf3GyeNtuk9gLXL5Ysk6yAVgPfLSq7oBe7we9b/y8lmOTJEnSaF0HvLL5/ErgfUtvSLIG2Ae8u6quWXLt/OZrgJcAnz7ZH9hqMlxVR4Fb6b35B72q8J7q+3VlJXo/JEmSdNwC1doxpLcCL0xyB/DC5pwkM0l+o7nnZcDzgCuWaaN9b5JPAZ8CngS8+WR/4ChWk1hslXhf8/UfL17o6/145ZLej/9NL0HeRa+l4m+sWN70o2wD+P4nbOS7zt6wet+BJEmSVlxTON28zPg88Jrm81XAVQOef8Ej/TNHsZrEfmBzkk3Auqo6CCfu/aie+4HfBC5ZbtKq2lVVM1U1YyIsSZJ03EKLx6RpPRmuqmP01ozbTa9KvOK9H5IkSdKpGNWmG3PAtfTaJOB478cTk1zRjF3R7Bry3iTnAQFuA/5py7FKkiRNtGG3Se6ykSTDVbWPXnK7eL6ivR+SJEnSqXA7ZkmSpI5bgVUeOsvtmCVJkjS1rAxLkiR1XJs70E2aTibDly6cPeoQJEla1tzGHUPPsfXQ31hufyRxDOtxDw8/x2krkePl5LeouzqZDEuSpMHGIRFWuyZx/d+22DMsSZKkqWVlWJIkqeNcZ3gwK8OSJEmaWq0mw0kOJLlsydj2JDck+ViSzyS5PcnL+64nyVuSfCHJ55L8XJsxS5IkTboFqrVj0rTdJjFHbwvmm/rGZoE3AEeq6o4k64FPJrmpqu4FrgCeCjyzqhaSPLnlmCVJktRRbbdJ7AUuT7IWIMkGYD3w0aq6A6CqjgD3AOc1z/wssLOqFprr97QcsyRJkjqq1WS4qo4CtwJbmqFZYE/1rQSd5BJgDXBXM/RdwMuTzCf5QJKL2oxZkiRp0lVVa8ekGcULdIutEjRf5xYvJDkfeM//396dx0tR3ekf/zwgi6iIolFcUYOTRQGVqHEHRuPExCVRFBWFqDhOXOdlJonjmPycmYzJxBg1mXEgKoqKiojJxHWi4jK4IbKoUYiIyoAaDYZFReB+f39U3dC5uc2tpvr2+rx51Yvq01VPn+5bt/vc06fqAGNae4KBHsDHETEEGA/c0F6opLFpg3nG/66Y32mVNzMzM7PGUY3G8D3AcEl7AxtHxEwASb2Be4FLI+Lpgu0XAVPS9anAwPZCI2JcRAyJiCEHburOYzMzM7NWPoGuuIo3hiNiBTCNpId3EoCk7iQN3ZsjYnKbXe4BhqXrhwLzKlNTMzMzM2t01Zp0YxJwN+uGS4wADgH6Shqdlo2OiFnAFcCtki4CVgBnVriuZmZmZnXNk24UV5XGcERMBVRw+xbgliLbfgAcVaGqmZmZmVkT8XTMZmZmZg2upQ6v8lApno7ZzMzMzJqWe4bNzMzMGpz7hYtryMbwpi0db2NmZlavJg26LHfGyNmXV70Om7Tkb6KtUcfbdGQ1ZQixutWQjWEzMzMrLm9D2OpPPV7/t1I8ZtjMzMzMmpZ7hs3MzMwanHuGi3PPsJmZmZk1rYr2DEuaBvxbRDxYUHYhcASwBdAbWAv8a0Tckd7/BLBZuvmngGcj4thK1tvMzMysnoWvM1xUpYdJTCKZgvnBgrKTgG8DiyNivqTtgOclPRgRH0TEwa0bSpoC/LKiNTYzMzOzhlXpYRJ3AV+R1ANAUn9gO+DxiJgPEBGLgXeBrQt3lLQZMAy4p4L1NTMzM7MGVtHGcES8DzwLHJkWnQTcEQV995L2BboDr7XZ/Tjg4YhYVom6mpmZmTWKFqJiS72pxgl0rUMlSP+f1HqHpH7ARGBMRLSdOmNk4bZtSRoraYakGdNWzi9zlc3MzMysEVWjMXwPMFzS3sDGETETQFJv4F7g0oh4unAHSX2BfdP