Predicting+new+loans.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Predicting new loans</title>

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

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.6 (http://getbootstrap.com)
 * Copyright 2011-2015 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !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: thin dotted;
  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: thin dotted;
  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: thin dotted;
  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 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
.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;
}
.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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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 {
  /* 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;
}
@-moz-document url-prefix() {
  div.inner_cell {
    overflow-x: hidden;
  }
}
/* 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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.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: 20ex;
  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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#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;
}
.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;
}
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;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#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;
}
#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 {
  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-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 .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.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 .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>


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

div#notebook {
  overflow: visible;
  border-top: none;
}

@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

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

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

<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Applying-predictions-to-new-data">Applying predictions to new data<a class="anchor-link" href="#Applying-predictions-to-new-data">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">joblib</span>
<span class="n">clf</span><span class="o">=</span><span class="n">joblib</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;decisiontree.p&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">time</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">display</span> <span class="c1"># Allows the use of display() for DataFrames</span>

<span class="c1"># Import supplementary visualization code visuals.py</span>
<span class="kn">import</span> <span class="nn">visuals</span> <span class="k">as</span> <span class="nn">vs</span>

<span class="c1"># Pretty display for notebooks</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans</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;new_loans.csv&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[4]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>member_id</th>
      <th>loan_amnt</th>
      <th>funded_amnt</th>
      <th>term</th>
      <th>int_rate</th>
      <th>exp_default_rate</th>
      <th>service_fee_rate</th>
      <th>installment</th>
      <th>grade</th>
      <th>...</th>
      <th>sec_app_earliest_cr_line</th>
      <th>sec_app_inq_last_6mths</th>
      <th>sec_app_mort_acc</th>
      <th>sec_app_open_acc</th>
      <th>sec_app_revol_util</th>
      <th>sec_app_open_il_6m</th>
      <th>sec_app_num_rev_accts</th>
      <th>sec_app_chargeoff_within_12_mths</th>
      <th>sec_app_collections_12_mths_ex_med</th>
      <th>sec_app_mths_since_last_major_derog</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>111876788</td>
      <td>120425507</td>
      <td>2000.0</td>
      <td>1650.0</td>
      <td>36</td>
      <td>7.21</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>61.95</td>
      <td>A</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>1</th>
      <td>111868402</td>
      <td>120417120</td>
      <td>9000.0</td>
      <td>8650.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>298.89</td>
      <td>B</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>2</th>
      <td>112017019</td>
      <td>120565736</td>
      <td>8000.0</td>
      <td>7125.0</td>
      <td>36</td>
      <td>14.08</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>273.74</td>
      <td>C</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>3</th>
      <td>111549780</td>
      <td>120064497</td>
      <td>7800.0</td>
      <td>4875.0</td>
      <td>36</td>
      <td>21.45</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>295.68</td>
      <td>D</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>4</th>
      <td>111718954</td>
      <td>120270828</td>
      <td>12000.0</td>
      <td>9100.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>422.01</td>
      <td>C</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>5</th>
      <td>112705560</td>
      <td>121335400</td>
      <td>13000.0</td>
      <td>12025.0</td>
      <td>36</td>
      <td>18.06</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>470.38</td>
      <td>D</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>6</th>
      <td>112722043</td>
      <td>121351760</td>
      <td>4000.0</td>
      <td>2825.0</td>
      <td>36</td>
      <td>7.21</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>123.90</td>
      <td>A</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>7</th>
      <td>112156293</td>
      <td>120758009</td>
      <td>6000.0</td>
      <td>3550.0</td>
      <td>36</td>
      <td>19.03</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>220.03</td>
      <td>D</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>8</th>
      <td>112443397</td>
      <td>121071017</td>
      <td>4475.0</td>
      <td>4325.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>155.24</td>
      <td>C</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>9</th>
      <td>112888880</td>
      <td>121535600</td>
      <td>9250.0</td>
      <td>8925.0</td>
      <td>36</td>
      <td>13.59</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>314.31</td>
      <td>C</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>10</th>
      <td>112706451</td>
      <td>121336256</td>
      <td>4300.0</td>
      <td>1500.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>149.17</td>
      <td>C</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>11</th>
      <td>111977459</td>
      <td>120526178</td>
      <td>7000.0</td>
      <td>1400.0</td>
      <td>36</td>
      <td>10.42</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>227.26</td>
      <td>B</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>12</th>
      <td>112050937</td>
      <td>120603108</td>
      <td>23650.0</td>
      <td>15750.0</td>
      <td>36</td>
      <td>7.35</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>734.04</td>
      <td>A</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>13</th>
      <td>112444385</td>
      <td>121070076</td>
      <td>7200.0</td>
      <td>3875.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>253.21</td>
      <td>C</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>14</th>
      <td>113098522</td>
      <td>121777247</td>
      <td>12000.0</td>
      <td>11700.0</td>
      <td>36</td>
      <td>9.93</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>386.82</td>
      <td>B</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>15</th>
      <td>112762391</td>
      <td>121409105</td>
      <td>5000.0</td>
      <td>3975.0</td>
      <td>36</td>
      <td>20.00</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>185.82</td>
      <td>D</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>16</th>
      <td>112748987</td>
      <td>121395226</td>
      <td>3500.0</td>
      <td>1200.0</td>
      <td>36</td>
      <td>14.08</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>119.76</td>
      <td>C</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>17</th>
      <td>112432825</td>
      <td>121040009</td>
      <td>10000.0</td>
      <td>3225.0</td>
      <td>36</td>
      <td>13.59</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>339.79</td>
      <td>C</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>18</th>
      <td>113065122</td>
      <td>121716625</td>
      <td>8000.0</td>
      <td>7325.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>281.34</td>
      <td>C</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>19</th>
      <td>111420996</td>
      <td>119935712</td>
      <td>39725.0</td>
      <td>13100.0</td>
      <td>36</td>
      <td>23.88</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1556.03</td>
      <td>E</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>20</th>
      <td>112708070</td>
      <td>121339069</td>
      <td>20000.0</td>
      <td>14550.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>703.34</td>
      <td>C</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>21</th>
      <td>112957697</td>
      <td>121604410</td>
      <td>2500.0</td>
      <td>650.0</td>
      <td>36</td>
      <td>10.42</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>81.17</td>
      <td>B</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>22</th>
      <td>111918090</td>
      <td>120466813</td>
      <td>16000.0</td>
      <td>4750.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>531.36</td>
      <td>B</td>
      <td>...</td>
      <td>12-26-2006 16:00:00</td>
      <td>0</td>
      <td>0</td>
      <td>3</td>
      <td>63.6</td>
      <td>0</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td></td>
    </tr>
    <tr>
      <th>23</th>
      <td>112872264</td>
      <td>121518980</td>
      <td>5000.0</td>
      <td>4625.0</td>
      <td>36</td>
      <td>12.62</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>167.56</td>
      <td>C</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>24</th>
      <td>113086496</td>
      <td>121741499</td>
      <td>5000.0</td>
      <td>4425.0</td>
      <td>36</td>
      <td>12.62</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>167.56</td>
      <td>C</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>25</th>
      <td>113185223</td>
      <td>121870953</td>
      <td>3600.0</td>
      <td>3475.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>126.61</td>
      <td>C</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>26</th>
      <td>112711315</td>
      <td>121340362</td>
      <td>24000.0</td>
      <td>17825.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>832.56</td>
      <td>C</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>27</th>
      <td>112788723</td>
      <td>121435438</td>
      <td>2800.0</td>
      <td>1225.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>97.14</td>
      <td>C</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>28</th>
      <td>111684847</td>
      <td>120199560</td>
      <td>21525.0</td>
      <td>10800.0</td>
      <td>60</td>
      <td>30.75</td>
      <td>16.99</td>
      <td>1.21</td>
      <td>706.36</td>
      <td>F</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>29</th>
      <td>113074560</td>
      <td>121738710</td>
      <td>2000.0</td>
      <td>1350.0</td>
      <td>36</td>
      <td>10.91</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>65.40</td>
      <td>B</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>...</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>
    </tr>
    <tr>
      <th>958</th>
      <td>113489399</td>
      <td>122211748</td>
      <td>35000.0</td>
      <td>5425.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1162.34</td>
      <td>B</td>
      <td>...</td>
      <td>06-13-1994 17:00:00</td>
      <td>0</td>
      <td>8</td>
      <td>19</td>
      <td>71.6</td>
      <td>0</td>
      <td>34</td>
      <td>0</td>
      <td>0</td>
      <td></td>
    </tr>
    <tr>
      <th>959</th>
      <td>113155790</td>
      <td>121838474</td>
      <td>35000.0</td>
      <td>5350.0</td>
      <td>36</td>
      <td>22.91</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1353.20</td>
      <td>E</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>960</th>
      <td>113177552</td>
      <td>121864879</td>
      <td>36000.0</td>
      <td>6325.0</td>
      <td>36</td>
      <td>5.32</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1084.14</td>
      <td>A</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>961</th>
      <td>113494087</td>
      <td>122234936</td>
      <td>36000.0</td>
      <td>5925.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>1266.01</td>
      <td>C</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>962</th>
      <td>112931290</td>
      <td>121578022</td>
      <td>35000.0</td>
      <td>4850.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1162.34</td>
      <td>B</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>963</th>
      <td>111096224</td>
      <td>119541846</td>
      <td>33250.0</td>
      <td>2725.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1104.22</td>
      <td>B</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>964</th>
      <td>111648729</td>
      <td>120163442</td>
      <td>40000.0</td>
      <td>9400.0</td>
      <td>36</td>
      <td>10.91</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1307.85</td>
      <td>B</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>965</th>
      <td>113513994</td>
      <td>122255770</td>
      <td>32000.0</td>
      <td>1350.0</td>
      <td>36</td>
      <td>9.93</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1031.50</td>
      <td>B</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>966</th>
      <td>113231375</td>
      <td>121946091</td>
      <td>35000.0</td>
      <td>4150.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>1214.15</td>
      <td>C</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>967</th>
      <td>113143681</td>
      <td>121825398</td>
      <td>35000.0</td>
      <td>4075.0</td>
      <td>36</td>
      <td>26.30</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1415.78</td>
      <td>E</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>968</th>
      <td>113229319</td>
      <td>121944035</td>
      <td>35000.0</td>
      <td>3900.0</td>
      <td>36</td>
      <td>7.35</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1086.31</td>
      <td>A</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>969</th>
      <td>113127300</td>
      <td>121807470</td>
      <td>40000.0</td>
      <td>8825.0</td>
      <td>36</td>
      <td>30.79</td>
      <td>17.95</td>
      <td>1.66</td>
      <td>1715.42</td>
      <td>G</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>970</th>
      <td>113065405</td>
      <td>121729999</td>
      <td>36000.0</td>
      <td>4700.0</td>
      <td>36</td>
      <td>7.35</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1117.35</td>
      <td>A</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>971</th>
      <td>113162997</td>
      <td>121848450</td>
      <td>35000.0</td>
      <td>3250.0</td>
      <td>36</td>
      <td>23.88</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1370.95</td>
      <td>E</td>
      <td>...</td>
      <td>11-11-2006 16:00:00</td>
      <td>0</td>
      <td>4</td>
      <td>6</td>
      <td>89.1</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>1</td>
      <td></td>
    </tr>
    <tr>
      <th>972</th>
      <td>113482319</td>
      <td>122205378</td>
      <td>36200.0</td>
      <td>4375.0</td>
      <td>36</td>
      <td>17.09</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>1292.26</td>
      <td>D</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>973</th>
      <td>113102596</td>
      <td>121782309</td>
      <td>35000.0</td>
      <td>2950.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1162.34</td>
      <td>B</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>974</th>
      <td>113233191</td>
      <td>121947907</td>
      <td>35000.0</td>
      <td>2800.0</td>
      <td>36</td>
      <td>21.45</td>
      <td>10.49</td>
      <td>1.24</td>
      <td>1326.73</td>
      <td>D</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>975</th>
      <td>113124266</td>
      <td>121803274</td>
      <td>35000.0</td>
      <td>2625.0</td>
      <td>36</td>
      <td>23.88</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1370.95</td>
      <td>E</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>976</th>
      <td>113121884</td>
      <td>121803893</td>
      <td>37225.0</td>
      <td>4800.0</td>
      <td>36</td>
      <td>11.99</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1236.23</td>
      <td>B</td>
      <td>...</td>
      <td>05-10-2002 17:00:00</td>
      <td>0</td>
      <td>1</td>
      <td>23</td>
      <td>61.5</td>
      <td>5</td>
      <td>26</td>
      <td>0</td>
      <td>1</td>
      <td></td>
    </tr>
    <tr>
      <th>977</th>
      <td>113487906</td>
      <td>122217362</td>
      <td>35000.0</td>
      <td>2100.0</td>
      <td>36</td>
      <td>25.82</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1406.82</td>
      <td>E</td>
      <td>...</td>
      <td>03-13-2001 16:00:00</td>
      <td>0</td>
      <td>1</td>
      <td>11</td>
      <td>69.0</td>
      <td>4</td>
      <td>14</td>
      <td>0</td>
      <td>0</td>
      <td></td>
    </tr>
    <tr>
      <th>978</th>
      <td>113098878</td>
      <td>121777668</td>
      <td>40000.0</td>
      <td>6950.0</td>
      <td>36</td>
      <td>7.21</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1238.93</td>
      <td>A</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>979</th>
      <td>113097177</td>
      <td>121775888</td>
      <td>40000.0</td>
      <td>6225.0</td>
      <td>36</td>
      <td>10.91</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1307.85</td>
      <td>B</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>980</th>
      <td>113490815</td>
      <td>122219563</td>
      <td>40000.0</td>
      <td>6200.0</td>
      <td>36</td>
      <td>22.91</td>
      <td>14.69</td>
      <td>1.44</td>
      <td>1546.52</td>
      <td>E</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>981</th>
      <td>113096890</td>
      <td>121775619</td>
      <td>40000.0</td>
      <td>5550.0</td>
      <td>36</td>
      <td>9.93</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1289.38</td>
      <td>B</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>982</th>
      <td>110726699</td>
      <td>119140533</td>
      <td>40000.0</td>
      <td>5525.0</td>
      <td>36</td>
      <td>10.42</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1298.59</td>
      <td>B</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>983</th>
      <td>113513208</td>
      <td>122252691</td>
      <td>38625.0</td>
      <td>2100.0</td>
      <td>36</td>
      <td>7.07</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1193.87</td>
      <td>A</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>984</th>
      <td>113067608</td>
      <td>121732304</td>
      <td>40000.0</td>
      <td>2325.0</td>
      <td>36</td>
      <td>15.05</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>1387.60</td>
      <td>C</td>
      <td>...</td>
      <td>10-08-2006 17:00:00</td>
      <td>4</td>
      <td>3</td>
      <td>22</td>
      <td>49.5</td>
      <td>0</td>
      <td>32</td>
      <td>0</td>
      <td>0</td>
      <td></td>
    </tr>
    <tr>
      <th>985</th>
      <td>113129406</td>
      <td>121808782</td>
      <td>40000.0</td>
      <td>1500.0</td>
      <td>36</td>
      <td>10.91</td>
      <td>3.99</td>
      <td>0.93</td>
      <td>1307.85</td>
      <td>B</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>986</th>
      <td>113496147</td>
      <td>122235011</td>
      <td>40000.0</td>
      <td>1475.0</td>
      <td>36</td>
      <td>16.02</td>
      <td>6.59</td>
      <td>1.05</td>
      <td>1406.68</td>
      <td>C</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>987</th>
      <td>113486281</td>
      <td>122212572</td>
      <td>40000.0</td>
      <td>1325.0</td>
      <td>36</td>
      <td>7.35</td>
      <td>2.06</td>
      <td>0.81</td>
      <td>1241.50</td>
      <td>A</td>
      <td>...</td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
      <td></td>
    </tr>
  </tbody>
</table>
<p>988 rows × 121 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;purpose==&quot;Credit card refinancing&quot;|purpose==&quot;Debt consolidation&quot;&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;term==36&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">finalkeep</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">,</span><span class="s1">&#39;int_rate&#39;</span><span class="p">,</span><span class="s1">&#39;loan_amnt&#39;</span><span class="p">,</span><span class="s1">&#39;installment&#39;</span><span class="p">,</span> <span class="s1">&#39;emp_length&#39;</span><span class="p">,</span> <span class="s1">&#39;home_ownership&#39;</span><span class="p">,</span>
       <span class="s1">&#39;annual_inc&#39;</span><span class="p">,</span><span class="s1">&#39;purpose&#39;</span><span class="p">,</span>
       <span class="s1">&#39;dti&#39;</span><span class="p">,</span> <span class="s1">&#39;delinq_2yrs&#39;</span><span class="p">,</span> <span class="s1">&#39;earliest_cr_line&#39;</span><span class="p">,</span>
       <span class="s1">&#39;inq_last_6mths&#39;</span><span class="p">,</span><span class="s1">&#39;open_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;pub_rec&#39;</span><span class="p">,</span> <span class="s1">&#39;revol_bal&#39;</span><span class="p">,</span>
       <span class="s1">&#39;revol_util&#39;</span><span class="p">,</span> <span class="s1">&#39;total_acc&#39;</span><span class="p">,</span><span class="s1">&#39;collections_12_mths_ex_med&#39;</span><span class="p">]</span>
<span class="n">final</span><span class="o">=</span><span class="n">newloans</span><span class="p">[</span><span class="n">finalkeep</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">keepfeat</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;loan_amnt&#39;</span><span class="p">,</span> <span class="s1">&#39;emp_length&#39;</span><span class="p">,</span> <span class="s1">&#39;home_ownership&#39;</span><span class="p">,</span>
       <span class="s1">&#39;annual_inc&#39;</span><span class="p">,</span><span class="s1">&#39;purpose&#39;</span><span class="p">,</span>
       <span class="s1">&#39;dti&#39;</span><span class="p">,</span> <span class="s1">&#39;delinq_2yrs&#39;</span><span class="p">,</span> <span class="s1">&#39;earliest_cr_line&#39;</span><span class="p">,</span>
       <span class="s1">&#39;inq_last_6mths&#39;</span><span class="p">,</span><span class="s1">&#39;open_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;pub_rec&#39;</span><span class="p">,</span> <span class="s1">&#39;revol_bal&#39;</span><span class="p">,</span>
       <span class="s1">&#39;revol_util&#39;</span><span class="p">,</span> <span class="s1">&#39;total_acc&#39;</span><span class="p">,</span><span class="s1">&#39;collections_12_mths_ex_med&#39;</span><span class="p">]</span>
<span class="n">newloans</span><span class="o">=</span><span class="n">newloans</span><span class="p">[</span><span class="n">keepfeat</span><span class="p">]</span>

<span class="n">newloans</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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