72xUR4yJiSEQMOWyTAZ1XezMzM7M6ExX8V28q3hiOiBXANOAG0p5eSd2BqcDNETG5nd1OAH4dER9Xqp5mZmZm1viqdZ3hScAg4Pb09gjgEGC0pFnpMrhg+z8bTmFmZmZm2UVExZZ6U5UZ6CJiKqCC27cAt6xn+8MqUC0zMzMzazKejtnMzMyswdXjVR4qxdMxm5mZmVnTcs+wmZmZWYOrx7G8ldKQjWH/uM3MzIqbNOiy3BkjZ1+eO+POgfnrYZZXQzaGzczMzGwdjxkuzmOGzczMzKxpuWfYzMzMrMHV48xwleKeYTMzMzNrWhVtDEuaJulLbcoulHSfpKckvSRpjqQTC+4fLmlmOivdk5I+Xck6m5mZmdW7loiKLfWm0j3Dk0imVi50EvBD4LSI+DxwJPBTSX3S+/8TOCUiBgO3AZdWqrJmZmZm1tgq3Ri+C/iKpB4AkvoD2wGPR8R8gIhYDLwLbJ3uE0DvdH1zYHEF62tmZmZmDayiJ9BFxPuSniXp/f0lSa/wHVFwJWhJ+wLdgdfSojOB+yR9BCwD9q9knc3MzMzqnU+gK64aJ9AVDpU4Kb0NgKR+wERgTES0pMUXAV+OiB2AG4GftBcqaaykGZJmTFs5v9Mqb2ZmZmaNoxqN4XuA4ZL2BjaOiJkAknoD9wKXRsTTadnWwKCIeCbd9w7ggPZCI2JcRAyJiCGHbTKg05+EmZmZWb3wCXTFVbwxHBErgGnADaS9wpK6A1OBmyNicsHmS4HNJe2e3j4c+G3lamtmZmZmjaxak25MAu5m3XCJEcAhQF9Jo9Oy0RExS9JZwBRJLSSN429UurJmZmZm9cxjhourSmM4IqYCKrh9C3DLeradWqGqmZmZmVkT8XTMZmZmZg2uHsfyVoqnYzYzMzOzpuWeYTMzM7MG5zHDxbkxXMT9G63InTF5yXO5M0b22y93xlmruubOOLvljdwZ9/XbPHfGVkN75s64cmrvjjfqQN8WdbxRB97vkv+Nadc1+euxNncCdCvDe2zPMnyFt6JL/tejHDYqw+vRq6Wl44068Eb3/F/+jTk4/6Sfcx/eMnfGM93z/+5/0CX/a/qZT/K/pu+X4ZN38zL84m7Sku9AvXPgZbnrMGLO5bkz7ihDPcrxHmb1y41hMzOzJpO3IWz1x2OGi/OYYTMzMzNrWu4ZNjMzM2twHjNcnHuGzczMzKxpZWoMSzpOUkj6TGdXaD11uFBSr2o9vpmZmVm9imip2FJvsvYMjwSeZN30ydVwIeDGsJmZmZmVTYeNYUmbAgcCZ5A2hiUdJukxSXdKmifpCkmnSHpW0lxJu6Xb7SzpYUlz0v93SssnSDq+4DFWFOROk3SXpFck3arE+cB2wKOSHi37q2BmZmZmTSlLz/CxwAMRMQ/4g6S90/JBwAXAnsAoYPeI2Bf4BXBeus3PgJsjYiBwK3BNhsfbi6QX+HPArsCBEXENsBgYGhFDMz0zMzMzMwOghajYUm+yNIZHAren67entwGei4glEbEKeA14KC2fC/RP178I3JauTwQOyvB4z0bEokgGncwqyFovSWMlzZA0Y9rK+Vl2MTMzM7Mmt95Lq0nqCwwD9pAUQFcggPuAVQWbthTcbllPbuufC2tIG+KSBHQv2KYwd21HdfxTcMQ4YBzAjdufWn9/lpiZmZl1kvCkG0V11DN8PMkwh50jon9E7Ai8TrYeXoDprDvp7hSSk/AAFgL7pOvHAN0yZC0HNsv4uGZmZmZmHeqoMTwSmNqmbApwcsb884ExkuaQjCu+IC0fDxwq6VlgP2BlhqxxwP0+gc7MzMysNB4zXNx6hyBExGHtlF1DmxPhCreLiGnAtHR9Ickwi7YZ7wD7FxR9t+2+6e1zC9avBa5dX33NzMzMzErh6ZjNzMzMGpzHDBfn6ZjNzMzMrGm5Z9jMzMyswbW4Z7goNWK3+fU75L+02ltd878uh3y8OnfGbRvnn+P77NVrc2fcv1H+mbC3aFHujDldV3W8UQeGfdK94406MD/L9U86MI+PcmdczJrcGd8rwzzyx63tkztjot7NnTEqPpU74/Fut8+SmQAAFFRJREFUH+fOeHX1H3JnDO22be6Mwavy/87lf/eAbmX4nFnRNf8XmfmPdMpyalDXMmR0KUNFuuZ8Ni3kP77K8XqeOOfy3BkTBl9WhprAWYtuyf+idJJ+fT5XsQbfkg9ertnXoT3uGTYzM2syeRvCVn/CP/OiPGbYzMzMzJqWe4bNzMzMGlwjDostF/cMm5mZmVnT6pTGsKRtJd0u6TVJL0u6T9Lukl7sjMczMzMzs+I8A11xZR8mIUkkUzjfFBEnpWWDgW3K/VhmZmZmZnl0Rs/wUGB1RFzXWhARs4C3Wm9L6i/pCUkz0+WAtLyfpMclzZL0oqSDJXWVNCG9PVfSRZ1QZzMzMzNrQp1xAt0ewPMdbPMucHhEfCxpADAJGAKcDDwYEf8qqSvQCxgMbB8RewBIyn9BUzMzM7Mm4hPoiqvWCXTdgPGS5gKTgc+l5c8BYyR9H9gzIpYDC4BdJV0r6UhgWXuBksZKmiFpxmMr53f+MzAzMzOzutcZjeGXgH062OYi4B1gEEmPcHeAiHgcOAT4P2CipNMiYmm63TTgm8Av2guMiHERMSQihhy6yYByPA8zMzOzhtASUbGl3nRGY/gRoIeks1oLJH0B2Llgm82BJRHRAowinZ1S0s7AuxExHrge2FvSVkCXiJgC/BOwdyfU2czMzMyaUNnHDEdESDoO+Kmk7wAfAwuBCws2+w9giqQTgEeBlWn5YcC3JK0GVgCnAdsDN0pqbbh/t9x1NjMzM2tkHjNcXKfMQBcRi4ER7dy1R3r/fGBgQfl30/KbgJva2c+9wWZmZmZWdp6O2czMzKzB1eNkGJXi6ZjNzMzMrGm5Z9jMzMyswXnMcHFqxBfn/a8emvtJPfD8jrnr8WGN9LuvVf6MlvwR9CjDoda1DBkbt+QPmdZjde6M4au65c6Y0yN3BOf/1aLcGZe9mn+29Z5l+KLqqI/y/2yXdM3/c/l9GboZ+qzNn9GzDO/vq5T/DaRWPmW6VrsCqTL8aMvyXMpRj7y6leHg+KgMn7WjZ12ePwTottWuZfjE7Ry9N9m1Yr+Ky1YuqNnXoT3uGTYzM2sytdAQtsqql+v/StoSuAPoT3I1shHpnBNtt1sLzE1vvhkRR6fluwC3A1sCM4FREfHJ+h6zRvouzczMzMz4DvBwRAwAHk5vt+ejiBicLkcXlP8QuCrdfylwRkcP6MawmZmZWYOLCv7L6RjWXWb3JuDYrDtKEjAMuKuU/d0YNjMzM7NasU1ELAFI//9Uke16Spoh6WlJrQ3evsAHEbEmvb2IZPK29er0McOS+gO/jog9OvuxzMzMzOwvVXLMsKSxwNiConERMa7g/t8A27az6z+W8DA7RcRiSbsCj0iaCyxrZ7sOn3hdnkAnaaOCVr+ZmZmZ1Yi04TtuPff/dbH7JL0jqV9ELJHUD3i3SMbi9P8FkqYBewFTgD4F7cQdgMUd1bdSwyS6Shov6SVJD0naWNLgtGt7jqSpkrYAkDRN0pB0fStJC9P10ZImS/pv4KEK1dvMzMzMKudXwOnp+unAL9tuIGkLST3S9a2AA4GXI7le8KPA8evbv61KNYYHAD+PiM8DHwBfB24Gvh0RA0kujfG9DDlfBE6PiGGdVlMzMzOzBhMRFVtyugI4XNJ84PD0NpKGSPpFus1ngRmSZpM0fq+IiJfT+74N/L2k35GMIb6+owes1DCJ1yNiVrr+PLAb0CciHkvLbgImZ8j5n4j4Q3t3FI5PuXLPAZy+c7+cVTYzMzOzSoqI94Hh7ZTPAM5M16cDexbZfwGwbymPWanG8KqC9bVAn/Vsu4Z1PdY929y3sthOheNTyjEDnZmZmVmjKMMlzxpWtS6t9kdgqaSD09ujgNZe4oXAPun68ZiZmZmZdZJqXk3idOA6Sb2ABcCYtPzHwJ2SRgGPVKtyZmZmZo2iDGN5G1anN4YjYiGwR8HtHxfcvX87278CDCwoujQtnwBM6Iw6mpmZmVlzqsvrDJuZmZlZdu4ZLs7TMZuZmZlZ03LPsJmZmVmDc79wce4ZNjMzM7PmVckZSWppAcY6wxnOcIYznNGIGbVQB2d4qZelmXuGxzrDGc5whjOc0aAZtVAHZ1hdaObGsJmZmZk1OTeGzczMzKxpNXNjeJwznOEMZzjDGQ2aUQt1cIbVBaWDws3MzMzMmk4z9wybmZmZWZNrusawpE2qXQczMzMzqw1N0xiWdICkl4HfprcHSfqPKlfLzMzMzKqoaRrDwFXAl4D3ASJiNnBI3lBJh5ewbW9Ju7VTPrCEjG0lbZuuby3pa5I+n3X/Ipk/yLn/Lmk9PlPCPjtJ6pmuS9IYSddKOkdSpmnCJR3dmpGHpEMk/VW6fpCkiyUdVWLGppKOl3SRpPMkHSkp8++XpI0knS3pAUlzJM2WdL+kv5XUrdTn1E5+phM/JHVN6/HPkg5sc9+lGTN6SfoHSd+S1FPSaEm/kvQjSZtuSP3T3Hklbj+wYL2bpEvTevxAUq+MGedK2ipd/7SkxyV9IOkZSXtmzLhb0qk5n/uukm6Q9C/psTZe0ouSJkvqnzGji6RvSLo3Pb6el3S7pMNKqIeP045zfZzmOE4Lsh7OUtZBxgVKPncl6XpJMyUdUcL+XSX9ppTHtPrUTI1hIuKtNkVryxB7fZaNJI0AXgGmSHpJ0hcK7p6QMeNs4CngaUnnAL8GvgLcLemMjBnXtFmuBf6u9XbGjHsK1o8BHgG+CvxS0ugsGcB9rDv+rgCOAp4BvkD2M3bvABZJmijpy5K6ZtzvTyT9NH38iZL+GfgRsDFwkaR/z5gxAngUOBI4F9gXGAXMyvpBBEwEBgPfB75M8nr8P2AQcEvGemxZZOmbZmbxX8ChJH80XiPpJwX3fS1jxgRgG2AX4F5gCPBjQMB/ZgmQtFzSsnRZLmk5sFtreQn1aHUF8GngSpKf73UZM86JiPfS9auBqyKiD/DtEjL2A44F3pR0p6TjJHXPuG+rCcBzwArgaZL3kr8BHgBuyJhxPbAT8G8kx+u9admlks7LmOHjtICP078wgZzHafqHyZbAVpK2KDg++gPblVifb0TEMuAIYGtgDMlrnElErAU+lLR5iY9r9abaU+BVagHuAg4AZgLdgYuB2zPu+6siy38DKzNmzAL6pev7krxJfC29/ULGjLlAL6AvyZvNtmn5FsCsjBmLSD60TgNOT5fft65nzHihYH06sEu6vhUwO2PGywXrzwNdCm5nzXghfe5nAQ8D75C88R9awnHxEsmHXy9gKdArLe8GvJgxY07BflsBD6brA4HpGTNeXc998zJmrAUWAK8XLK23P8n6XArWNyL5w+RuoEcJx+ms9H8Bb7PuqjUqzO8g41rgZmCbgrLXs/5c2zlOZwHdNqAerxasP1fstcpSD2Azkj+S7kt/524EjtiA5/Jmsfuy/mzT20+n//cAfuvj1MdpjRynF6THwqo2x8ls4NwSX9s56f9XA8eVUo+CjDuBN