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


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

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>loan_amnt</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2000.0</td>
      <td>7 years</td>
      <td>MORTGAGE</td>
      <td>90000.0</td>
      <td>Credit card refinancing</td>
      <td>23.91</td>
      <td>1</td>
      <td>06-24-2007 17:00:00</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>5524.0</td>
      <td>32.1</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>9000.0</td>
      <td>9 years</td>
      <td>MORTGAGE</td>
      <td>65000.0</td>
      <td>Debt consolidation</td>
      <td>21.01</td>
      <td>5</td>
      <td>08-25-1991 17:00:00</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
      <td>3685.0</td>
      <td>15.2</td>
      <td>39</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>7800.0</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>29135.0</td>
      <td>Debt consolidation</td>
      <td>29.38</td>
      <td>0</td>
      <td>09-18-1999 17:00:00</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>675.0</td>
      <td>18.8</td>
      <td>44</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>13000.0</td>
      <td>3 years</td>
      <td>RENT</td>
      <td>46000.0</td>
      <td>Credit card refinancing</td>
      <td>17.01</td>
      <td>0</td>
      <td>10-29-2013 17:00:00</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>12466.0</td>
      <td>79.9</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>6000.0</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>30000.0</td>
      <td>Debt consolidation</td>
      <td>10.92</td>
      <td>2</td>
      <td>07-29-2004 17:00:00</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>3247.0</td>
      <td>44.5</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>4475.0</td>
      <td>9 years</td>
      <td>RENT</td>
      <td>35000.0</td>
      <td>Credit card refinancing</td>
      <td>17.97</td>
      <td>0</td>
      <td>11-07-2013 16:00:00</td>
      <td>1</td>
      <td>7</td>
      <td>0</td>
      <td>3929.0</td>
      <td>43.7</td>
      <td>9</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>9250.0</td>
      <td>n/a</td>
      <td>OWN</td>
      <td>48000.0</td>
      <td>Debt consolidation</td>
      <td>31.12</td>
      <td>3</td>
      <td>12-07-1993 16:00:00</td>
      <td>2</td>
      <td>17</td>
      <td>0</td>
      <td>11082.0</td>
      <td>34.2</td>
      <td>34</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>4300.0</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>12000.0</td>
      <td>Credit card refinancing</td>
      <td>14.90</td>
      <td>0</td>
      <td>07-29-2000 17:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>1</td>
      <td>3763.0</td>
      <td>54.5</td>
      <td>24</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>7000.0</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>24708.0</td>
      <td>Debt consolidation</td>
      <td>10.20</td>
      <td>0</td>
      <td>12-25-1997 16:00:00</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>6497.0</td>
      <td>52.4</td>
      <td>9</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>23650.0</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>529000.0</td>
      <td>Credit card refinancing</td>
      <td>21.67</td>
      <td>0</td>
      <td>03-23-1997 16:00:00</td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
      <td>312921.0</td>
      <td>49.0</td>
      <td>38</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="change-dates">change dates<a class="anchor-link" href="#change-dates">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans</span><span class="p">[</span><span class="s1">&#39;earliest_cr_line&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">newloans</span><span class="o">.</span><span class="n">earliest_cr_line</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;%m-</span><span class="si">%d</span><span class="s1">-%Y %H:%M:%S&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="p">[</span><span class="s1">&#39;earliest_cr_line&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">earliest_cr_line</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">earliest_cr_line</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">n</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[8]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0     2007
1     1991
3     1999
5     2013
7     2004
8     2013
9     1993
10    2000
11    1997
12    1997
Name: earliest_cr_line, dtype: int64</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39; year&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;s&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;+&#39;</span><span class="p">,</span><span class="s1">&#39;&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;&lt; 1&#39;</span><span class="p">,</span><span class="s1">&#39;0.5&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;n/a&#39;</span><span class="p">,</span><span class="s1">&#39;0&#39;</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">)</span>
<span class="n">newloans</span><span class="o">.</span><span class="n">emp_length</span><span class="o">.</span><span class="n">dtype</span>
</pre></div>

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

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


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


<div class="output_text output_subarea output_execute_result">
<pre>dtype(&#39;float64&#39;)</pre>
</div>

</div>

</div>
</div>

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

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

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


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

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>loan_amnt</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2000.0</td>
      <td>7.0</td>
      <td>MORTGAGE</td>
      <td>90000.0</td>
      <td>Credit card refinancing</td>
      <td>23.91</td>
      <td>1</td>
      <td>2007</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>5524.0</td>
      <td>32.1</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>9000.0</td>
      <td>9.0</td>
      <td>MORTGAGE</td>
      <td>65000.0</td>
      <td>Debt consolidation</td>
      <td>21.01</td>
      <td>5</td>
      <td>1991</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
      <td>3685.0</td>
      <td>15.2</td>
      <td>39</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>7800.0</td>
      <td>0.0</td>
      <td>RENT</td>
      <td>29135.0</td>
      <td>Debt consolidation</td>
      <td>29.38</td>
      <td>0</td>
      <td>1999</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>675.0</td>
      <td>18.8</td>
      <td>44</td>
      <td>0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>13000.0</td>
      <td>3.0</td>
      <td>RENT</td>
      <td>46000.0</td>
      <td>Credit card refinancing</td>
      <td>17.01</td>
      <td>0</td>
      <td>2013</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>12466.0</td>
      <td>79.9</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>6000.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>30000.0</td>
      <td>Debt consolidation</td>
      <td>10.92</td>
      <td>2</td>
      <td>2004</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>3247.0</td>
      <td>44.5</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>4475.0</td>
      <td>9.0</td>
      <td>RENT</td>
      <td>35000.0</td>
      <td>Credit card refinancing</td>
      <td>17.97</td>
      <td>0</td>
      <td>2013</td>
      <td>1</td>
      <td>7</td>
      <td>0</td>
      <td>3929.0</td>
      <td>43.7</td>
      <td>9</td>
      <td>0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>9250.0</td>
      <td>0.0</td>
      <td>OWN</td>
      <td>48000.0</td>
      <td>Debt consolidation</td>
      <td>31.12</td>
      <td>3</td>
      <td>1993</td>
      <td>2</td>
      <td>17</td>
      <td>0</td>
      <td>11082.0</td>
      <td>34.2</td>
      <td>34</td>
      <td>0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>4300.0</td>
      <td>0.0</td>
      <td>RENT</td>
      <td>12000.0</td>
      <td>Credit card refinancing</td>
      <td>14.90</td>
      <td>0</td>
      <td>2000</td>
      <td>1</td>
      <td>8</td>
      <td>1</td>
      <td>3763.0</td>
      <td>54.5</td>
      <td>24</td>
      <td>0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>7000.0</td>
      <td>0.0</td>
      <td>RENT</td>
      <td>24708.0</td>
      <td>Debt consolidation</td>
      <td>10.20</td>
      <td>0</td>
      <td>1997</td>
      <td>0</td>
      <td>5</td>
      <td>1</td>
      <td>6497.0</td>
      <td>52.4</td>
      <td>9</td>
      <td>0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>23650.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>529000.0</td>
      <td>Credit card refinancing</td>
      <td>21.67</td>
      <td>0</td>
      <td>1997</td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
      <td>312921.0</td>
      <td>49.0</td>
      <td>38</td>
      <td>0</td>
    </tr>
    <tr>
      <th>15</th>
      <td>5000.0</td>
      <td>5.0</td>
      <td>RENT</td>
      <td>92000.0</td>
      <td>Debt consolidation</td>
      <td>12.34</td>
      <td>0</td>
      <td>2003</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>447.0</td>
      <td>49.7</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>16</th>
      <td>3500.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>45000.0</td>
      <td>Debt consolidation</td>
      <td>7.97</td>
      <td>0</td>
      <td>2002</td>
      <td>2</td>
      <td>15</td>
      <td>0</td>
      <td>5093.0</td>
      <td>21.0</td>
      <td>29</td>
      <td>0</td>
    </tr>
    <tr>
      <th>17</th>
      <td>10000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>65000.0</td>
      <td>Debt consolidation</td>
      <td>15.66</td>
      <td>1</td>
      <td>1998</td>
      <td>0</td>
      <td>9</td>
      <td>1</td>
      <td>10630.0</td>
      <td>54.2</td>
      <td>21</td>
      <td>0</td>
    </tr>
    <tr>
      <th>18</th>
      <td>8000.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>33000.0</td>
      <td>Debt consolidation</td>
      <td>11.56</td>
      <td>0</td>
      <td>1998</td>
      <td>0</td>
      <td>15</td>
      <td>1</td>
      <td>5079.0</td>
      <td>22.9</td>
      <td>31</td>
      <td>0</td>
    </tr>
    <tr>
      <th>19</th>
      <td>39725.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>120000.0</td>
      <td>Debt consolidation</td>
      <td>31.39</td>
      <td>0</td>
      <td>1988</td>
      <td>1</td>
      <td>18</td>
      <td>0</td>
      <td>31750.0</td>
      <td>56.5</td>
      <td>35</td>
      <td>0</td>
    </tr>
    <tr>
      <th>20</th>
      <td>20000.0</td>
      <td>3.0</td>
      <td>MORTGAGE</td>
      <td>75000.0</td>
      <td>Debt consolidation</td>
      <td>16.93</td>
      <td>0</td>
      <td>2013</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>990.0</td>
      <td>21.1</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>22</th>
      <td>16000.0</td>
      <td>9.0</td>
      <td>RENT</td>
      <td>25000.0</td>
      <td>Debt consolidation</td>
      <td>26.98</td>
      <td>0</td>
      <td>2007</td>
      <td>0</td>
      <td>6</td>
      <td>1</td>
      <td>19324.0</td>
      <td>70.5</td>
      <td>11</td>
      <td>0</td>
    </tr>
    <tr>
      <th>26</th>
      <td>24000.0</td>
      <td>5.0</td>
      <td>RENT</td>
      <td>185000.0</td>
      <td>Debt consolidation</td>
      <td>8.63</td>
      <td>0</td>
      <td>2011</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>11773.0</td>
      <td>21.8</td>
      <td>7</td>
      <td>0</td>
    </tr>
    <tr>
      <th>29</th>
      <td>2000.0</td>
      <td>8.0</td>
      <td>OWN</td>
      <td>30000.0</td>
      <td>Credit card refinancing</td>
      <td>32.12</td>
      <td>3</td>
      <td>2005</td>
      <td>0</td>
      <td>13</td>
      <td>0</td>
      <td>13513.0</td>
      <td>80.4</td>
      <td>21</td>
      <td>0</td>
    </tr>
    <tr>
      <th>30</th>
      <td>15000.0</td>
      <td>0.0</td>
      <td>MORTGAGE</td>
      <td>40000.0</td>
      <td>Debt consolidation</td>
      <td>29.61</td>
      <td>0</td>
      <td>1975</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>4289.0</td>
      <td>32.0</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>32</th>
      <td>10000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>55000.0</td>
      <td>Debt consolidation</td>
      <td>10.58</td>
      <td>0</td>
      <td>2013</td>
      <td>1</td>
      <td>9</td>
      <td>0</td>
      <td>4892.0</td>
      <td>74.1</td>
      <td>12</td>
      <td>0</td>
    </tr>
    <tr>
      <th>34</th>
      <td>15000.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>50000.0</td>
      <td>Credit card refinancing</td>
      <td>27.53</td>
      <td>0</td>
      <td>2011</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>12938.0</td>
      <td>55.8</td>
      <td>21</td>
      <td>0</td>
    </tr>
    <tr>
      <th>37</th>
      <td>16000.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>30000.0</td>
      <td>Debt consolidation</td>
      <td>8.36</td>
      <td>0</td>
      <td>2013</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>9983.0</td>
      <td>28.9</td>
      <td>5</td>
      <td>0</td>
    </tr>
    <tr>
      <th>41</th>
      <td>6000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>21256.0</td>
      <td>Debt consolidation</td>
      <td>27.77</td>
      <td>0</td>
      <td>2001</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>11511.0</td>
      <td>66.2</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>42</th>
      <td>5050.0</td>
      <td>8.0</td>
      <td>RENT</td>
      <td>25000.0</td>
      <td>Debt consolidation</td>
      <td>6.05</td>
      <td>0</td>
      <td>2004</td>
      <td>0</td>
      <td>2</td>
      <td>0</td>
      <td>4258.0</td>
      <td>28.8</td>
      <td>6</td>
      <td>0</td>
    </tr>
    <tr>
      <th>43</th>
      <td>10000.0</td>
      <td>0.0</td>
      <td>MORTGAGE</td>
      <td>50000.0</td>
      <td>Credit card refinancing</td>
      <td>30.72</td>
      <td>0</td>
      <td>1998</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>12504.0</td>
      <td>38.7</td>
      <td>22</td>
      <td>0</td>
    </tr>
    <tr>
      <th>44</th>
      <td>6000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>40000.0</td>
      <td>Credit card refinancing</td>
      <td>48.09</td>
      <td>0</td>
      <td>1993</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>25263.0</td>
      <td>79.7</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>46</th>
      <td>15000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>85000.0</td>
      <td>Credit card refinancing</td>
      <td>29.37</td>
      <td>0</td>
      <td>1993</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>11752.0</td>
      <td>74.0</td>
      <td>15</td>
      <td>0</td>
    </tr>
    <tr>
      <th>48</th>
      <td>13000.0</td>
      <td>2.0</td>
      <td>OWN</td>
      <td>15000.0</td>
      <td>Debt consolidation</td>
      <td>50.80</td>
      <td>0</td>
      <td>2010</td>
      <td>1</td>
      <td>12</td>
      <td>0</td>
      <td>7031.0</td>
      <td>46.6</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>49</th>
      <td>10000.0</td>
      <td>10.0</td>
      <td>OWN</td>
      <td>80600.0</td>
      <td>Debt consolidation</td>
      <td>31.21</td>
      <td>0</td>
      <td>1989</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>34924.0</td>
      <td>76.3</td>
      <td>56</td>
      <td>0</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>
    </tr>
    <tr>
      <th>950</th>
      <td>35000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>205000.0</td>
      <td>Debt consolidation</td>
      <td>10.30</td>
      <td>1</td>
      <td>2003</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>35717.0</td>
      <td>82.5</td>
      <td>36</td>
      <td>0</td>
    </tr>
    <tr>
      <th>951</th>
      <td>36000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>124000.0</td>
      <td>Debt consolidation</td>
      <td>1.81</td>
      <td>0</td>
      <td>2002</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>6438.0</td>
      <td>14.8</td>
      <td>16</td>
      <td>0</td>
    </tr>
    <tr>
      <th>952</th>
      <td>32000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>220000.0</td>
      <td>Credit card refinancing</td>
      <td>24.79</td>
      <td>0</td>
      <td>1992</td>
      <td>0</td>
      <td>28</td>
      <td>0</td>
      <td>142412.0</td>
      <td>27.9</td>
      <td>42</td>
      <td>0</td>
    </tr>
    <tr>
      <th>955</th>
      <td>32000.0</td>
      <td>2.0</td>
      <td>MORTGAGE</td>
      <td>110000.0</td>
      <td>Credit card refinancing</td>
      <td>22.02</td>
      <td>0</td>
      <td>1999</td>
      <td>1</td>
      <td>16</td>
      <td>0</td>
      <td>22172.0</td>
      <td>48.5</td>
      <td>28</td>
      <td>0</td>
    </tr>
    <tr>
      <th>956</th>
      <td>30000.0</td>
      <td>0.5</td>
      <td>RENT</td>
      <td>48000.0</td>
      <td>Credit card refinancing</td>
      <td>36.53</td>
      <td>0</td>
      <td>2006</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>5113.0</td>
      <td>56.2</td>
      <td>13</td>
      <td>0</td>
    </tr>
    <tr>
      <th>957</th>
      <td>31000.0</td>
      <td>2.0</td>
      <td>RENT</td>
      <td>125000.0</td>
      <td>Credit card refinancing</td>
      <td>9.01</td>
      <td>0</td>
      <td>2007</td>
      <td>0</td>
      <td>20</td>
      <td>0</td>
      <td>17658.0</td>
      <td>59.7</td>
      <td>45</td>
      <td>0</td>
    </tr>
    <tr>
      <th>958</th>
      <td>35000.0</td>
      <td>0.0</td>
      <td>MORTGAGE</td>
      <td>0.0</td>
      <td>Credit card refinancing</td>