0n+cLymdSklw0vtL5m+jm4Qf0vyC7E9SYPwIeCbGfc9GDiVpAFaSCQN2yw2ioglABHxrKShwK8l7QBkvb7dmoj4kOQv1dci4u00b6mkrBmfAy4n6cX8VkT8n6TvRcRNGfenTX03iojX03q8J6klY8ZbkoZFxCPAQmBH4I20dyhzPSJiKTAeGK9k+MgI4ApJO0TEjhkzoqDerc+thezfnAj4KF1fCXwqDZ4jqXfGjKWSTgCmREQLJF9rAyeQNNKzWAAMj4g3/6KCUttvRYr5U09QRKwBxkq6jKT3v6SvT9PX9b6I5BMlvZ3pOI2I8yTtA0xKv4n4Gdl/T1ptLuk4kp9jj4hYXWo9gLskTSD5nZkq6UKSRtdwkg/ILFqf/3KSntWJac/XCOA7JO9FHWmRtDuwOdBL0pCImCHp00DWb0RWS9otIl6TtDfwSVqvVSW8Hj5O/3xfH6d/LvdxGhFXA1dLOi8irs1Y92Kel/QQSe//dyVtRvLeXop708UaWbVb4/WwAPcDQ4vc93jGjOnAbm3KNiPp0VyVMWMG63oNdigo70nG3tSCffYh+ar0YmBhifuuAZYBy4HVrOuh7k72Xogd08d/nKSHfSnJB9kLJB+UWTJmrue+nTNm/BB4kuSrvX9P6/KPJG/812XMuAJ4ELgEeAK4JC3fEngpY0Z/kmEfvwfmpcu7adkuGTO+CQwqct95GTNuAY5sp/xMYHXGjF8Am7ZTvhvwZInHWhfg/PR1XVzivje2WbZJy7cFHi4hZzTJEJ730mP+ZeAHwOYZ98/0HtFBxnDgVZITgA8CpgC/S4+RYzJmDCNpGM0j6WnbLy3fGviRj1Mfp7VwnLbJOwA4meSbzNOA0zbg57I30Ce9vSUwMO/z9NJ4S9NMuiFpF+A8kjfzP/WIR8TRGfb9OXBbRPxvjse/F7giIp5oU94NGBERt2bIuAG4ISKebFO+PfDZiOhwoL+kn5E8l+mSBPwd8MWIOLWE59Lu6yGpT1qPpzLWYxJJI3gAyc9kEclXfJn+cldydZAzI2J61rq3k/Fz4HaSr2efUXKC43EkjYa7stQlzXgb+JDkj5LfpOVdSP54WVVinfqSfGX7Xocb1xlJig1405HUD9grIu7rhGrVJSUnTC2NZFxj1n0E9C3HseXjtN39fJy2sSHHabrfRJI/TGax7vyeiIjzS8g4kGQ4zEpJp5I0jK+OiDdKyHiddnr7I2LXrBlWB6rdGq/UQjLe6HxgKMmJF4eScWwpyRimp0i+zv8hMHgDHt8ZjZ/xxoZmdJB/uDOcUSsZQG/afMuVlmfucXOGMzLk/JZ0HPeGLiTnc4jkBM856Xv1YyVm9C1YtgcuBC7PUy8vtbdUvQIVe6LwTBkydiY5O/eF9Bf1MmD3MmQMqJF6OKPKGUVy33SGM2ohg2T86GKS3rqXgC8U3Fd02JIznJE1o2D7yaQnnec4rmem/18GnLEh9SiSW9IwGi+1vzTTMImTSb6Of4jkLFUAImLmBubtRXKpmIERUfIlvZzhjDbb/6rYXcCwiOhw5kRnOKMCGbOAv4mIJZL2JbmSwiURcbekFyJiL2c4I09GQdajJJfxe5Y//8zucGhjQcZjJJd1G0Myr8DvSYZNZL3kJenJpq26kFyC75yIGJQ1w2pfM11NYk+Sy8UMY93ZpJHeziQd33skcBLJiQKPkVxjMzNnOKOIclyxxBnO6OyMclwVxxnOyOL7JW7fnhNJTsA7IyLelrQTyYnSpbiyYH0NyZC6EWWom9WSandNV2ohua5v9w3c93CSXr53SK42cAqwiTOcUcaMclyxxBnO6OyMclwVxxnO8OKlppZm6hmeDfQhucRLqS4BbgMujog/bODjO8MZ67OA9LqvbUVE1mnDneGMzs5YSjIL2GsF+y6XdCTZe8uc4YwOKZnNr7U3uTvJREgrIyLrtduRtD/JxCifTTO6AisiIvOMckpmn/seyTALSL7xuzwi/pg1w2pfM40ZnkYyI9hzbOD4I7POIukCkuEV/Uiu2TopImY5wxnOcEYzZawn+1hg34i4pIR9ZqT1mUwy1vc0khPWS8mYArwItE5MNYrkOtlZp/22OtBMjeFD2yuPiMcqXRezYiTtTPLmfRLJZCqTSKYNn+cMZ9R4xqSImO8MZ5Qjo0ju0xGxfwnbz4iIIZLmRMTAtGx6RBxQQsasiBjcUZnVuWqP0/DixUv7C7AXyWXa1jrDGc5wRjNlAF8rWI4nmenzqRIzHicZHnEz8CPgIkqfrfUp4KCC2weWWg8vtb906bi5XN8kPZn+v1zSsoJluaRl1a6fWSFJ3SR9VdKtJCc8zQO+7gxnOMMZzZQBfLVg+RLJFNPHlJgximSc8LnASmDHDajHOcDPJS2UtBD4GXB2iRlW4xp+mIRKvLahWTVIOhwYCRxFcl3N24F7ImKlM5zhDGc0S0atkdSDpGd6N5KT8P9IMi305VWtmJVVMzSGZ0bE3h1vaVY9Si4wfxswJTbwihTOcIYznFHvGQVZO5BcCeJAkqtKPAlcEBGLMuw7l/Vc1zjS8cMZ6/EA8AEwE1hbkHFl0Z2s7jRDY3gR8JNi90dE0fvMzMys8iT9D0nDemJadCpwSkQcnmHfAcA2wFtt7toZWBwRvyuhHi9GxB5Zt7f61PBjhknGC21KcuHv9hYzMzOrLVtHxI0RsSZdJgBbZ9z3KmBZRLxRuAAfpveVYrqkzNM3W31qhkk3lnhsj5mZWV15T9KpJJdlg2Qs8vsZ9+0fEXPaFkbEDEn9swQUDLXYCBgjaQHJHAVKorIPtbDa1wyNYVW7AmZmZlaSb5BcueEqkkbp9LQsi57ruW/jjBlfybidNYBmGDO8Zd6B/GZmZlYfJE0CHomI8W3KzwCOiIgTq1Mzq1UN3xg2MzOz+iJpF+A8oD8F32JHxNEZ9t0GmAp8AjyfFg8hmYDjuIh4u9z1tfrmxrCZmZnVFEmzgeuBuUBLa3lEPFZCxlCg9UoQL0XEI2WtpDUMN4bNzMyspkh6JiL2q3Y9rDm4MWxmZmY1RdLJwADgIZKrOAAQETOrVilrWM1wNQkzMzOrL3sCo4BhrBsmEelts7Jyz7CZmZnVFEmvAAMj4pNq18UaXzPMQGdmZmb1ZTbQp9qVsObgYRJmZmZWa7YBXpH0HOvGDEdEHFPFOlmD8jAJMzMzqymSDi28CRwEjIyIz1epStbAPEzCzMzMakp6PeE/AkcBE4DhwHXVrJM1Lg+TMDMzs5ogaXfgJGAk8D5wB8m32EOrWjFraB4mYWZmZjVBUgvwBHBGRPwuLVsQEbtWt2bWyDxMwszMzGrF14G3gUcljZc0nGTMsFmncc+wmZmZ1RRJmwDHkgyXGAbcBEyNiIeqWjFrSG4Mm5mZWc2StCVwAnBiRHgGOis7N4bNzMzMrGl5zLCZmZmZNS03hs3MzMysabkxbGZmZmZNy41hMzMzM2tabgybmZmZWdP6/3uajKWsRNL5AAAAAElFTkSuQmCC
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">unbalance</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas_profiling</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># profile = data.profile_report(title=&#39;credit fradu detector&#39;)</span>
<span class="c1"># profile.to_file(&#39;path&#39;)</span>
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<h3 id="EDA">EDA<a class="anchor-link" href="#EDA">&#182;</a></h3><ol>
<li>data skewed</li>
<li>0.17% unbalance</li>
<li>no missing data</li>
<li>time amount</li>
<li>v1 ~ v28 pca</li>
</ol>

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<h2 id="data-cleaning">data cleaning<a class="anchor-link" href="#data-cleaning">&#182;</a></h2>
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<p>0.4:0.6 0.:0.5</p>

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<h2 id="Unbalance--Label">Unbalance--Label<a class="anchor-link" href="#Unbalance--Label">&#182;</a></h2>
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<ul>
<li>collect more data</li>
<li>using weight</li>
<li>chage metric</li>
<li>sampling</li>
</ul>

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<h2 id="metric">metric<a class="anchor-link" href="#metric">&#182;</a></h2>
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<h2 id="sampling">sampling<a class="anchor-link" href="#sampling">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="s1">&#39;bar&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x12f93ea58&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">1</span> <span class="mi">100</span>  <span class="mi">1000</span>
<span class="mi">0</span> <span class="mi">1000</span> <span class="mi">1000</span>
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<span class="mi">99000</span>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">正负样本</span> <span class="mi">1</span><span class="p">:</span><span class="mi">1</span> <span class="mi">4</span><span class="p">:</span><span class="mi">6</span>
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