      <td>9999.00</td>
      <td>0</td>
      <td>1998</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>29543.0</td>
      <td>61.5</td>
      <td>37</td>
      <td>0</td>
    </tr>
    <tr>
      <th>960</th>
      <td>36000.0</td>
      <td>7.0</td>
      <td>RENT</td>
      <td>290000.0</td>
      <td>Credit card refinancing</td>
      <td>21.94</td>
      <td>0</td>
      <td>2001</td>
      <td>0</td>
      <td>16</td>
      <td>0</td>
      <td>103688.0</td>
      <td>24.9</td>
      <td>28</td>
      <td>0</td>
    </tr>
    <tr>
      <th>961</th>
      <td>36000.0</td>
      <td>7.0</td>
      <td>RENT</td>
      <td>132000.0</td>
      <td>Credit card refinancing</td>
      <td>7.09</td>
      <td>0</td>
      <td>2003</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>29814.0</td>
      <td>80.1</td>
      <td>17</td>
      <td>0</td>
    </tr>
    <tr>
      <th>962</th>
      <td>35000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>123000.0</td>
      <td>Debt consolidation</td>
      <td>25.46</td>
      <td>7</td>
      <td>1998</td>
      <td>1</td>
      <td>17</td>
      <td>0</td>
      <td>31317.0</td>
      <td>70.2</td>
      <td>35</td>
      <td>0</td>
    </tr>
    <tr>
      <th>963</th>
      <td>33250.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>205000.0</td>
      <td>Credit card refinancing</td>
      <td>18.41</td>
      <td>0</td>
      <td>2006</td>
      <td>0</td>
      <td>20</td>
      <td>0</td>
      <td>57286.0</td>
      <td>43.8</td>
      <td>34</td>
      <td>0</td>
    </tr>
    <tr>
      <th>965</th>
      <td>32000.0</td>
      <td>1.0</td>
      <td>RENT</td>
      <td>145000.0</td>
      <td>Debt consolidation</td>
      <td>15.62</td>
      <td>0</td>
      <td>2003</td>
      <td>0</td>
      <td>32</td>
      <td>0</td>
      <td>35789.0</td>
      <td>56.8</td>
      <td>55</td>
      <td>0</td>
    </tr>
    <tr>
      <th>966</th>
      <td>35000.0</td>
      <td>6.0</td>
      <td>RENT</td>
      <td>160000.0</td>
      <td>Debt consolidation</td>
      <td>25.93</td>
      <td>0</td>
      <td>2001</td>
      <td>0</td>
      <td>21</td>
      <td>0</td>
      <td>29883.0</td>
      <td>95.2</td>
      <td>30</td>
      <td>0</td>
    </tr>
    <tr>
      <th>968</th>
      <td>35000.0</td>
      <td>6.0</td>
      <td>MORTGAGE</td>
      <td>256000.0</td>
      <td>Credit card refinancing</td>
      <td>22.68</td>
      <td>0</td>
      <td>2001</td>
      <td>1</td>
      <td>28</td>
      <td>0</td>
      <td>205654.0</td>
      <td>30.4</td>
      <td>68</td>
      <td>0</td>
    </tr>
    <tr>
      <th>969</th>
      <td>40000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>120000.0</td>
      <td>Debt consolidation</td>
      <td>24.16</td>
      <td>4</td>
      <td>1997</td>
      <td>3</td>
      <td>16</td>
      <td>0</td>
      <td>18794.0</td>
      <td>35.3</td>
      <td>48</td>
      <td>0</td>
    </tr>
    <tr>
      <th>970</th>
      <td>36000.0</td>
      <td>5.0</td>
      <td>MORTGAGE</td>
      <td>340000.0</td>
      <td>Credit card refinancing</td>
      <td>15.23</td>
      <td>0</td>
      <td>1994</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>187696.0</td>
      <td>73.7</td>
      <td>29</td>
      <td>0</td>
    </tr>
    <tr>
      <th>971</th>
      <td>35000.0</td>
      <td>0.5</td>
      <td>OWN</td>
      <td>60000.0</td>
      <td>Debt consolidation</td>
      <td>14.90</td>
      <td>1</td>
      <td>2007</td>
      <td>1</td>
      <td>12</td>
      <td>0</td>
      <td>12086.0</td>
      <td>79.5</td>
      <td>23</td>
      <td>0</td>
    </tr>
    <tr>
      <th>973</th>
      <td>35000.0</td>
      <td>10.0</td>
      <td>MORTGAGE</td>
      <td>166000.0</td>
      <td>Debt consolidation</td>
      <td>13.97</td>
      <td>0</td>
      <td>2001</td>
      <td>1</td>
      <td>13</td>
      <td>0</td>
      <td>41175.0</td>
      <td>69.9</td>
      <td>21</td>
      <td>0</td>
    </tr>
    <tr>
      <th>974</th>
      <td>35000.0</td>
      <td>1.0</td>
      <td>MORTGAGE</td>
      <td>72000.0</td>
      <td>Credit card refinancing</td>
      <td>17.33</td>
      <td>0</td>
      <td>2006</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>41664.0</td>
      <td>56.7</td>
      <td>15</td>
      <td>0</td>
    </tr>
    <tr>
      <th>975</th>
      <td>35000.0</td>
      <td>4.0</td>
      <td>RENT</td>
      <td>106000.0</td>
      <td>Debt consolidation</td>
      <td>28.81</td>
      <td>0</td>
      <td>2003</td>
      <td>2</td>
      <td>23</td>
      <td>0</td>
      <td>34879.0</td>
      <td>73.4</td>
      <td>29</td>
      <td>0</td>
    </tr>
    <tr>
      <th>976</th>
      <td>37225.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>65000.0</td>
      <td>Credit card refinancing</td>
      <td>27.44</td>
      <td>0</td>
      <td>2000</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>33940.0</td>
      <td>50.4</td>
      <td>24</td>
      <td>0</td>
    </tr>
    <tr>
      <th>977</th>
      <td>35000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>49940.0</td>
      <td>Debt consolidation</td>
      <td>36.82</td>
      <td>0</td>
      <td>2001</td>
      <td>1</td>
      <td>7</td>
      <td>1</td>
      <td>14566.0</td>
      <td>55.2</td>
      <td>23</td>
      <td>0</td>
    </tr>
    <tr>
      <th>978</th>
      <td>40000.0</td>
      <td>6.0</td>
      <td>MORTGAGE</td>
      <td>135000.0</td>
      <td>Debt consolidation</td>
      <td>17.03</td>
      <td>0</td>
      <td>1987</td>
      <td>0</td>
      <td>18</td>
      <td>0</td>
      <td>26473.0</td>
      <td>31.4</td>
      <td>69</td>
      <td>0</td>
    </tr>
    <tr>
      <th>979</th>
      <td>40000.0</td>
      <td>3.0</td>
      <td>MORTGAGE</td>
      <td>96000.0</td>
      <td>Debt consolidation</td>
      <td>14.25</td>
      <td>1</td>
      <td>2000</td>
      <td>0</td>
      <td>11</td>
      <td>1</td>
      <td>24484.0</td>
      <td>66.4</td>
      <td>14</td>
      <td>0</td>
    </tr>
    <tr>
      <th>980</th>
      <td>40000.0</td>
      <td>10.0</td>
      <td>OWN</td>
      <td>103000.0</td>
      <td>Debt consolidation</td>
      <td>13.55</td>
      <td>0</td>
      <td>1991</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>8664.0</td>
      <td>30.9</td>
      <td>41</td>
      <td>0</td>
    </tr>
    <tr>
      <th>981</th>
      <td>40000.0</td>
      <td>6.0</td>
      <td>RENT</td>
      <td>136000.0</td>
      <td>Debt consolidation</td>
      <td>21.34</td>
      <td>0</td>
      <td>2003</td>
      <td>1</td>
      <td>19</td>
      <td>0</td>
      <td>2681.0</td>
      <td>5.3</td>
      <td>46</td>
      <td>0</td>
    </tr>
    <tr>
      <th>983</th>
      <td>38625.0</td>
      <td>4.0</td>
      <td>MORTGAGE</td>
      <td>177000.0</td>
      <td>Debt consolidation</td>
      <td>17.79</td>
      <td>0</td>
      <td>2001</td>
      <td>0</td>
      <td>12</td>
      <td>2</td>
      <td>16607.0</td>
      <td>38.7</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>984</th>
      <td>40000.0</td>
      <td>0.5</td>
      <td>MORTGAGE</td>
      <td>35500.0</td>
      <td>Debt consolidation</td>
      <td>26.89</td>
      <td>0</td>
      <td>2011</td>
      <td>0</td>
      <td>24</td>
      <td>0</td>
      <td>20873.0</td>
      <td>36.2</td>
      <td>29</td>
      <td>0</td>
    </tr>
    <tr>
      <th>985</th>
      <td>40000.0</td>
      <td>5.0</td>
      <td>MORTGAGE</td>
      <td>95000.0</td>
      <td>Debt consolidation</td>
      <td>20.45</td>
      <td>0</td>
      <td>1999</td>
      <td>3</td>
      <td>7</td>
      <td>0</td>
      <td>39812.0</td>
      <td>66.8</td>
      <td>19</td>
      <td>0</td>
    </tr>
    <tr>
      <th>987</th>
      <td>40000.0</td>
      <td>5.0</td>
      <td>RENT</td>
      <td>509000.0</td>
      <td>Debt consolidation</td>
      <td>11.42</td>
      <td>0</td>
      <td>1995</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>23628.0</td>
      <td>58.2</td>
      <td>44</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
<p>726 rows × 15 columns</p>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">imp</span>
<span class="n">imp</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">vs</span><span class="p">)</span>
<span class="n">vs</span><span class="o">.</span><span class="n">distribution</span><span class="p">(</span><span class="n">newloans</span><span class="p">)</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxAAAAF2CAYAAAD+y36TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz
AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4JFW1t9/fEAUEwSFJGkAkKmlEkCBRQJAkF0FQBlEM
+KkXuEpSRjIoCDoXBAVnEEQQJSpwSSMiOachCYMwDAyZGcKQ1vfH2j2nTtHdp7pPd1f3Oet9nnq6
a9euvVdV/WrXzltmRhAEQRAEQRAEQRFGlG1AEARBEARBEAS9QxQggiAIgiAIgiAoTBQggiAIgiAI
giAoTBQggiAIgiAIgiAoTBQggiAIgiAIgiAoTBQggiAIgiAIgiAoTBQgglKRtIOk6yVNk/SmpCcl
XSRpq4yfMZJM0sfLtLVZMvaPGsDf+OTPJL0v6VVJD0o6Q9J6zYZb5ZyvN2j/eEmTM/ujUrzfaCSc
Zuxq5hq7CUkjJJ0kaWp6phcN4H9eSQdJulPSdElvSXpY0q8lLd9GO8dK2rSKe79nP9SRtLSkcZIe
Tfd+hqTbJB0saYGy7WsXmXTHJL0j6XlJ/5T0E0mLDCLcqroapK1jc/Zmt7Z8I5pJN4NgqDN72QYE
wxdJ3wdOBs4Efg68DiwPbANsClxRnnWl8TywXfo/L7AisAdwo6RjzOzgjN+/AesBUxsIfwz+3p/Z
wDlH4M+pnYyhul3NXGM3sTPwA2B/4CbgxVoeJS0OXA18DBgH3AC8DawC7AVsAKzZJjsPA44Crs25
d+LZdwWSNgIuAaYBvwLuB+YA1gX2BRYG/rs0A9vPeOA0vGLxo/h1/z/g+5K2N7Mbmwizlq5awQbA
ezm3p9oQDzSXbgbBkCYKEEGZHABcZGZ7Z9yuBX4rabi2jr1tZjdn9q+RdCrwS+AgSXeY2V8AzOx5
vMDRFiTNZWYzzezf7YpjINp9jR1g5fR7kpm9P4DfPwCLA+uY2aMZ9+uA/5W0QzsMrEeZz76TSFoQ
uACYBGxuZq9nDv+fpBOAz5ZiXOeYkkt7LpX0K+CfwF8lLWdmb5RkWzVuMbN3yzaiWSTNAbxrsZpv
0KMM10xa0B0sBDxb7cBAmS1JoyU9J+mvkuZObrOn7h8PSZop6RlJJ1SOJz/3SfpdZn8BSe9KejoX
/r8k/TmzP2DYyd9ykv4m6Y3UDeBkYK5GbkqVe2HAj4DngB9m4vpA9x5JX5F0V+p68Vq63m+lYxOB
zwHrZ5r8J+bC2kjSnyW9AtySjtXqxjKnpBPl3c/ekHRZvqtRCnNszq3SBWpMA3Zlr3EOSUdKmizp
7fR7ZPog5+P4lqTD5V2IXpF0qaQlc/bUvGf1kLSVpJvkXe9elXe9WzFzfDJQufb3stdcJaxPA5sB
R+cKD7Mws4sy/lt2DyRVMjCHZO7/2HSsVve1Ivd1wGefcd9D0j3ybkMvSPqDvEWm4fAkfVrSVZJe
TM/mcUmnVLunGb6BtzD8v1zhAQAze93MrsrEMY+k4yQ9ke7/E5IOUabiQ9LGybbt5N2iXkjb2ZI+
kruOH0ialOx9WdLtknbMHJ8saXzervw9kfQJSRemd/ItSf+Rv89NVRaa2XPA/wCLArtl4vm8pL+n
5/+GpPsl7S9ptqxt6W81XX1a0gWSnk7X/LCkoyV9qBk7qyFpWUnnyNPhmZLuzt7T5OfjSWtPZLRy
qrxAWfEzkdrp09jMdWbDrfXefFfS8ZKeAWYCH2nA1pY+2yAYLCG8oExuBfaU9DhwsZk9UuQkSZ8H
/gKcA+xrZpVm7LOBLwLHATfitb9HAKOALyU/1wHbZoLbGO8msoSkT5jZI5LmAz6Ndz2pMGDYkuYE
rgI+hHd5mAZ8C9ipyHXVw8zelnQNsLOk2avVvEnaINn5K/yjPwJYifSRAr6bjs+W7AJ4LRfMOcC5
eNebgdKHg4C78e41iwBH47W1q5rZOw1cXhG7skwAdknx3YDXDB8CLAd8pYqNNwJfTzaekOLaGArd
s6rIx+j8DW8x+zIwH3A4cIOkNcxsCrAj8H28+0NlDEutGv0t0u8l9eLN0LJ7kGy7ib4uLAD9CtRV
GCjMwkjaJ8V7Xgr3Y+m6PiNpLTOb0UBY8wFX4mnLGGA6/o4O1HqwBTDVzG4vEMfsKY5V8DTgPry7
z0/wSpH9c6ecDFyGP5cVgePxrjd7pvB2x+/f4Xht/4eAT6WwGuVvwMvAd4AXgCWALzC4ysL/A94F
1gfOSG7LAROBU/Cup6PxwvLCwIHJTz1dLYPftz8ArwCrAj9N4e5a0K7ZJGX3369UPElaCq8AmYZ3
O3sef0//ImkHM6u8Zx8DnsGf2YvAssDBwN/pe2cbTZ/qcQhwG7BPCu+tBmxtx7MNguYxs9hiK2UD
PgHcC1jaXsAzr5/P+RuTjn8c2B3P8P8s52fD5OdrOffdk/saaX/HtL9M2j8Jz7Q9CnwruW2V/KzU
YNjfTPvrZvyMAB5I7qMGuB/jgafrHD8mhbNo7r6MSvsHAC8NEMdE4IYq7pWwflnDrsmZ/VHJ74PA
iIz7+sl974ybAWNz4VXOH9OAXZVrXK1GmIcm90/l4piY83dAcv9Y0XtW4z7enjQze8ZtWeAd4MSM
25GkRqQBwjs12TVXAb8tvQeZ53RkA8++aJh1nz2eiXoOuC7nb4Pk7/sNhjc6ew8aeJ6TgJsK+v1q
imOjnPsheNq0SNrfOPmbkPM3DngLUGb/zgHinAyMr+I+654AI9P+dk3ouerzzxyfClxe45jwyoZD
8AzuiKLh5s7fA3gf+OgA/sfS983Ibmdn/JyBZ8Q/mjv3KuDuOmHPntHemhn3iVRPn8ZS5f2u897c
WXnujdg6mGcbW2zt2qLkGpSGeYvDmnjz8FF4bfaOwJWSDq1yyg/xhPkHZnZY7thW+Mf7Anl3o9lT
TeH/peMbpd+J+EeqMjPIpngt8rU5t6lm9lCDYa8HPGWZfsTmNWLnF7gdRahUt1mN47cBC6YuEtvm
u0kU5MIG/F5gma5mZvYvvIbxAzNGtZDKvT47517Z/1zO/e+5/fvS79Lpt+F7JmleYC3gPMu0BJnZ
E8C/qtjQalp9D5qhVWGuiLdgnJN1NLMbgCdp/F4+itdonybvFrVUg+cXYSvcthurpAeVQddZ/pbb
vw/v1rho2r8NWEM+09bmkuZp0q4XgceBYyV9U9IKTYZTDZFJdyQtLuk0SU/iaeM7eGH5I/jzrB+Y
NL+8C9i/8a487+CtEQKK2r0u3lJc2X6SObYVrtFXc8/oSmB1SfMnO+aUz7D1kKQ3kx3/TGGsSOu5
yMzy6XcRW9v5bIOgKaIAEZSKmb1nZteb2aFmtjnehH0fcFi2H2piV2AK3n0pzyLAnHhz+juZbVo6
/tEU38vAPcAmkkbitbnXpW3j5HeTtN9Q2PgA2Oeq2FbNrRmWwj/WL1U7aGb/AP4r+bsQeF7S1ZI+
1UAcjcx2VOtal2ggjEapdOvI2/ls7niF/L2amX7nhqbv2YJ4RqfavXq2ig1FqMwes0wBvy29B03S
qjBrXQs0cS/N7FX8/X0G717zn9Q//0v1z+Qpit178PRgGfqnBe/g3aagLz2oMNC9OgvvlvIZPNP4
knxs16iC9gCzxkptgbeOHQM8kvr0f6eRcPKkcQkjSc9IPs7jErwr6JF4hcun8UogKKaB3wPfxrsO
bpHO37eB8wHuMLPbM9sTmWOLAF/jg8/o5+l45Rkdg7cinI3P/rcOfV1OB/N+1KKazge0tV3PNggG
Q4yBCLoKM3tGPsj5ZLwm6tbM4S8BpwMTJW1qZtkB2C/i3QI2rBH0M5n/1+H9xzdJ592LJ+yLSFof
bxU5LeO/aNhT8b68eRat4tYQaXzF5sDNVmfmETO7AG8pmQ8vEB0HXCFpSRt4FiCo3bpRjWrXtSje
klRhJl74ypLPYDVCJTO2GP3HEyyWO16YJu7Zy/h9WqzKscWasQGfvvUofJzNCQP4bfk9aBNFnn32
WvIsBtzRYHiY2d3Al1It7mh8XMX5klY3s/tr2Ho1sIWktc3sjhp+KrwIPIGnIdWYPMD5eXsNT29O
S5Umn8c1cB5eqABPf/pdu6Rq1/448DX54IDVge8Bp0iabGaXN2JXhi3xrmY3pP3l8fv6VTOb1Qom
6YtFApNPPLE93vXq5Iz7J5u0rxov4i0Jx9U4XkmzdwXOMrMjM3bM10A8b6Vz5jSztzPutdK4aulr
IVvb9GyDoGmiBSIoDeVmWcmwUvrNz9A0Bc/gjQCuy51/BV5jtECuVqqyZQsQ1wJL4gPiJpozDR+r
8DP8Y3ldE2HfBCwlaVYXhlRbVyujUYj0wTger6n6ZZFzzGyGmV2GZ0wWp++DNhMfpNkKdlb/WWfW
x+/rTRk/T+KtPFm2qRJWUbuuT7/5gZa7p9+JBcKoSp17lvf3Op6x/S/1n3VmGXywbsM2mNmtuC4P
Vo3FsCRtn/624x68Tet0UaHIs38Yb7Xqdy2SPovX8k9sMLxZmNm7qTvhT/A0Y+VafoHf4WOwxqUu
av2Qz7q0edq9Am+xmlEjPXihTjx1MbOXzew8vNtj9lobvXZLBan9klP+3ELIF5E7Hq8c+VNyrnSx
eifjbw769Jelmq7mwtPY/EQLY5qxsQZX4APRH6jxjCqtQPNUsWOvKuHVSp+eTL+z7m/qBtnIlL9F
bQVa92yDYLBEC0RQJvdLuhrv//kEMD8+q8S3gfPN7D/5E8xsqqSN8czWdakl4hkzmyjpXLwm+US8
5eJ9fPDaF4AfW98sT//EZ0HZjL5mc/BCw/eA/1hm/vsGwp6Az0DyV0kH412cvp2uqyhzZgog89C3
kNx6+GDEmisZSzocbwG4Dq+1WhKfBehu8/UUwAc+f1fSl/Ha6+lm9nAD9mX5MHCRpNPw2VeOwfug
n5Xx8yfgUEmHADfjrTi75QMqapeZ3Z+exdhUw3wjfm9+ApxrZvflz6lHwXtWjZ/gfdsvk08ROh9e
+HyVgVsQarEHXhN+m6Rf07eQ3Er4bEdz4LOVtfQeJB4EtpF0Bd7C8kyu0N0MAz57M3tP0k/x2vez
8a4kS+CtMY/Sf+GuAcOTtC0+w81FeJoyL/48p9O/YNsPM3spdXO6BLgz3f/KQnLr4O/xBfjzOQfP
ZF4jXx/iHrx1YHl8EcgdrIH1EiSdnrFvGj65xFfpG2NVufYzJf0Sn9FpdXIZ7tTt7mS85eIxPJM+
Bp9BqchCbkuktGcE3nVsXXxiCAFfNLM3k79JeMb5KEnv4RnwWgvsVdWVpJuB/SVNxQtuX6e1XR9/
iqfT10sah7cKLYhntpczs8qq0lfgMwHeh9+znaie+a+VPl2Ov/O/lXQYXjj6EVB45rAitrbg2QZB
67EuGMkd2/Dc8I/yJfjH6C18jMFdeAI8Z8bfGNIsTBm3RfCxEo8ASyS3EfjUq/ek8F5N/4/HWw+y
cd9CZqal5FaZoWl8FVsLhY2P4fg78AY+s8bJeEvHrJmE6tyP8fTNKPI+nqmYhM/SsW4V/2Oy4eI1
klfitYUz8X7dZ9B/ZpzFkn3TycymU+0e5+yanNkflfx+FzgxXecbeIZ62dy5c6d7MDXFeR6eIZs1
c05Bu0Zl/M6J971+Es+8PJn256hi4zdy9myc3Dcues/qPK+t8Ezfm0kPFwMr5vwUmoUp438+fBrJ
u/D3YSZeS38ynplo+T1IbuvjrSpv0X9mn1rPvkiYhZ598rsH/j7NxLt0/AFYvFEt4QXu8/DCw1u4
Nv8OfKbg/V8GnxWpMrh3Bj7I+UBg/pwtY4GHkr+Xkr+xpJm5Mvdk8wHe2z3xlpZpKawn8JbGbHwj
8Izmk/i7diVeYMk+q0XwSoxHkp+XgH8AWxa47uxsRu/gmfob8Jm9Fq7if410/A184oTD8bU08u9q
LV2NwjPf09N1j8PfxX4aqmHr2ORv9gH8LYm3LE3BC+JT8ZmN9sj4GYkXzl5O2zn4eIxC6VM6tkF6
9m+ke78HBd+borYO5tnGFlu7tso0ckEQBEEQBEEQBAMSYyCCIAiCIAiCIChMFCCCIAiCIAiCIChM
FCCCIAiCIAiCIChMFCCCIAiCIAiCIChMFCCCIAiCIAiCIChMFCCCIAiCIAiCIChMFCCCIAiCIAiC
IChMFCCCIAiCIAiCIChMFCCCIAiCIAiCICjMsChASJooaVzZdgRBGUgaL+mysu2oIGmypAPKtiPo
DhpJnyMtD4og6X5JYwfwM0bSjA6ZFHSQIs8/539jSSZpZLX9oDpDtgCRMk1jy7ajG6n2EZY0SpKV
ZVOvEjqrzWA+0KmQsXGLTRqyDCMd7gQc1KrAUkZhcqvCCzpDo3pPmcGdc87nActl/IyRNLE1Fgbt
pAPp3Y3A4sCLbYyjH5K+Kemfkl6W9Iqk6yRt0IF4m04Dh2wBIgiCIBhamNlLZja9bDuC3sfM3jSz
aWXbEXQfZva2mT1rZp2sVN0YL9RuCnwGeBi4UtIKzQYoaXZJao15H2RYFiAkLShpQirpvSnpakmr
Zo5/VNK5kp5Oxx+QtFcujImSTpF0tKQXJE2T9AtJhe6ppD0k3SZpejr3z5KWyByvNKFtLemOZMc/
JS0p6XOS7pE0Q9Jlkj6aOW98cvuBpCnpGn8vaZ7KceBzwL4pfJM0alA3NABA0pySjku6eSM93y0z
xwf7TA+V9Fzy83tJH2rSTkn6kaR/Jxvuk7RH5vioZOeXJF2VruVBSVvkwtlG0sOS3krvw5crekqt
B78H5s3obGzm9LklnSbptXS//qeZawk+SANpy2aSbknP93ZJa2X8jEk620zeHeB1eY3Yshk/YyXd
n4u7X6uTpOUlXSzp2RTGnZK2HcS19Ws9lbdUHVpPS5IWkHSqpKlJq5MkfblZG4LuQtIiSWNvSnpS
0tdzxyenv39Oup+c3KML0xBgoOef/Cwg6fSUHk6X9A9Jo+uEme/SNGB6mPz9KKV1MySdldLIyUWu
w8x2N7NxZnaXmT0MfAeYDmyVwv6apBclzZWL8xxJl6T/Y5N9YyT9G5iJf4M3knRzsutVSbdKWq2I
XfUYlgUIYDxewtseWAd4A7hCfRmyuYE7gW2BVYGTgdMkbZYLZ3fgXeCzwPeAHwJFP0xzAocBq6d4
RgLnVvH3sxTuZ4AF8RLqT4F98BLrqsDY3DkbAqsBmyd7dgR+kI79ALgJz9wtnranCtoc1Of3eOHs
K/j9nwBcKmn1nL9mnunncK1sBnwJ+DxwXJN2HgnsDewLrAIcg+t7m5y/o4BfpXhvA/4kaT4ASUsD
fwX+lo6PA47PnHtjusY36NPZLzLH/xu4D1grXcfxktZr8nqC/hRNW44BDsSfwYvAOVK/2qq58O5C
XwfWAz4C/KZBW+YDLge2SPb8BfirpJUaDKceNbWUrufv+PuzF7AyngbObGH8QbmMBz6Of+92AL4G
jMoc/3T6/SaeDn2aYCgxnjrPP6UBfwOWwNPDNYHrgWslLd5APHXTQ0m74N/Ww/C06GFgv+YuCfB0
fG7g5bT/ZzzPvn0mzgXw/N0ZmfOWxfMg/4WnuW8BFwM3pP3PACcB7w3CNsfMhvwGTATGpf8rAAZs
lDm+APAq8I06YfwJ+F0uzJtyfq7K+mnQxpWSXUum/Y3T/pYZP99Lbmtl3MYC92f2x+MFgtkybr8F
rq52P2JrmcaWB94Hls65XwSc0oJn+gowX8ZtD1LtQgHbxgOXpf/zAm8CG+b8nAT8Pf0flWz6Vub4
Esltg7R/DDApF8bByc+otD8GmFHFnsnAuTm3R4FDy36OQ3ErmLasn/MzJu2vmPGze9Kcqum03jPP
+bk5+6wbSY/yfgfSEl5weR9YueznEFvrN+ATSafrZ9yWwTNHYzNuBuycO3dArcbW3VuR5493CZoB
fCh37t3Aj9L/Spo4ssZ+kfTwRuC3uTiuBiY3eW0/B54G5s+4jQOuyOx/B3gWmD3tjwXeARbN+Fko
2f65Vt//4dgCsTL+Qbmp4mBmr+I1WKsASJpN0iGS7k1NRjPwwXtL58K6N7f/DLBIESMkrZWa3Z6U
NB24PR2qF8dz6fe+nFs+zgfNLFu6LGxX0DRrAQIeTM2EM5JutsELF1maeab3mlm2uf0mvIYiH/ZA
rILXalyRs/M7A9j5TPqt2LUS3iqR5ZYG7Gj63Qnq02Takn++ADPNm9KzfubEW82K2jKvpOPlXeBe
TlobXcWWwVBPS2sCU81sUgvjC7qHyvf81oqDmT1Jn56DoU2R5782MA/wfO6btxqNfT8HSg9XJpOv
TOT3CyHpB8C3gJ3M7LXMod8CW0haMu1/HZhgZu9m/DxtZpV8BWb2El6JeKWkv0naL/UgGDSztyKQ
IURlwMwBwP54U/d9eOn1aD6YwXmnyvkDFsokzQtciZdOvwpMw7sZ/BMXZK04vCrFLO+Wj7Mpu4JB
MQK/z5/mg/f/zdx+M8+0VVTC/SLwnzp29ds3M0u9W1plV2i0DQw2baH/M8h+lKr5eR8vNGeZI7f/
C7wP7wF4y8AbwFlVbBkMoaUgZhAc3tR7/iPwSrkNqxx7rYpbLQZKD1uCpB8CRwBbm9mt2WNmdo+k
O4Exki7CK2P2yAXxej5MM9tL0kl4WrwdcJSkHczsysHYOhwLEJPwB74e3g8OSfMDn8T7sANsAFxq
Zn9Ix4U3lb3SIhtWwj/qB5vZEymOnVoUdhHeBmbrYHzDgbvwzNRiZnZdG8L/pKR5zaySOKyLP8d/
NxjOg3iz6zJmdu0g7HmITF/MxDq5/dBZ5+lk2vI8sKgkWWorB9bI+dkAOMvM/pJsmRuv9XukTTbl
uQtYXNLK0QoxJHkI/56vg3chqYzP+ljO3ztEWjQUKfL87wQWBd43s8fbaMsk/Lt8ZsZt3UYCkLQf
PkZyGzO7oYa33wI/wtP5f+VaRWpiZvcA9wDHSboc2BOvbGqaYVdLY2aP4gNKTpO0oaRPAmfjJdE/
Jm+PAJtJ2iAN9huHD0xpFf/BM3Hfk7RcGrx6RAvDH4jJwDry2XJGquDMUUFtzOwR4BxgvKSd03Md
LemAFmXgZgfOlLSqfDakY/H+lh+obRjAzul4rfAvJH1d0sclrSHp25L2aSCo3wDLy2ceWzFd47cq
0aTfyfhsS1sknc3TiK1BU3QybZmI9689WD7b0t5Afq79R4AdU7eqSlo7d5vsqcY1eNe6v0jaUtKy
SY87dNCGoE2kzNMV+Pd8PUlr4N018q2+k/Fv+mKSCnfBC7qbgs//auBfwMXyGRCXTX5/Jqlaq0Sz
nAzsKV/PYQVJB+EDlgshnz3uWHyCk0eSVhdLA6WznAsshnc7PoMBSNd7rKTPSlpG0ibAp/DKxEEx
XDOOe+F95i5Jv/MAW5lZRXRHJvfL8VaK1/HMYUsws+fx0t8O+EM8jMGN1m+UX+C1ww/itYit7I88
nNkLb8U6Hq8ZuQzYCHiyBWH/A3gAuA64ELgWr4Vohp/gg60OSGFehc/s9ETRAFI/0y/hzaH34DPh
HJ4Ov5X83IgXNM7FddasvUFBOpm2pBr97+Czh92LD1g+OudtP7wb1T/x9PTm9L8jmNn7wNZ4BuJs
vJbwZFrbhSoolzF42nUtcCleETg552d/YBN8gpG7Omhb0H7GUOf5p9bRL6Tjv8VnRzofWJEWjpUx
s/Pw7+pRuMY+CZzYQBD74l1AzwOmZraTc/FMx+2fmX4H4g28B82f8QqdCXh+ttlZHGehvpbnIAi6
EfnaHSPNrOn58ztBGvh1OPARi4QlCIIgGMZIOgD4npmNanG4l+ODpb/ZynAbpciA3/XTwLzKAkUn
Slqm/aYFw53QXncjaV9J66Qm0t3wlo3xQ6HwENoLyiK0F5RB6K77kS+CvB2+DtTJA/lvN0W6MJ0K
vCFfDGt/fNDmWW21qsdJYytm1NrKtq+HCO0NgKSl62lNLZqurQYfx7tTTcL72f8GGCorSof2Okyk
m7MI7QVlELprIwN8p4uOxbgL74p5sJnd30ZzCzFgFyZJd5rZWpJ+CkwxszMqbp0xsfeQr2i9RK3j
ZvZYB83pWUJ7AyNpdvqvuppncm6O6KAAob3OE+mmE9oLyiB0114kfbzO4SmZMbg9Q5FpXKen0eR7
ABvJZ+zJz/UdZEhCGBYfuzYT2huAVDgIrbWe0F6HiXRzFqG9oAxCd21kKFaAFGmBWAz4CnCbmf0z
dYnY2MxKb9oaOXKkjRo1qmwzhg133HHHC2a2cKfiC+0FFUJ7fYT2Oktor4/QXucI3fURuussRbXX
07MwjR492m6//fayzRg2SLrDzEaXbUc3ENrrLKG9PkJ7nSW010dor3OE7voI3XWWotqr2YVJ0nTq
LA9uZvM3aVsQ1CW0F5RFaC8oi9BeUAahu6BZahYgzOzDAJKOwBez+AMgYHdg8YEClnQmsC0wzcxW
S24L4YtkjMIX+tjFzF5Oxw7CV+B7D/i+mQ1qie26tk2Y0G/f9tyzXVEFTTBY7QW9R7e8ky1I95bC
Zy5ZFP8on25mJ5eV9mXva6Rz3U0vpnuhr96nF3UHob1uoMg0rtuZ2SlmNt3MXjOzU4HtC5w3Htgq
53YgcI2ZrQBck/aRtAqwK7BqOucUSbMVvIZg6NKs9oJgsDSrvXeB/c1sFWBdYN+UvkXaFxQl0r2g
DEJ3QUMUKUC8Lml3SbNJGiFpd+D1gU4ys+uBl3LO2+PLaJN+d8i4/8nMZprZE/hMHOsUuoJgKNOU
9oKgBTSb7k01szvT/+n4GhlLEGlfUJxI94IyCN0FDVGkAPEVYBfgubT9V3JrhkXNbGr6/yzezA/+
gX0q4+9p6swHHgwbWqm9IGiEQWtP0ihgTeAWBpn2SdpH0u2Sbn/++ecbMSPoPSLdC8ogdBc0RN11
IFJT+o5m1vJmLDMzSQ1PASVpH2AfgKWXbuciu0GZtFN7QVCPVmhP0nzAX4AfmtlrkmYdaybtM7PT
gdPBZyRp1q6gu4l0LyiDwepO0mRgOj6O610zG90tY16D9lG3BcLM3gN2a2F8z0laHCD9TkvuU4Cl
Mv6WTG7VbDrdzEab2eiFF+7YFMlBh2mD9oKgEIPVnqQ58MLDOWb21+Q86LQvGPpEuheUQYt0t4mZ
rZGZ/jOaRqSbAAAgAElEQVTGfQ1xinRh+pekcZI2lLRWZWsyvkuAynD5PYGLM+67SppL0rLACsCt
TcYRDB1aqb0gaISmtCdvajgDmGRmJ2YORdoXFCXSvaAMWq27GPc1xKnbhSmxRvo9PONmwKb1TpJ0
LrAxMFLS08BhwLHA+ZL2Bp7E+9thZg9IOh94EJ/FZN9UIg6GN01pLwhaQLPaWx/4KnCfpLuT28FE
2hcUJ9K9oAwGozsDrpb0HnBa6nJZb9zXzZlza477IrqrdzUDFiDMbJNmAjazWs1hm9XwfxRwVDNx
BUOTZrUXBINlEOneDfgc6tWItC8YkEj3gjIYpO42MLMpkhYBrpL0UC7sGPc1BBmwC5OkBSSdWJkB
RNIJkhbohHHB8Ca0F5RFaC8oi9BeUAaD0Z2ZTUm/04AL8S5JMe5riFNkDMSZ+Oj6XdL2GvD7dhoV
BInQXlAWob2gLEJ7QRk0pTtJ80qqrGY9L/B54H5i3NeQp8gYiOXN7EuZ/Z9l+vYOOWJ59K5iWGkv
6Cp6UnvZ9CvoWXpSe0HP06zuFgUuTFNVzw780cyukHQbMe5rSFOkAPGmpA1S314krQ+82V6zggAI
7QXlEdoLyiK0F5RBU7ozs8eB1au4v0iM+xrSFClAfAeYkOkL9zIwpm0WBUEfob2gLEJ7QVmE9oIy
CN0FDVFkFqa7gdUlzZ/2X2u7VUFAaC8oj9BeUBbNai9WAw4GQ6R5QaMUmYXpaEkfMbPXzOw1SQtK
OrITxgXDm9BeUBahvaAsBqm9WA04aIpI84JGKTIL09Zm9kplJ9VefKF9JgXBLEJ7QVmE9oKyaKX2
YjXgoCiR5gUNUaQAMZukuSo7kj4EzFXHfxC0itBeUBahvaAsmtVeZTXgO9IqvlB/NeCnMudWXQ04
xb9PZW2A559/vpHrCHqLSPOChigyiPoc4BpJlfmA96KvRiMI2kloLyiL0F5QFs1qr+WrAafzYkXg
4UGkeUFDFBlEfZyke4DNk9MRMdgq6AShvaAsQntBWTSrvexqwJL6rQZsZlNjNeCgHpHmBY1SpAUC
YBI+q8PVkuaR9GEzm95Ow4IgEdoLymJIaS8WyewpGtJeWgF4hJlNz6wGfDh9qwEfywdXA/6jpBOB
jxGrAQfOkErzgvZSZBambwIXAKclpyWAi9ppVBBA89qTdKakaZLuz7gtJOkqSY+m3wUzxw6S9Jik
hyVt2errCHqPSPeCsmhSe4sCN6Qa5FuBv5nZFXjBYQtJj+I1y8eCrwYMVFYDvoJYDXjYE2le0ChF
BlHvC6wPvAZgZo8Ci7TTqCBINKu98fjUhFliOsOgESLdC8qiYe2Z2eNmtnraVk0r/WJmL5rZZma2
gpltbmYvZc45ysyWN7MVzezyNl5P0BtEmhc0RJECxEwze7uyI2l2fLaHIGg3TWnPzK4HXso5x3SG
QSNEuheURWgvKIPQXdAQRQoQ/5B0MPAhSVsAfwYuba9ZQQC0VnuDns4wGFZEuheURWgvKIPQXdAQ
RQoQBwLPA/cB3wL+DhzaTqOCINEW7ZmZ0UTNSsyHPqyIdC8oi9BeUAahu6Ahikzj+j7w27QBIGl9
4F9ttKsryM5aAv1nLokZTdpPi7U36OkMYz704cNwTveCcgntBWUQugsapWYLhKTZJO0m6QBJqyW3
bSXdCIzrmIXBsKNN2qtMZwgfnM5wV0lzSVqWmM5wWBPpXlAWob2gDEJ3QbPUa4E4A6+ZvRX4laRn
gNHAgWYWU3sVJFoqmmJQ2pN0LrAxMFLS08Bh+PSF50vaG3gS2AV8OkNJlekM36VF0xnGc+9ZIt0L
yiK0F5RB6C5oinoFiNHAp8zsfUlz4wNPlzezFztj2uCJTFzPMijtmdluNQ5tVsP/UcBRTVkaDDV6
Pt0LepbQXlAGobugKeoNon479YnDzN4CHg9BBR0itBeURWgvKIvQXlAGobugKeq1QKwk6d70X8Dy
aV/4RDafart1LSQ/IDroaoaU9ooSLWZdwbDUXtAVhPaCMgjdBU1RrwCxcsesCIL+hPaCsgjtBWUR
2gvKIHQXNEXNAoSZPdlJQ4KgQmjvg0TrRGcI7QVlEdoLyiB0FzRLkYXkgiAIgiAIgiAIgAILyQVB
EARDi3qLZAZBEATBQEQBghhgHQRBEARBEARFaaoLk6SxLbYjCArRi9rThAmztqB36UXtBUOD0F5Q
BqG7oB7NjoG4o6VWBEFxQntBWYT2grII7QVlELoLatJUFyYzu7TVhvQy0Z+4c4T2grII7QVlEdoL
yiB0F9RjwAKEpGWB/weMyvo3s+3aZ1YQhPaC8gjtBWUR2gvKIHQXNEqRFoiLgDOAS4H322tOEPSj
Z7TX7eMbopWsYXpGe8GQI7QXlEHoLmiIIgWIt8zsV223JGgbPZx5DO01SCw41zJCe0FZhPaCMgjd
BQ1RpABxsqTDgP8DZlYczezOtlnVJO2uBe72WuYhSM9oLxhyDCvtRcGzqxhW2gu6htBd0BBFChCf
BL4KbEpfs5al/SBoJ6G9DlOvtWqYZTJDe0FZhPaCMgjdBQ1RpADxX8ByZvZ2u40ZKkRLRcsI7QVl
EdoLyiK0F5RB6C5oiCIFiPuBjwDT2mxLEOQJ7QVlEdoLyiK0F5TBkNBdD4/57DmKFCA+Ajwk6Tb6
94uLqb1aSL1Wi6IvwBDsYhLaG2L0kEZDe0FZhPaCMgjdBQ1RpABxWNutCJpiGHSVCu0FZRHaC8oi
tBeUQeguaIgBCxBm9o9OGDIc6PamtW6zL7QXlMVw1l4PtRINSYaz9oLyCN0FjVJkJerp+Eh8gDmB
OYDXzWz+dhoWBKG93mQoZEB7SXvDoCVyWNFL2guGDqG7oFGKtEB8uPJfkoDtgXXbZZCkrYCTgdmA
35nZse2Kq2ziw1+fTmpvOOkuGJjQntNtrZLDgdBeUAaR1wsaZUQjns25CNiyHcZImg34X2BrYBVg
N0mrtCOuXkUTJszaygyj07RTe6G7oB6hvaAsQntBGUReLyhCkS5MO2V2RwCjgbfaZM86wGNm9niK
+094KfjBNsXXEzST0e+lwkEtOqi90F3Qj9BeUBahvaAMhkNebyh0r+0miszC9MXM/3eByfiDbgdL
AE9l9p8GPtOmuAK6vqDRKe2F7oI8ob0qFE0viq5g3g0f9G6wIUdoLyiDYZ3X68J0oOuRmQ3sq0NI
2hnYysy+kfa/CnzGzL6X8bMPsE/aXQ1f/KRXGAm8ULYRDZC3dxkzW7gsY9pFEd0l96z2VgQezhzu
lWfbq3aG9rpXe2XG34m4Q3vdq70i9IKNMEzSPGgqr5fXHXTnc+1Gm6Bxuwppr2YLhKSf1jnPzOyI
BowpyhRgqcz+ksktG/HpwOkAkm43s9FtsKMthL2F4+209gbUXYp4lvby9MqzDTsHjDe01yBlxl/2
tbeS0F576AUbYViledBgXq8a3fhcu9EmaJ9d9QZRv15lA9gb+HGrDUncBqwgaVlJcwK7Ape0Ka6g
e+m09kJ3QYXQXlAWob2gDCKvFzRFzRYIMzuh8l/Sh4EfAHsBfwJOqHXeYDCzdyV9D7gSn9rrTDN7
oB1xBd1Lp7UXugsqhPaCsgjtBWUQeb2gWeoOopa0ELAfsDswAVjLzF5up0Fm9nfg7wW912ze6lLC
3oJ0WnsN6q4avfJsw84BCO31VPxlX3tLCe21hV6wEYZRmgdDVnvdaBO0ya6ag6gl/RzYKUX8v2Y2
ox0GBEGe0F5QFqG9oCxCe0EZhO6CZqlXgHgfmIlP55X1JHxgTSxvHrSF0F5QFqG9oCxCe0EZhO6C
Zqk5iNrMRpjZh8zsw2Y2f2b7cDcIStJWkh6W9JikAzsY71KSrpP0oKQHJP0guS8k6SpJj6bfBTPn
HJTsfFjSlhn3tSXdl479Ki0fj6S5JJ2X3G+RNGqQNs8m6S5Jl3W7rdD92stTlhYbRdLk9AzvlnR7
2fYASDpT0jRJ92fcauqz3fSS9gaju7LTMUl7pjjeknR3SXE/KqlrJnwfLtproQ0fSM9aqaEmbWoo
PYvvbeN0g/aq0S3f145+U82s5zZ80M2/geWAOYF7gFU6FPfieP9AgA8Dj+BLsR8PHJjcDwSOS/9X
SfbNBSyb7J4tHbsVWBcv6V8ObJ3cvwv8Jv3fFThvkDbvB/wRuCztd62tvbaVqcUmbJ0MjCzbjpxN
GwFrAfdn3KrqM7Z+921QuiszHQMWAh4HDgH+jM/6smCH414oxfk4sGDZz7OXtm5J86qlZ63UUJM2
FU7PWqnr4bJ1i/aK6rEkOzr2Ta03jWs3M2sZdDN7G58toF0rJvbDzKaa2Z3p/3RgEr6q4vb44CPS
7w7p//bAn8xsppk9ATwGrCNpcWB+M7vZ/KmelTunEtYFwGbN1opIWhLYBvhdxrkrbe1RStPiUMDM
rgdeyjnX0mfQx6B0V3I6tiVwI7ApcCq+wNFWHYz7KjN7yXyQ6FUp7qA43ZzmtVJDDdNgehbf28bp
Zu11BZ38pvZqAaLaMuhLdNqI1Hy4JnALsKiZTU2HngUWTf9r2bpE+p9373eOmb0LvAp8tEkzTwJ+
BLyfcetWW3uRrtBiQQy4WtId8lU+u5Va+gz6aJnuSkjHlgDWoC9deiu5dSruXnlfu5VuuYfV0rNW
aqhVxPe2dXSL9qrRzd/XtnxT607jGtRG0nzAX4Afmtlr2UoAMzNJ1UendxBJ2wLTzOwOSRtX89Mt
tgYdYQMzmyJpEeAqSQ+l2oquJfTZXkpKx1YGXo90KRgkH0jPsge7UUPdaFPQMnri+9pKDfZqC8SA
y6C3E0lz4B/dc8zsr8n5udT0SPqdNoCtU9L/vHu/cyTNDiwAvNiEqesD20majDf1bSrp7C61tVcp
VYuNYGZT0u804EK8ObgbqaXPoI9B667EdGwksGomXVoOb2LvRNw98752MV1xD2ukZ63UUKuI723r
6ArtVaPLv69t+ab2agGitGXQU3/DM4BJZnZi5tAlQGVGjz2BizPuu6bZE5YFVgBuTc1Jr0laN4X5
tdw5lbB2Bq5NfSEbwswOMrMlzWwUfo+uNbM9utHWHqY0LTaCpHnlq4wiaV7g88D99c8qjVr6DPoY
lO5KTsf2Ap7Hu019A3gHL0B0Iu4rgc9LWjDNRPL55BYUp/Q0r0561koNtYr43raO0rVXjR74vrbn
m1pkpHU3bsAX8JlD/g0c0sF4N8D7ut0L3J22L+D9EK8BHgWuBhbKnHNIsvNhMjM8AKNxkf0bGEff
uhxz47OTPIbPxrBcC+zemL5ZmLra1l7bytJigzYuh89YcQ/wQLfYCZwLTMUzkU8De9fTZ2z97l3T
uis7HQO+ntynAHcnt07H/RiwV9nPsRe3stO8WulZKzXUpF0NpWet1PVw2crWXiN6LMmWjn1Tay4k
FwRBEARBEARBkKdXuzAFQRAEQRAEQVACUYAIgiAIgiAIgqAwUYAIgiAIgiAIgqAwUYAIgiAIgiAI
gqAwUYAIgiAIgiAIgqAwUYAYBJKuk7Rlzu2Hkk6tc86M9lsWDHVCe0FZhPaCMgjdBWUR2qtOFCAG
x7n4QiZZdk3uQdBOQntBWYT2gjII3QVlEdqrQhQgBscFwDZpRUQkjQI+Btwl6RpJd0q6T9L2+RMl
bSzpssz+OElj0v+1Jf1D0h2SrqwsQR4EGUJ7QVmE9oIyCN0FZRHaq0IUIAaBmb2Erwa5dXLaFTgf
eBPY0czWAjYBTkhL0g+IpDmAXwM7m9nawJnAUa22PehtQntBWYT2gjII3QVlEdqrzuxlGzAEqDRt
XZx+9wYEHC1pI+B9YAlgUeDZAuGtCKwGXJV0OBu+LHkQ5AntBWUR2gvKIHQXlEVoL0cUIAbPxcAv
Ja0FzGNmd6TmqYWBtc3sHUmTgblz571L/xagynEBD5jZeu01OxgChPaCsgjtBWUQugvKIrSXI7ow
DRIzmwFchzc/VQbULABMS4LaBFimyqlPAqtImkvSR4DNkvvDwMKS1gNv5pK0alsvIuhJQntBWYT2
gjII3QVlEdr7INEC0RrOBS6kb5T+OcClku4Dbgceyp9gZk9JOh+4H3gCuCu5vy1pZ+BXkhbAn9FJ
wANtv4qgFwntBWUR2gvKIHQXlEVoL4PMrGwbgiAIgiAIgiDoEaILUxAEQRAEQRAEhYkCRBAEQRAE
QRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAE
QRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkCRBAEQRAEQRAEhYkC
RBAEQRAEQRAEhRn2BQhJEyWNq7U/FJA0WdIBtfaD2pShB0kmaedOxlkmksZLuqxsO4Ig6C2GW1oZ
9BaNfNtakdeQNCq9E6MHE05RurYAkW782BKi3gk4qFWBdWlm/dPAKa0MUNIYSRNbGWZZ5LTXUj10
mmYTFEnzS/qVpGckzZT0mKRdyrClQLgbS5rcyjCHAiWmoV1L0t+osu0YjgwnPYbOymU4aa0elW9u
u8KfvV0BdzuS5jSzt/PuZvZSGfY0S63rqIeZPd8ue4YavaaHViBpDuAq4CVgF+BpYElgZpl2BUEQ
tBNJc5jZO2XbEbSPZvJMQXW6tgUii6Q5JR0n6WlJb0i6TdKWmeOzSTpD0hOS3pT0qKQfSRqR8TNe
0mWSfizpaTxTVC2ufJemgeKeI1dT+5SkYythAcsAP081EoVKgpLWlXStpNclvZr+fyxj36mSfiHp
eeBfDd1MqnZpMkn7SPpzivNxSXvkzllC0p8kvZy2v0laodG4e40qepgs6VBJp0l6Lenif3LnfDyd
95akhyVtK2mGpDFN2nBsCufNFP/xkubOHF9K0sWSXkoafUjSrunwE+n3tvScJxaIci9gYWB7M7vB
zCan39ty9+VUSSekeJ+X9ANJc0n6X0mvSPqPpK9mwq1rSzp/StLX7yXNkzm2kaSb0318VdKtklYr
fBOHOZIWlDQh3ds3JV0tadXM8THp3n5R0iNJu9dJWi4Xzhcl3ZGOPyHpKElzZo4P+H4MYOd+ku5N
6dAUSb+T9JGcn3rpoyTtL/8GzEzxH9P8nQvaQdLJWElnJ909q1xLvap0T8p/uxKLpe/RG5KezH+7
6thQaRHdLWnoTeBb6dhnJf0jhTklpXXzZ84NnfUIGa2dKekV4JzkXjNPI+kTSRufzIW1j6QX5JVs
le/SLSk9fE7SL7PpYRPMLunkjE0/V/987B7yPOh0SdPkebYlBhHfoOiJAgTwe+BzwFeA1YAJwKWS
Vk/HRwBT8NrSlYFDgIPxjFCWzwGfArYCNmtR3N8HdgR2BVYAvgw8nI7thBdUDgcWT1tdUrjXAY8B
6wOfAc6lf2vRHoCADYGvFbyOgfgpcDGwOnAecKakpZNN8ySb3sLvxXrAVODqbCZvGPHfwH3AWsBx
wPGS1gNIL/uFuCbXA74OjAXmGkR8r6dwVga+i2vtkMzxU4B5gE2AVYEfAq+kY+uk361w/e1UIL4d
8ILpr9OH/cGUAM+R87c7MB3X6LHAScBFwCPAaPxd+Z2kiu7r2bIh/n5tjr9DOwI/AJA0O67NG3B9
fibF9V6Bawmc8fh92x5/Dm8AV0j6UMbPXMBheLq5HjAb8FdJApBXnJwDjMN19nVgZ+DoXFw1348C
vI/rd1U8zV0H+HXlYIH08WjgJ8AxwCq4xv5TMO6gs+wHTMJ1chhwtKQi6VOenwGXAGsApwNnqbFu
ksfgaegqwEUp0/h/KczVcQ2tAZyZOSd01lvsBzyEf5cOHihPY2aPALfh37gsuwPnm9k7KeN+OXAX
sCawN7Abrolm2Z2+vMO3gH3w9LDCnPi7sjqwLTAST//Kwcy6egOWxz8qS+fcLwJOqXPescDVmf3x
wPPAXDl/E4Fx1faLxA38CrgGUA07JgMHNHC95wA31Tk+Ebi3wXvYz4Yq+wYck9mfHc9g7JH2vw48
mr1GPHPxIrBL2Rpps/7y+pgMnJvz8yhwaPr/eTxju3Tm+AbpHo8pGKcBO9c5/m3gscz+vcBhNfyO
SuGNbuCaH8IT1jOBtYEvAc8Cv8jdl5sy+0rv1yUZtzmAtyvXUsuW9G4+BcyWcftt5f0FFkrnfa5s
PfTihldsGLBRxm0B4FXgG2l/TPKzfsbPMknLm6f964Gf5MLeAZhRSRsGej+asH0rvOvciLRfM30E
5ku6/XbZ9zy2AZ/rZOCqnNvvgBsy+x9IB6n+7fptzs/VwNkFbKikR/vn3M8Czsi5rZH8LhI6660t
aebSnNuAeRq8cvjJTNq2NJ4f/GzaPyqFMSITxpiUXs2T9scDlxW0cyJe+Za16VDg6TrnrJR0uWTa
r2i68Pd+MFsvtECshWdOHkxNnTMkzQC2wTP4AEj6tqTb5V0pZuC1YEvnwrrfzBrpx10k7vF44vKI
vOvGNtkmpyZYE7h2AD93DCL8Wtxb+WNm7+KZwUWS09rAssD0zD14FViQzDMYRtyb23+Gvnu1MjDF
zLK1UbfgCU9TSNpZ0g2pNWAG8Ev6a/tk4FBJN0k6UtLazcaVGAFMA75pZneY2V/wFqrvVGqjE1nN
WDrnvozbO8DL9N2bejxoZtkWhVn31HwcynjgytTMvF+ldSwoxMq4/m6qOJjZq/izWiXj733g1oyf
J/HnUPGzNnBILi38IzAvsFgmnHrvR10kbSrpqtQlZDrwV7zWrRJ+vfRxFbwV5ZoicQWlc1OV/VWq
eWxzOLfn9tcG9sjpvNJVeHlCZ71ItWc8UJ7mT8DH8NZx8NaFJ8zsxrS/MnCzmWW/7Tfg6dXHm7Tz
5vQtrXATsESl+5ykteTdlZ9M6WPlukr5HvbCIOoReInq00B+cNObAJK+jHdpOAC4EXgN2BfvBpHl
9VbHbWZ3ymdb2BLvFjUBuEfSFjlhtZJGr6MI+esz+rq4jQDuxrvO5Bl2g4ypf69aiqR18YTsZ3ih
+BVgO+AXsyI3O0PSlcAX8C5AN0o6xszGNhntVOCdXIZ+Et5NaiReuITq96HZe1P3PDPbS9JJeI30
dsBRknYwsysLhB3UJj8uq944rRG4Dv9c5Vh2YoamNCBpGeBveOvTT/HawLXwJvrB9CsOehPDK/Cy
5LtRtoL893QE3hryyyp+pwCfrOIedDfVnnHdPI2ZTZN0Fd6t6Pr0e07B+Fo+85GkeYEr8Ra2r+IV
diOBf1JS+tgLBYi78ERkMTO7roafDYBbzCw72LUVNeNF4sbMpgMXABdIGg/cjJdAH8G7cMzWYJyb
Nmtwm7gTL32/YGavDOR5mDMJrzFYysyeSm7r0HwBY328ReOIikPKaPXDzJ7G+/+eLunH+PiBsbj+
oDEN/gv4iqQRmULwJ/BubS80fAV9NGPLLMzsHuAe4DhJlwN74glqUJ9J9PWrvR58ml48I/T7jL8R
uFZvTH6WxmvgJqXjdwIrmdljbbJzNP4h/O9K4VXStjk/9dLHSXj3gc3wrgVBd7Nulf1Jmf3nyYwb
lLQo1ccRrkv/8Qn5cBrlTmDVWjqXFDrrfYrmac4Gxkk6HU8vs4P6JwG75L6TG+DfuX83addnJCnT
CrEu8IyZvZZ6FowEDjazJwCaHDPUMrq+C5P5YJZzgPGpK8dykkZLOiBz8x4B1pK0taQVJP0EHxjT
9rhTd4rdJK0s6eP4wL/X6JvlaTKwoXzE/8gC0f4cWFPS6ZJWl7SipG+U3GXjHOA54GJJn5O0rHz2
gRM0DGZiapCr8TEEZ0laIw0e/SXwbpPhPYIXSHZP+vsOnvDNQj5rw1bp+Bp4Lf2D6fA0vLVsS0mL
SlqgQJyn4uMOTk762xKveT4l17zaKM3YQtLbsfKZUZaRtAk+GcKDA50bgJk9ig9CP03ShvJBomfj
6dQfM17fBU6StF7S0QTgAVzT4JNBfEXS4ZJWk7RSShePb5Gpj+LfpB+mZ74b/QcQQp30MVXknAwc
I2kvSctLWie9M0H3sa6kg9I3+5v4hCDZWv9rgX3TN3dNvBvjW1XC2UnSN1M4B+EZ+5MGYddxwDqS
fiNpTfmsettKOg1mVRiGznqbonmai/BWrzOA21KesMIpeAXLKSn/tw0+9nacmb3RpF0fw9PgFeUz
kP0Pfe/Ef/CC6/fSt34b4Iga4XSEri9AJPbCa8qOxzNnlwEb4QNcAE4Dzsc/hrfhA0lO6FDc0/GH
fCteql0D2DojoJ8CS+El0gHXXzCzu/FuKCvhLRm34M1spc1Nna5lI+BxvPvCQ3jmYkG8j3uQSDUR
O+Lv1i34gLwjaXINBTO7FM80nYT3Ld8C11SWEfhMNQ/i6zc8h9fOV8azfB/4Bt4X/eICcT6FDwZf
G2/m/Q1ew3dIvfMKhNuwLYk38BaQP+MFqgn4B+C4wdgzzNgLT6MuSb/zAFuZ2ZsZPzPxgYFn4dod
AexUKTSm7mLb4LN93Zq2A2nR7DNmdi/ecrYfruVv4N1Ss34GSh8PwnXxE7yG8C/4GiZB93EiXhFw
F55G/tTMLsgc3x//5kzEW/h/h1dC5BmLT/RwL/AdYC/LTDndKEmHG+H5iH/grZ7H4OlqhdBZD1M0
T5P8XYjPenR2LowpwNb4uKy78W/kufgMoM1yDt5CfwvelfMMUgHCfP2uPfGJKx7EZ2PabxBxDRoN
rkIxCIIiyAdpfc/MxpdtSxDkka9RMs7M5ivblmDoI185fpyZ/WIgv0EQdCdFBratnwZvVBaxOLFa
H+wgaDWhvaAsQntBWYT2gjII3QWNUqQL06nAG/IFfPbHu+Kc1VarhjCSLldmerjc1nDTV+obXyu8
B9pxDR1kyGlP0sF1ntflHbKhVvwzJG04cAjDgiGnvbIZ4mlVKwnttYBuSGt7jNBdm5C09ADf3Z6c
lnzALkyS7jSztST9FJ8N5oyKW2dMHFrIVy/8UI3DL6U57xsJ78PAojUOv5Pmcu9JhqL2JC2ED1Cu
xqYRzDEAACAASURBVJupX2W7bag3R/WUXL/4YclQ1F7ZDOW0qpWE9lpDN6S1vUTorn1Imh0fU1OL
yWmMYE9RZBrX6fKZDfYANpIvktaOuZiHBa1OtNKMENNbGWYXMeS0lwqIpa6d0cZpOIcSQ057ZTPE
06pWEtprAd2Q1vYYobs2kQoHQ+67W6QL05fx2Tn2NrNn8ZkGft5Wq4LACe0FZRHaC8oitBeUQegu
aIienoVp5MiRNmrUqLLNGDbccccdL5jZwmXb0Q2E9jpLaK+P0F5nCe31EdrrHKG7PkJ3naWo9mp2
YZI0nTrLcZvZ/PUClnQmsC0wzcxWS24LAefhfcEmA7uY2cvp2EHA3sB7wPfTnON1GTVqFLfffvtA
3oIWIakjfZQHq71OENrrLKG9PkJ7nSW010dor3OE7voI3XWWotqrWYAwsw+ngI4ApgJ/AATsTvXl
5POMB8bRfxT/gcA1ZnaspAPT/o8lrYIvBrQqvhLf1ZI+YWbvFbmIYGjRAu0FQVOE9oKyCO0FZRC6
C5qlyCDq7cxs9cz+qZLu4YOr4fbDzK6XNCrnvD2wcfo/AV9h8sfJ/U9mNhN4QtJjwDrATQXsCxKa
MGHWf9tzzxItaRlNaa8Msvcehsz9H870jPZawRBMO3qZntFe6GZI0TO6g9BeN1BkEPXraf7u2SSN
kLQ78HqT8S1qZlPT/2fpm9JvCeCpjL+nk1swvGml9oKgEZrSnqQzJU2TdH/GbSFJV0l6NP0umDl2
kKTHJD0sacs2XUvQW0S6F5RB6C5oiCItEF8BTk6bAf9KboPCzExSwyO4Je0D7AOw9NI9ufZGUJy2
aC8ICtCs9sbTRV03a9XS5VvMgq4i0r2gDEJ3QUPULUBImg3Y0cy2b1F8z0la3MymSlocmJbcpwBL
Zfwtmdw+gJmdDpwOMHr06N6dQiqoSxu0FwSFGIz2outmMBgGoz1Jk/F1Nt4D3jWz0a2euCQYmsT3
NmiGul2YUk3Ybi2M7xKgUg22J3Bxxn1XSXNJWhZYAbi1hfEOOzRhwqytF2mD9oKgEG3QXnTdDArR
Au1tYmZrmNnotF9p/VoBuCbtk2v92go4JWUig2FIfG+DZijShelfksbhtRiz+sOZ2Z31TpJ0Ll7r
NlLS08BhwLHA+ZL2Bp4EdklhPSDpfOBB4F1g35iBKaBJ7QVBC2iL9qLrZlCAVmovWr+CosT3NmiI
IgWINdLv4Rk3Azatd5KZ1SrNblbD/1HAUQXsCYYPTWkvCFpAK7UXXTeDRmhWe4aPo3kPOC1ppl7r
182Zc6P1K4jvbdAQAxYgzGyTThgSNE6vdk8qSmgvKIsWa6/SdfNYPth184+STsQHUUfXzWAw2tvA
zKZIWgS4StJDuXCj9SuoSXxvg0YZcBpXSQtIOlHS7Wk7QdICnTAuGN6E9oKyaFZ7qevmTcCKkp5O
3TWPBbaQ9CiwedrHzB4AKl03ryC6bgY0rz0zm5J+pwEX4l2SnkutXgym9cvMRpvZ6IUXXrj5Cwu6
mvjeBo1SZB2IM/GZHXZJ22vA79tpVBAkQntBWTSlPTPbzcwWN7M5zGxJMzvDzF40s83MbAUz29zM
Xsr4P8rMljezFc3s8rZdTdBLNKw9SfNKqqwoPC/weeB+YuKSoDjxvQ0aosgYiOXN7EuZ/Z9Jurtd
BgVBhtBeUBahvaAsmtHeosCFksC/6380sysk3UZMXBIUI9K8oCGKFCDelLSBmd0AIGl94M32mhUE
QGgvKI/QXlAWDWvPzB4HVq/i/iIxcUlQjEjzgoYoUoD4DjAh0xfuZWBM2ywKgj5Ce0FZhPaCsgjt
BWUQugsaosgsTHcDq0uaP+2/1nargoDQXlAeob2gLEJ7QRmE7oJGKTIL09GSPmJmr5nZa5IWlHRk
J4wLWkN2Vepemvo1tBeURWjP6dW0o5cJ7QVlELoLGqXILExbm9krlR0zexn4QvtMCoJZhPaCsgjt
BWUR2gvKIHQXNESRAsRskuaq7Ej6EDBXHf9B0CpCe0FZhPaCsgjtBWUQugsaosgg6nOAayRV5gPe
C4i27KAThPaCsgjtBWUR2gvKIHQXNESRQdTHSboHX0EV4Agzu7K9ZgVBaC8oj9BeUBahvaAMmtWd
pKWAs/C1SAw43cxOljQW+CbwfPJ6sJn9PZ1zELA38B7w/dB3b1KkBQJgEvCumV0taR5JHzaz6e00
LAgSob2gLEJ7QVmE9oIyaEZ37wL7///27jxckrI8//j3ZlgUZBVENhkgqIDINkENqCAKAxpxJaNE
ByQSI24x/pJBjYwLhqigIiCiIGPCIjGyBiGAiEui7MIMi4wwyODAIBhZBEbg+f3xvs3UNKfPqdPV
3VV9+v5cV1+nq7qr+unqu+v0W28tEXFtvhr6NZIuyY99OSK+VHyypG2BWcB2wMbApZJe6AsZDp8y
Z2F6L/A94Bt51CbAOf0sygy6z56kzSRdLukmSQskfTiPnyvpbknX59t+hWkOl7RQ0q2S9unH+7Hh
4fWe1cXZszp0m7uIWBIR1+b7D5EaIZuMM8n+wJkR8XhE3AEsBHatUrvVo8xB1IcBuwEPAkTEbcDz
+lmUWdZt9lpbRLYFXg4clrd6QNoismO+tbpTi1tEZgInSJrW27diQ8brPauLs2d1qJw7SdOBnYBf
5FEflHSDpFMkrZvHbQLcVZhsMeM3OKyhyjQgHo+IZa0BSSuT9nMz67eusuctItYDXu9ZXZw9q0Ol
3El6DvCfwEfyRei+DmwJ7AgsAY6eTDGSDpV0taSr77vvvoknsIEr04C4QtLHgWdLeh3wH8D5/S3L
DOhB9rxFxLrk9Z7VxdmzOnSdO0mrkBoPp0XE9wEi4t6IeDIingK+yfKNcncDmxUm3zSPW0FEnBQR
MyJixgYbbND1m7L+KdOAmEM6iv5G4G+BC4FP9rMos6xS9rxFxCqYcus9X1F6aEy57NlQ6Cp3kgSc
DNwcEccUxm9UeNqbgfn5/nnALEmrSdoC2Bq4sifvwAaqzGlcW63Hb7bGSdoN+Fkf6zKrlL1OW0QK
j38TuCAPlt4iApwEMGPGDO9SMIV5vTe2YuMjZs+usZKpy9mzOlTI3W7Au4AbJV2fx30ceIekHUm7
QS0iNUqIiAWSzgJuIh2veJjPwDScOjYg8kGkB5B25bgoIuZLegMpGM8m7RZi1nNVszfeFpGIWJIH
27eInC7pGNJp5bxFZER5vWd1cfasDlVzFxE/BTTGQxeOM82RwJFdF22NMF4PxMmkrbJXAsdK+i0w
A5gTET6l3ACN4Fa/qtnzFhHr1lCv97x70lAb6uzZ0HLurCvjNSBmAC+NiKckPQu4B9gqIu4fTGk2
wiplz1tErAKv96wuzp7VYehzN4IbWRthvAbEsrxPHBHxmKTbhylQNtRGPnvtW5K9UhyYkc+e1cbZ
szo4d9aV8RoQL5Z0Q74vYKs8LCAi4qV9r85GlbNndXH2rC7OntXBubOujNeA2GZgVVhpvd7HuaFd
f86e1cXZs7o4e1YH58660rEBERF3DrIQsxZnz+ri7FldnD2rg3Nn3SpzITkzMzMzMzPADQgzMzMz
M5sENyDMzMzMzKy08Q6i7kjS3IiY2+NabECG+WJTzp7VZVSyN8zrh6lqVLJnzeLc2Xi6akAA1/S0
CmvE2ZCG5NoDzp7Vxdmzujh7VgfnzjrqahemiDi/14WYleHsWV2cPauLs2d1cO5sPBP2QEjaAvgg
ML34/Ih4Y//KMnP2rD7OntXF2bM6OHc2WWV2YToHOBk4H3iqv+UYeB/kAmfP6uLsWV2cPauDc2eT
UqYB8VhEHNv3SkaQGwoTcvasLs6e1cXZszo4dzYpZRoQX5V0BPDfwOOtkRFxbd+qMkucPauLs2d1
GansNeEEIgaMWO6sujINiO2BdwGvYXm3VuRhs35y9qwuzp7VxdmzOjh3NillGhBvB7aMiGX9Lsas
jbNndXH2rC7OntXBubNJKdOAmA+sAyztcy1Thrtke8bZs7o4e5MwJNeQGRbOntXBubNJKdOAWAe4
RdJVrLhfnE/tVYIbE5U4e1YXZ28C3ZwEwg2NUpw9q4NzZ5NSpgFxRN+rMBubs2d1cfYq8IaTSpw9
q8OUyJ03UgzOhA2IiLhiEIWYtXP2escr1clx9qwuzp7VwbmzySpzJeqHSEfiA6wKrAI8EhFr9bMw
M2fP6uLsWV2cPauDc2eTVaYHYs3WfUkC9gde3s+ihk3ZfYF94bjJcfasLs5e7/hYiclx9qwOzp1N
1kqTeXIk5wD79KkeJM2UdKukhZLm9Ot1uqF5856+2WD1O3tNzp3Vy9mr36iue509q8Oo/9azcsrs
wvSWwuBKwAzgsX4UI2kacDzwOmAxcJWk8yLipn68njXboLLn3Fm7YcreMP+oHuba+2WYsmdTx1T9
recTOvRPmbMw/WXh/hPAIlLXVj/sCiyMiNsBJJ2ZX2tgKzTvjtQog8pe7bkbNr3exaSBu6w4e0No
ivxYcPYmYYp85k0w5X/rOSu9pYiY+FkDIultwMyI+Js8/C7gZRHxgcJzDgUOzYMvAm4deKGwPvC7
Gl633aDr2DwiNhjg6w1Emdzl8eNlrymZmMiw1unsLc/eS0gXfWqqJmesm9qcvWav96ZqDVMyd9Cz
33pN+Nx7rSnvqVT2OvZASPrUONNFRHy2q7IqioiTgJPqeO0WSVdHxIw6a2hSHb02jNkbls/CdU74
uo3PXtM/wybX1/DaGp+9dk1Ynq6hmmHMHQz3Mu9k2N7TeLswPTLGuDWAQ4DnAv0I1d3AZoXhTfM4
Gy2Dzp5zZy3OntXF2bM6+LeedaVjAyIijm7dl7Qm8GHgYOBM4OhO01V0FbC1pC1IYZoFvLNPr2UN
VUP2nDsDnD2rj7NndfBvPevWuAdRS1oP+ChwIDAP2Dkift+vYiLiCUkfAC4GpgGnRMSCfr1eBbXu
QlXQlDp6bpDZ61HuhuWzcJ0TGILsNf0zbHJ9Ta5tGLLXrgnL0zVUNKS/9YZ6mXcwVO+p40HUkr4I
vIX0ho6PiIcHWZiNLmfP6uLsWV2cPauDc2fdGq8B8RTwOOl0XsUniXRgjS9vbn3h7FldnD2ri7Nn
dXDurFuNOo2rmZmZmZk120p1F9AEkk6RtFTS/MK4HST9r6QbJZ0vaa08fhVJ8/L4myUdXphmlzx+
oaRjJWmSdWwm6XJJN0laIOnDefx6ki6RdFv+u25hmsPz690qaZ/C+Eq1WHmSZublv1DSnLrradcp
V00laZqk6yRdUHctTdOkrHWzvqqhxhWy1KTahlkTctik9ZrXWYPThOy11dP3322SVpP03Tz+F5Km
F6aZnV/jNkmDvTpeRIz8DXgVsDMwvzDuKuDV+f57gM/m++8Ezsz3VyddrXF6Hr4SeDmp6+8HwL6T
rGMj0sFLAGsCvwK2Bb4AzMnj5wD/mu9vC/wSWA3YAvg1MK0XtfhW+jOblpf7lsCq+fPYtu66yuSq
7rrGqfejwOnABXXX0qRb07I22fVVTTWukKUm1Tast6bksEnrNa+zBracG5G9tpr6/rsNeD9wYr4/
C/huvr8ecHv+u26+v+6g3rt7IICI+DHwQNvoFwI/zvcvAd7aejqwhqSVgWcDy4AHJW0ErBURP4/0
yX4HeNMk61gSEdfm+w8BNwObkC7x3roG+7zCfPcnNWYej4g7gIXArr2oxUrbFVgYEbdHxDLSqe/2
r7mmFYyTq8aRtCnweuBbddfSQI3KWhfrq4HqkKVG1DbkGpHDpqzXvM4aqEZkr2hAv9uK8/oesFfu
ndgHuCQiHoh01qxLgJl9fLsrcAOiswUsD+bbWX7Rk++RLryyBPgN8KWIeIAUmMWF6RdTYWWWu6h2
An4BbBgRS/JD9wAb5vubAHeN8Zo9rcXG1ekzaKS2XDXRV4B/BJ6qu5AGamzWSq6vBm2sLDWltmHW
uBzWvF7zOmtwGpe9oj7+bnt6moh4AvgD6SJ/tS4PNyA6ew/wfknXkLqlluXxuwJPAhuTup/+QdKW
vXxhSc8B/hP4SEQ8WHwst0x95LtN2ni5agJJbwCWRsQ1dddi5TVxfVUmS16XTg11rte8zrKWJq4H
+80NiA4i4paI2DsidgHOIO2nBukYiIsi4k8RsRT4GTCDdDXFTQuz6OrS7JJWIYXwtIj4fh59b+7e
Iv9dmsd3uhx8T2qxUjp9Bo3SIVdNsxvwRkmLSF3Tr5H07/WW1CiNy9ok11eD1ClLTaht2DUmhw1Y
r3mdNViNyV7RAH63PT1N3n1+beD+ceY1EG5AdCDpefnvSsAngRPzQ78BXpMfW4N0wMstuavqQUkv
z/umvRs4d5KvKeBk4OaIOKbw0HlA6+j62YX5ngfMykfobwFsDVzZi1qstKuArSVtIWlV0gFO59Vc
0wrGyVWjRMThEbFpREwnLccfRsRf11xWkzQqa12srwZmnCzVXtsU0IgcNmG95nXWwDUie0UD+t1W
nNfbSDkL0pW895a0bj7L09553GAM6mjtJt9IPQxLgD+R9iE7BPgw6Wj6XwFHsfyaGc8B/oN0jMRN
wP8rzGcGMJ/UW3Fca5pJ1LE7qZvrBuD6fNuPtK/bZcBtwKXAeoVpPpFf71YKZ1qqWotvk/rc9ss5
+TXwibrrKZuruuuaoOY98BlNxloujclaN+urmup8OktNq21Yb03IYdPWa15nDWw51569tnr6/rsN
eFb+3bmQdKamLQvTvCePXwgcPMj37gvJmZmZmZlZad6FyczMzMzMSnMDwszMzMzMSnMDwszMzMzM
SnMDwszMzMzMSnMDwszMzMzMSnMDogJJl0vap23cRyR9fZxpHu5/ZTbVOXtWF2fP6uDcWV2cvbG5
AVHNGaQLmRTNyuPN+snZs7o4e1YH587q4uyNwQ2Iar4HvD5fERFJ04GNgeskXSbpWkk3Stq/fUJJ
e0i6oDB8nKSD8v1dJF0h6RpJF7cuh25W4OxZXZw9q4NzZ3Vx9sbgBkQFEfEA6aqA++ZRs4CzgEeB
N0fEzsCewNH50uQTkrQK8DXgbRGxC3AKcGSva7fh5uxZXZw9q4NzZ3Vx9sa2ct0FTAGtrq1z899D
AAGfl/Qq4ClgE2BD4J4S83sR8BLgkpzDacCS3pdtU4CzZ3Vx9qwOzp3Vxdlr4wZEdecCX5a0M7B6
RFyTu6c2AHaJiD9JWgQ8q226J1ixB6j1uIAFEfGK/pZtU4CzZ3Vx9qwOzp3Vxdlr412YKoqIh4HL
Sd1PrQNq1gaW5kDtCWw+xqR3AttKWk3SOsBeefytwAaSXgGpm0vSdn19EzaUnD2ri7NndXDurC7O
3jO5B6I3zgDOZvlR+qcB50u6EbgauKV9goi4S9JZwHzgDuC6PH6ZpLcBx0pam/QZfQVY0Pd3YcPI
2bO6OHtWB+fO6uLsFSgi6q7BzMzMzMyGhHdhMjMzMzOz0tyAMDMzMzOz0tyAMDMzMzOz0tyAMDMz
MzOz0tyAMDMzMzOz0tyAMDMzMzOz0tyAMDMzMzOz0tyAMDMzMzOz0tyAMDMzMzOz0tyAMDMzMzOz
0tyAMDMzMzOz0tyAMDMzMzOz0tyAGDBJp0q6oM+vMV1SSJox1rCNlkFkbippX16DWn6SFkn6WL9f
ZyqSdJCkh+uuYxhIeljSQXXXYWbDbWQaEPlHwNy66+g1ST+SdFzb6LuAjYDrO0wzXVL0vTh7WjF/
3f5QnAo/MHNeD+rDfIfm+y1prqT5Yzz058AJg66nE0lflXS1pMckLRrj8T0knStpiaQ/SrpB0nsG
UNfQfw+aJG9cml53HWY2XFauu4AmkLRqRCyru45eiYgngXvqrsPMyouI++quoc1KwDxge2DvMR7/
C+BG4AvAEmAf4CRJj0XE6QOr0szMBm5keiCK8hasuZJOkfR/wGl5/CaSzpT0+3z7L0lb58demLfU
bN82r0Ml/U7SKnn4VZJ+kbfa3Svpy5JW7bLOZ/QuFHenkHQq8GrgsFxb5N4F77LUUJJ+BGwOfLH1
mRUee4ukGyU9LukuSZ+QpPGmk/RcSWdIWizpUUkLJB1cob6Zkn6S8/+ApIslbdP2nI0lnSbp/rzl
+XpJexYe3y9/Bx7Nzzlf0rO6ramL97CqpM9LujMvy9slfajweKXvqJJ/lPTr/B5vlPTXbc8Zcxnl
3pcjgO0K39mD8jQrbFmX9AJJZ0t6KN++L2nTwuNzJc2XNCvX8pCkcyStX3jO9pIuk/Sg0q4rvyx+
VuOJiA9GxNeAX3V4/PMR8cmI+FlE3B4RXwe+D7y15HJs1T87v/dHJH07f37vz9+B+yUdI2mlPM2P
6PD9yY/vlef5iKTLJW1ReGwzpR6TB/JncoukWSVrHe9/gyRdIunSwvf1OZJuk3R8iXnvkd/LvpKu
yZn6iaRNJb06f2YPS7pA0nPbpj1Y0k05y7+S9PetZZUf/zOl/yOPSbpV0hvKvF8zs4mMZAMi+yhw
CzAD+Lik1YHLgcdIP8pfQdqqdqmk1SPiV8BVwIFt8zkQOCsi/iRpE+AHwHXATsAhwDuAf+nTe/gw
8L/At0m7LG1E2n3JmustwGLgMyz/zJC0C/AfpB9g2wNzgMOBD4w3HfAs4FrgDcB2wFeBb0jaq8v6
1gC+AuwK7AH8ATi/9QNb0hrAFcB04E3AS0g/iMmPzwTOAy4BdiF9ly5nsOuaecC7Sd/xbYDZwO9z
fb34jn4uT3cYsG2e9huSXp9fY7xl9F3gaOBWln+O321/gfwj8FxgQ2DPfNsYOKf1IzWbDvwV8GZS
L8FOwJGFx08nrcd2BXYE5pLWcf2yFnlZlzQd2J+U37cAbyfl589J7+dvgA+S3h90/h4ArEb6zryH
tP5eBzix8PgJwOqkZbkd8BHg/yYqsMT/hiBlbEeg1QA8FlhWGC7j07mmlwHrknLxKeBQ0ndxO9Ln
16rrvcDn83O2Af4B+Cfg/fnxlYCzSd+9V5CWy1zScjIzqyYiRu4GLALObxv3HuA2QIVx04D7gQPy
8IeAO1vPAV4APAX8RR4+Ms9jpcI8DgIeB1bPw6cCF5Ss80fAcW3jVpi+w3OmAwHMGGvYt0bk72Nt
404Dftg2bi6weLzpOsz/TOBbnTIzyVrXAJ4Eds/D7wUeAtbv8PyfAWfWuGy3zlmf2eHxSX9Hi8N5
eTwKvLJtvl8BLiy5jOYC88fLBfC6vNynFx7fMq9vXluYz2PA2oXnfAJYWBh+EJhdcZl+DFhU4nlv
AP4E7FpyvnPzsizW/z3gPmDVwrgV1nEdvj8H5c/9RYVxB+bPtbW+vgE4oov3P+H/hjzuTfn1Ppv/
7lBy/nvk2vcpjPtAHrdzp9wAvwHe1TavjwA35ft75wy9oPD47nm+B1XJhG+++ebbKPdAXN02vAuw
BfBQ7i5+mLT1dV1gq/ycM0lbAV+Zh98B3BER/5OHtwF+HhFPFeb7U2BV4M96/xZsCtmG9OO76KfA
JpLW6jSRpGlKuzrdkHf3eJi0lfYF3RQhaStJp+ddYh4E7iVtwWzNbyfghoj4XYdZ7ARc1s1r98hO
pB/Zl3d4vOp3dFtSr89FrfVEXuZ/x/L1xETLqIxtgN9GxKLWiIi4HfhtrqHlzoj4Q2H4t8DzCsPH
AN+S9MOckxdXqKkjSbuRejs+FBFXTmLS37TVfy/wq1jxmLR7WfE9dfJ4RNxaGP4t6XNdNw9/Ffik
pP+V9Lnc61dGmf8NRMQ5pGXwSeCTEfHLkvNvuaFw/97898a2cc8DkLQBsBmp56uYw6MKNW0D3B0R
vynM4xek74eZWSWjfBD1I23DK5HOWjTWPrEPAETEUkmXkLZs/Tj/Pa3k63Vz1qOnALWNW6WL+dhw
Gy87HyPtuvBh0o+Nh0m7NZT5wTWWC0i7iPwtcDfwBHAT6YfYVFfmO9ra6PKXpC3ARX/qbTkdFets
f82gsLtYRMyVdBqwL+kg5yMkvS8iTulVMZJ2By4EPhXpOIjJGKv+scZNKzGvJ8aYDvLyiIiTJV0M
7Ae8FvgfSf8SEXMnmO+E/xsAlI7z+XPSVv9uNhgV33fkmtvHtT7b1t/3Af+DmdmAjXIPRLtrSSv9
30XEwrbbA4Xn/Tvw9rz1avs83HIz8PLiQWykLuNlwK+7qOk+VtzHF2CHtuFllPvnas0x1md2M7Bb
27jdSbswPTTOdLuTdsf7t4i4npSzF3ZTVD5A88XA5yPi0oi4GViTFTc0XAe8VIUDddtcB3R7/EUv
XE9ar3U6ULjqd/Qm0u4pm4+xnrgzP2eiZVTmO3szsLEKp9eUtCWpB/SmEnU+LSJui4hjI+L1wMmk
4wp6QtKrSMeUzI2Ir/RqvhPoep0XEYsj4qSIOIDlxxdMpOz/hi+Sji94HXCwpDd2U2MZEXEvqYdl
qzFqWpifdjOpB3OzwqS74v/7ZtYDXpEsdxqpi/jcfOaLLZTO1nJ062wb2TmkXoCTgasiHVzdcgLp
H/wJkrbJB1UeRdp/949d1PRDYF9Jb5T0IknHkLqtixYBuyqdeWn9th9G1kyLgFfmM7u0fmQeDbxa
6cw0L5R0IKln4QsTTPcrYC9Ju+fdU44j7W7Rjd8DvwPem8/e8mrSQajFLbunA0tJ35NXStoy57P1
g/1IUgP7c5K2lbRdPjPM6l3WNCn5+3gWabedt+bv8SslvSs/pdJ3NDfmvgR8SdJ78nLaUdL7JLV+
jE60jBYBm0vaOX9nxzqo9VLSLi2nSZqhdEa100g/Zn9YZllIerak45XO8jNd0stIjaVSDZDWeyMt
r1Xz+9yxcED9HqTGw4nA6ZKen28blJl/BYt45vdgQkrXtZiZP48dgZmUWxYT/m+QtC+p1+6vI+Jy
0vEK35L0/Mm9tUk5AvjH/P16kaSXSHq3pMPz45eSThTynfy5vQL4Ms/sqTEzmzT/2Mzyj4dXAbeT
zoZzC+lsLutSOKtIft7ZpJ6Af2+bx92kXQV2Im0JPQU4A/h4l2WdUrj9jHRg5tltz/kSaYvcRB5T
JgAAEt1JREFUTaQei672fbeB+hSpIfhr0mdGRFxLOgPNW4H5pB+1R5EaBB2nI50R6ErSD7kfk3bN
K7tb3QrycQF/Bbw013A88M+kLe6t5zxCOhPNYuD8/LxPs3yXiwtJZ8zZl7Ql/gpSb8Ag97t+N+lH
/LGk7/GpwNq5vl58R/+Z9APxY8AC0hmn3grckV9j3GUE/Cdpl5/LSJ/jO9pfICKCdHai+0jHc1xO
urbLm/JjZTxJWn+dSjrr09mks7Z9tOT03yJ9hn9P6gm9Lt82zo8fRDqr0cdIZyVq3a4qOf9ujfU9
KGMl4GukdeUlpEbB7Ikmmuh/Q24wfRv4XET8Ik92FKkH4NuS2ndD7YmI+BbpAO93Ab8EfkLqUWnl
8CnSd3El0rEP3yGtLx4fa35mZpOh8v+Lxpg4HTh3fUQ8onQe9J2Brxa68s265nxZXZw9MzOzzqr2
QHwd+KOkHUi7W/yatJXDrBecL6uLs2dmZtZB1QbEE4Wu9uMi4njSQZc2AaWrzD48zs27IjlfPeXM
TcqUzp6kE8fJwYkTz6HUaywY5zXaL8hZG0kfH6fOH/Rg/n1f1mZmg1Z1F6YrgIuAg0n7iC4FfhkR
208w3SLS/vxPkv5Rz5C0HunKm9NJB8kdEBGTuaLpUJG0Mum9drIoIkb6YLdu82Vjc+bKm+rZk/Q8
0lWjx/JgRCztwWtsTufTTt9bOLtYrfL/nvU6PPxoPm6myvz7vqzNzAatagPi+cA7SWcj+knegrlH
RIzb1Z8bEDOKF1qS9AXggYg4StIcYN2I+Keui7Oh122+zKpy9szMzDqr1IDo+kXHbkDcSvoHvUTS
RsCPIuJF481n/fXXj+nTp/e1Vlvummuu+V1E9PsUjUPB2RssZ285Z2+wnD0zs2fq6krUkh5inKu2
RkSn7tqnnwJcKulJ4BsRcRKwYUQsyY/fA2w4UR3Tp0/n6quvLlm1VSVpIGeg6UG++s7ZGyxnbzln
b7AGlT0zs2HSVQMiItYEkPRZ0nm//w0QcCDPvHLyWHaPiLvzvqGXSLqlbf4hacx/4koXazoU4AUv
8DGfU1EP8mXWFWfPzMxsYl01IAreGBE7FIa/LumXpAv9dNQ6KC0ilko6G9gVuFfSRoVdmMY8sCz3
VpwEMGPGjMHvf1WB5s1bYThmT3gNo1HXVb4knQK8AVgaES/J4zoepJ+v3HoI6aD+D0XExT1+H51r
LWTCeWiUrrJXB2fIzMwGreppXB+RdKCkaZJWyqfme2S8CSStIam1lW8NYG/SlVrPY/lVQWcD51as
zYbfpPOVnQrMbBs3B7gsIrYmXQF4DoCkbYFZwHZ5mhMkTevVG7Ch1W32zMzMpryqDYh3AgcA9+bb
2/O48WwI/DRvzbsS+K+IuAg4CnidpNuA1+bhkaF5856+2dO6yRcR8WPggbbR+wOthTsPeFNh/JkR
8XhE3AEsJPWI2WjrKntmZmajoOtdmPJW2jdHxP6TmS4ibgd2GGP8/cBe3dZjU0u3+RpHp4P0NwF+
Xnje4jzORlQfsmdmZjaldN2AiIgnJb0D+HIP6xlK4x3b0IsehVHcx7mf+RrvIP3x+AD+0eB1m5mZ
2fiqHkT9M0nHkQ5OfXr/4Ii4tuJ8zaC3+ep0kP7dwGaF522axz3DMB/Ab5PmdZuZmVkHVRsQO+a/
nymMC+A1FedrBr3NV+sg/aNY8SD984DTJR0DbAxsTTo2x0ab121mZmYdVGpARMSevSpkFPmA6fF1
my9JZwB7AOtLWgwcQWo4nCXpEOBO0gGyRMQCSWcBNwFPAIdFxJM9KN+GmNdtZmZmnVVqQEham/Tj
7FV51BXAZyLiD1ULG2ZuGPRGt/mKiHd0eGjMg/Qj4kjgyG7rtKnH6zYzM7POqp7G9RTgIdLW3AOA
B4FvVy2qqXyq1YEbqXxZozh7ZmZmHVQ9BmKriHhrYfjTkq6vOE+zFufL6uLsmZmZdVC1AfGopN0j
4qcAknYDHq1eVjO4p6F2Uzpf1mjOnpmZWQdVGxB/B8zL+wsD/B44qOI8a+VGQ6NMuXzZ0HD2zMzM
Oqh6FqbrgR0krZWHH+xJVUPADY3+G+V8Wb2qZE/SItLxE08CT0TEDEnrka4pMR1YBBwQEb/Pzz8c
OCQ//0MRcXHv3omZmVnvVTqIWtLnJa0TEQ9GxIOS1pX0uV4VZ6NtlPNVPGDfjdXB60H29oyIHSNi
Rh6eA1wWEVsDl+VhJG0LzAK2A2YCJ0ia1sO3YmZm1nNVz8K0b0T8X2sgb1Hbr+I8zVqcL6tLr7O3
P9BqCc4D3lQYf2ZEPB4RdwALgV0rvI6ZmVnfVW1ATJO0WmtA0rOB1cZ5vtlkOF9WlyrZC+BSSddI
OjSP2zAiluT79wAb5vubAHcVpl2cx61A0qGSrpZ09X333TeZ92FmZtZzVQ+iPg24TFLr/OgHs3wr
m1lVzpfVpUr2do+IuyU9D7hE0i3FByMiJMVkiomIk4CTAGbMmDGpac3MzHqt6kHU/yrpl8Br86jP
+gBA6xXna7nicRAxe3aNlYyGKtmLiLvz36WSzibtknSvpI0iYomkjYCl+el3A5sVJt80jzMzM2us
qj0QADeTzjRyqaTVJa0ZEQ/1YL5mMMXy5QOih8qksydpDWCliHgo398b+AxwHjAbOCr/PTdPch5w
uqRjgI2BrYEr+/N2zMzMeqNSA0LSe4FDgfWArUj77p4I7FW9NKtiKmyxdr6sLhWytyFwtiRI69fT
I+IiSVcBZ0k6BLgTOAAgIhZIOgu4CXgCOCwinuzDWzIzM+uZqj0Qh5G6538BEBG35f1+zXrB+bK6
dJW9iLgd2GGM8ffTofEREUcCR1aq1szMbICqNiAej4hleWsbklYmnYHEKvBuLk9zvqwuzp6ZmVkH
VRsQV0j6OPBsSa8D3g+cX70s62S8XZOmYMNjSuRrCn4uo2BKZM/MzKwfql4HYg5wH3Aj8LfAhcAn
qxZlljlfVhdnz8zMrIOqp3F9CvhmvgEgaTfgZxXrMhu5fLmnojlGLXtmZmaT0VUDQtI00llENgEu
ioj5kt4AfBx4NrBT70q0UeN8WV2cPTMzs4l12wNxMuniR1cCx0r6LTADmBMR5/SqOBtZzldJ7b0W
w3rK3gZx9szMzCbQbQNiBvDSiHhK0rOAe4Ct8qkKrWGG8Eem82V1cfbMzMwm0O1B1MvyPsJExGPA
7f4Haz3kfFldnD0zM7MJdNsD8WJJN+T7ArbKwwIiIl7ak+psVDlfVhdnz8zMbALdNiC26WkV1pUp
fNYe58vq4uyZmZlNoKsGRETc2etCzFqcL6uLs2dmZjaxqheSMzMzMzOzEeIGhJmZmZmZleYGhJmZ
mZmZldbzBoSkub2ep1mL82V1cfbMzMySbs/CNJ5r+jDPvprCZzOaioYuXzZlOHtmZmb0oQciIs7v
9TzNWpwvq4uzZ2ZmllTqgZC0BfBBYHpxXhHxxmpl9V6xlyFmz66xEitrmPLVFJ1605z5yXH2zMzM
Oqu6C9M5wMnA+cBT1csZDO+yNDSGMl/gjE0BQ5s9MzOzfqvagHgsIo7tSSVWi4b3zDhfVhdnz8zM
rIOqDYivSjoC+G/g8dbIiLi24nx7wluBx9ZpubSPb0CDotH5qks3uW7gZ9t0zp6ZmVkHVRsQ2wPv
Al7D8m7+yMNmVTlfVhdnz8zMrIOqDYi3A1tGxLJeFGPWxvmyujh7ZmZmHVQ9jet8YJ1eFGI2BufL
6uLsmZmZdVC1B2Id4BZJV7HifsI+1aH1gvNldXH2zMzMOqjagDiiJ1WYjc356hNfL2JCzp6ZmVkH
lRoQEXFFrwrpBZ91aWppWr5sdDh7ZmZmnVW9EvVDpDOTAKwKrAI8EhFrVS3MzPlqrql+Wlhnz8zM
rLOqPRBrtu5LErA/8PKqRZnBcOXLvV9TyzBlz8zMbNCqnoXpaZGcA+xTZT6SZkq6VdJCSXN6VJ4N
uV7lqxPnLtG8eSvcOj02Spw9MzOzFVXdhekthcGVgBnAYxXmNw04HngdsBi4StJ5EXFTlTptOPU6
X+O8jnPXQa8bC8X5NXm3J2fPzMyss6pnYfrLwv0ngEWkrv5u7QosjIjbASSdmefnf6ajqdf56sS5
q2gKntXJ2TMzM+ug6jEQB/eqkGwT4K7C8GLgZT1+DRsSfchXJ85dn5TtwWjaQdnO3ugYll4xM7Mm
6aoBIelT4zwcEfHZLusp89qHAofmwYcl3Zrvrw/8rl+v20PDUic66KD2WjcfyOvWmK/xjJG9+xmS
z7KivmRWBx00mcecvbHXe1D4fMZbpg3Q+HXfGOs8GFD2zMyGSbc9EI+MMW4N4BDguUC3/2TvBjYr
DG+axz0tIk4CTmqfUNLVETGjy9cdmGGpE2qttV/56mTC3MEzszdMn2UVo/I+s6HIXtGwfD7DUOcw
1Ghm1gRdNSAi4ujWfUlrAh8GDgbOBI7uNF0JVwFbS9qC9E90FvDOCvOzIdTHfHXi3Bng7JmZmZXR
9TEQktYDPgocCMwDdo6I31cpJiKekPQB4GJgGnBKRCyoMk8bTv3IVyfOnRU5e2ZmZuPr9hiILwJv
IXWpbx8RD/eqoIi4ELiwi0nH7N5voGGpE2qqtZ/56qTL3A3TZ1nFqLzPYcpe0bB8PsNQ5zDUaGZW
O0XE5CeSngIeJ53esDgDkQ40XKs35dkocr6sLs6emZnZxLpqQJiZmZmZ2Whaqe4CekHSTEm3Sloo
aU7d9RRJWiTpRknXS7o6j1tP0iWSbst/162hrlMkLZU0vzCuY12SDs/L91ZJ+wy63iZpct6qampe
beLcKTk2P36DpJ0bWOMekv6Q83X9BKfN7VeNz1j3tT1e+3I0M2u6oW9ASJoGHA/sC2wLvEPStvVW
9Qx7RsSOhdMDzgEui4itgcvy8KCdCsxsGzdmXXl5zgK2y9OckJf7yBmSvFXVxLyOtJK52xfYOt8O
Bb7ewBoBfpLztWNEfGaQNWan8sx1X1Gty9HMbBgMfQMC2BVYGBG3R8Qy0ukW96+5ponsTzq7C/nv
mwZdQET8GHigbXSnuvYHzoyIxyPiDmAhabmPomHMW1W159VK5W5/4DuR/BxYR9JGDauxdh3WfUV1
L0czs8abCg2ITYC7CsOL87imCOBSSdfkq8kCbBgRS/L9e4AN6yntGTrV1fRlPEhTfVkMU15HSZnc
1Z3Nsq//F3nXoB9I2m4wpU1K3cvRzKzxur4OhJW2e0TcLel5wCWSbik+GBEhqXFHsje1Luu7ocyr
DY1rgRdExMOS9gPOIe0qZGZmQ2Qq9EDcDWxWGN40j2uEiLg7/10KnE3q5r+31SWe/y6tr8IVdKqr
0ct4wKb0shiyvI6SMrmrO5sTvn5EPNi6tka+/sUqktYfXIml1L0czcwabyo0IK4Ctpa0haRVSQf7
nldzTQBIWkPSmq37wN7AfFJ9s/PTZgPn1lPhM3Sq6zxglqTVJG1B2mJ4ZQ31NUFj81bVEOZ1lJTJ
3XnAu/NZhF4O/KGw61kjapT0fEnK93cl/Q+6f4A1llH3cjQza7yh34UpIp6Q9AHgYmAacEpELKi5
rJYNgbPz/8uVgdMj4iJJVwFnSToEuBM4YNCFSToD2ANYX9Ji4AjgqLHqiogFks4CbiJdYOuwiHhy
0DU3QcPzVlVj8zrqOuVO0vvy4yeSrma9H+kkB38EDm5gjW8D/k7SE8CjwKwY8MWIOqz7VinUWOty
NDMbBr6QnJmZmZmZlTYVdmEyMzMzM7MBcQPCzMzMzMxKcwPCzMzMzMxKcwPCzMzMzMxKcwPCzMzM
zMxKcwOiAkmXS9qnbdxHJH19nGke7n9lNtU5e1YXZ8/MzNyAqOYM0sWSimbl8Wb95OxZXZw9M7MR
5wZENd8DXp+vuoqk6cDGwHWSLpN0raQbJe3fPqGkPSRdUBg+TtJB+f4ukq6QdI2kiyVtNIg3Y0PF
2bO6OHtmZiPODYgKIuIB4Epg3zxqFnAW6Qqrb46InYE9gaOVL+87EUmrAF8D3hYRuwCnAEf2unYb
bs6e1cXZMzOzlesuYApodeefm/8eAgj4vKRXAU8BmwAbAveUmN+LgJcAl+T/vdOAJb0v26YAZ8/q
4uyZmY0wNyCqOxf4sqSdgdUj4prcJb8BsEtE/EnSIuBZbdM9wYo9QK3HBSyIiFf0t2ybApw9q4uz
Z2Y2wrwLU0UR8TBwOanLvXUQ4drA0vxPdE9g8zEmvRPYVtJqktYB9srjbwU2kPQKSF37krbr65uw
oeTsWV2cPTOz0eYeiN44Azib5WcmOQ04X9KNwNXALe0TRMRdks4C5gN3ANfl8cskvQ04VtLapM/o
K8CCvr8LG0bOntXF2TMzG1GKiLprMDMzMzOzIeFdmMzMzMzMrDQ3IMzMzMzMrDQ3IMzMzMzMrDQ3
IMzMzMzMrDQ3IMzMzMzMrDQ3IMzMzMzMrDQ3IMzMzMzMrDQ3IMzMzMzMrLT/DyvsiyjaI9TDAAAA
AElFTkSuQmCC
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="remove-skew">remove skew<a class="anchor-link" href="#remove-skew">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">skewed</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;annual_inc&#39;</span><span class="p">,</span><span class="s1">&#39;delinq_2yrs&#39;</span><span class="p">,</span><span class="s1">&#39;open_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;pub_rec&#39;</span><span class="p">,</span><span class="s1">&#39;revol_bal&#39;</span><span class="p">,</span><span class="s1">&#39;total_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;collections_12_mths_ex_med&#39;</span><span class="p">]</span>
<span class="n">newloans_raw</span><span class="o">=</span><span class="n">newloans</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">newloans_raw</span><span class="p">[</span><span class="n">skewed</span><span class="p">]</span> <span class="o">=</span> <span class="n">newloans</span><span class="p">[</span><span class="n">skewed</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">log</span><span class="p">(</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span><span class="p">))</span>
<span class="n">imp</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">vs</span><span class="p">)</span>
<span class="n">vs</span><span class="o">.</span><span class="n">distribution</span><span class="p">(</span><span class="n">newloans_raw</span><span class="p">,</span> <span class="n">transformed</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
</pre></div>

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

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


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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxAAAAF2CAYAAAD+y36TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="normalize">normalize<a class="anchor-link" href="#normalize">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[13]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>

<span class="c1"># Initialize a scaler, then apply it to the features</span>
<span class="n">scaler</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">()</span>
<span class="n">numerical</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;loan_amnt&#39;</span><span class="p">,</span><span class="s1">&#39;emp_length&#39;</span><span class="p">,</span> <span class="s1">&#39;annual_inc&#39;</span><span class="p">,</span><span class="s1">&#39;dti&#39;</span><span class="p">,</span><span class="s1">&#39;delinq_2yrs&#39;</span><span class="p">,</span><span class="s1">&#39;earliest_cr_line&#39;</span><span class="p">,</span><span class="s1">&#39;inq_last_6mths&#39;</span><span class="p">,</span><span class="s1">&#39;open_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;pub_rec&#39;</span><span class="p">,</span><span class="s1">&#39;revol_bal&#39;</span><span class="p">,</span><span class="s1">&#39;revol_util&#39;</span><span class="p">,</span><span class="s1">&#39;total_acc&#39;</span><span class="p">,</span> <span class="s1">&#39;collections_12_mths_ex_med&#39;</span><span class="p">]</span>
<span class="n">newloans_raw</span><span class="p">[</span><span class="n">numerical</span><span class="p">]</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">newloans_raw</span><span class="p">[</span><span class="n">numerical</span><span class="p">])</span>

<span class="c1"># Show an example of a record with scaling applied</span>
<span class="n">display</span><span class="p">(</span><span class="n">newloans_raw</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="n">n</span> <span class="o">=</span> <span class="mi">10</span><span class="p">))</span>
</pre></div>

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

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


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

<div class="output_html rendered_html output_subarea ">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>loan_amnt</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.000000</td>
      <td>0.70</td>
      <td>MORTGAGE</td>
      <td>0.865604</td>
      <td>Credit card refinancing</td>
      <td>0.002240</td>
      <td>0.278943</td>
      <td>0.857143</td>
      <td>0.00</td>
      <td>0.479785</td>
      <td>0.000000</td>
      <td>0.458143</td>
      <td>0.311111</td>
      <td>0.510820</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.184211</td>
      <td>0.90</td>
      <td>MORTGAGE</td>
      <td>0.840911</td>
      <td>Debt consolidation</td>
      <td>0.001949</td>
      <td>0.721057</td>
      <td>0.530612</td>
      <td>0.00</td>
      <td>0.568839</td>
      <td>0.000000</td>
      <td>0.403813</td>
      <td>0.140404</td>
      <td>0.782011</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.152632</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.780023</td>
      <td>Debt consolidation</td>
      <td>0.002787</td>
      <td>0.000000</td>
      <td>0.693878</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.000000</td>
      <td>0.176139</td>
      <td>0.176768</td>
      <td>0.822013</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>0.289474</td>
      <td>0.30</td>
      <td>RENT</td>
      <td>0.814677</td>
      <td>Credit card refinancing</td>
      <td>0.001549</td>
      <td>0.000000</td>
      <td>0.979592</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.000000</td>
      <td>0.567383</td>
      <td>0.793939</td>
      <td>0.235409</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>0.105263</td>
      <td>0.05</td>
      <td>RENT</td>
      <td>0.782243</td>
      <td>Debt consolidation</td>
      <td>0.000940</td>
      <td>0.442114</td>
      <td>0.795918</td>
      <td>0.00</td>
      <td>0.362190</td>
      <td>0.000000</td>
      <td>0.386833</td>
      <td>0.436364</td>
      <td>0.491407</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>0.065132</td>
      <td>0.90</td>
      <td>RENT</td>
      <td>0.793940</td>
      <td>Credit card refinancing</td>
      <td>0.001645</td>
      <td>0.000000</td>
      <td>0.979592</td>
      <td>0.25</td>
      <td>0.362190</td>
      <td>0.000000</td>
      <td>0.412418</td>
      <td>0.428283</td>
      <td>0.311194</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>0.190789</td>
      <td>0.00</td>
      <td>OWN</td>
      <td>0.817906</td>
      <td>Debt consolidation</td>
      <td>0.002961</td>
      <td>0.557886</td>
      <td>0.571429</td>
      <td>0.50</td>
      <td>0.661642</td>
      <td>0.000000</td>
      <td>0.551587</td>
      <td>0.332323</td>
      <td>0.736661</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>0.060526</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.712719</td>
      <td>Credit card refinancing</td>
      <td>0.001338</td>
      <td>0.000000</td>
      <td>0.714286</td>
      <td>0.25</td>
      <td>0.405684</td>
      <td>0.386853</td>
      <td>0.406624</td>
      <td>0.537374</td>
      <td>0.622387</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>0.131579</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.767518</td>
      <td>Debt consolidation</td>
      <td>0.000868</td>
      <td>0.000000</td>
      <td>0.653061</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.386853</td>
      <td>0.479918</td>
      <td>0.516162</td>
      <td>0.311194</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>0.569737</td>
      <td>1.00</td>
      <td>MORTGAGE</td>
      <td>1.000000</td>
      <td>Credit card refinancing</td>
      <td>0.002016</td>
      <td>0.000000</td>
      <td>0.653061</td>
      <td>0.00</td>
      <td>0.752158</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.481818</td>
      <td>0.773413</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="one-hot-encode">one hot encode<a class="anchor-link" href="#one-hot-encode">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans_raw</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;Credit card refinancing&quot;</span><span class="p">,</span><span class="s1">&#39;credit_card&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">newloans_raw</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;Debt consolidation&quot;</span><span class="p">,</span><span class="s1">&#39;debt_consolidation&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">feat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">newloans_raw</span><span class="p">)</span>


<span class="c1">#print(income.head(n=10))</span>
<span class="c1"># Print the number of features after one-hot encoding</span>
<span class="n">encoded</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">feat</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> total features after one-hot encoding.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">encoded</span><span class="p">)))</span>

<span class="c1"># Uncomment the following line to see the encoded feature names</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">encoded</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>18 total features after one-hot encoding.
[&#39;loan_amnt&#39;, &#39;emp_length&#39;, &#39;annual_inc&#39;, &#39;dti&#39;, &#39;delinq_2yrs&#39;, &#39;earliest_cr_line&#39;, &#39;inq_last_6mths&#39;, &#39;open_acc&#39;, &#39;pub_rec&#39;, &#39;revol_bal&#39;, &#39;revol_util&#39;, &#39;total_acc&#39;, &#39;collections_12_mths_ex_med&#39;, &#39;home_ownership_MORTGAGE&#39;, &#39;home_ownership_OWN&#39;, &#39;home_ownership_RENT&#39;, &#39;purpose_credit_card&#39;, &#39;purpose_debt_consolidation&#39;]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">newloans_raw</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[16]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>loan_amnt</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.000000</td>
      <td>0.70</td>
      <td>MORTGAGE</td>
      <td>0.865604</td>
      <td>credit_card</td>
      <td>0.002240</td>
      <td>0.278943</td>
      <td>0.857143</td>
      <td>0.00</td>
      <td>0.479785</td>
      <td>0.000000</td>
      <td>0.458143</td>
      <td>0.311111</td>
      <td>0.510820</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0.184211</td>
      <td>0.90</td>
      <td>MORTGAGE</td>
      <td>0.840911</td>
      <td>debt_consolidation</td>
      <td>0.001949</td>
      <td>0.721057</td>
      <td>0.530612</td>
      <td>0.00</td>
      <td>0.568839</td>
      <td>0.000000</td>
      <td>0.403813</td>
      <td>0.140404</td>
      <td>0.782011</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.152632</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.780023</td>
      <td>debt_consolidation</td>
      <td>0.002787</td>
      <td>0.000000</td>
      <td>0.693878</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.000000</td>
      <td>0.176139</td>
      <td>0.176768</td>
      <td>0.822013</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>5</th>
      <td>0.289474</td>
      <td>0.30</td>
      <td>RENT</td>
      <td>0.814677</td>
      <td>credit_card</td>
      <td>0.001549</td>
      <td>0.000000</td>
      <td>0.979592</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.000000</td>
      <td>0.567383</td>
      <td>0.793939</td>
      <td>0.235409</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>7</th>
      <td>0.105263</td>
      <td>0.05</td>
      <td>RENT</td>
      <td>0.782243</td>
      <td>debt_consolidation</td>
      <td>0.000940</td>
      <td>0.442114</td>
      <td>0.795918</td>
      <td>0.00</td>
      <td>0.362190</td>
      <td>0.000000</td>
      <td>0.386833</td>
      <td>0.436364</td>
      <td>0.491407</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>8</th>
      <td>0.065132</td>
      <td>0.90</td>
      <td>RENT</td>
      <td>0.793940</td>
      <td>credit_card</td>
      <td>0.001645</td>
      <td>0.000000</td>
      <td>0.979592</td>
      <td>0.25</td>
      <td>0.362190</td>
      <td>0.000000</td>
      <td>0.412418</td>
      <td>0.428283</td>
      <td>0.311194</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>9</th>
      <td>0.190789</td>
      <td>0.00</td>
      <td>OWN</td>
      <td>0.817906</td>
      <td>debt_consolidation</td>
      <td>0.002961</td>
      <td>0.557886</td>
      <td>0.571429</td>
      <td>0.50</td>
      <td>0.661642</td>
      <td>0.000000</td>
      <td>0.551587</td>
      <td>0.332323</td>
      <td>0.736661</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>10</th>
      <td>0.060526</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.712719</td>
      <td>credit_card</td>
      <td>0.001338</td>
      <td>0.000000</td>
      <td>0.714286</td>
      <td>0.25</td>
      <td>0.405684</td>
      <td>0.386853</td>
      <td>0.406624</td>
      <td>0.537374</td>
      <td>0.622387</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>11</th>
      <td>0.131579</td>
      <td>0.00</td>
      <td>RENT</td>
      <td>0.767518</td>
      <td>debt_consolidation</td>
      <td>0.000868</td>
      <td>0.000000</td>
      <td>0.653061</td>
      <td>0.00</td>
      <td>0.255958</td>
      <td>0.386853</td>
      <td>0.479918</td>
      <td>0.516162</td>
      <td>0.311194</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>12</th>
      <td>0.569737</td>
      <td>1.00</td>
      <td>MORTGAGE</td>
      <td>1.000000</td>
      <td>credit_card</td>
      <td>0.002016</td>
      <td>0.000000</td>
      <td>0.653061</td>
      <td>0.00</td>
      <td>0.752158</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.481818</td>
      <td>0.773413</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final</span><span class="p">[</span><span class="s1">&#39;predictedclass&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">feat</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">goodloans</span><span class="o">=</span><span class="n">final</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;predictedclass==1&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">goodloans</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area"><div class="prompt output_prompt">Out[19]:</div>

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>int_rate</th>
      <th>loan_amnt</th>
      <th>installment</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
      <th>predictedclass</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>111876788</td>
      <td>7.21</td>
      <td>2000.0</td>
      <td>61.95</td>
      <td>7 years</td>
      <td>MORTGAGE</td>
      <td>90000.0</td>
      <td>Credit card refinancing</td>
      <td>23.91</td>
      <td>1</td>
      <td>06-24-2007 17:00:00</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>5524.0</td>
      <td>32.1</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>111549780</td>
      <td>21.45</td>
      <td>7800.0</td>
      <td>295.68</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>29135.0</td>
      <td>Debt consolidation</td>
      <td>29.38</td>
      <td>0</td>
      <td>09-18-1999 17:00:00</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>675.0</td>
      <td>18.8</td>
      <td>44</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9</th>
      <td>112888880</td>
      <td>13.59</td>
      <td>9250.0</td>
      <td>314.31</td>
      <td>n/a</td>
      <td>OWN</td>
      <td>48000.0</td>
      <td>Debt consolidation</td>
      <td>31.12</td>
      <td>3</td>
      <td>12-07-1993 16:00:00</td>
      <td>2</td>
      <td>17</td>
      <td>0</td>
      <td>11082.0</td>
      <td>34.2</td>
      <td>34</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>10</th>
      <td>112706451</td>
      <td>15.05</td>
      <td>4300.0</td>
      <td>149.17</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>12000.0</td>
      <td>Credit card refinancing</td>
      <td>14.90</td>
      <td>0</td>
      <td>07-29-2000 17:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>1</td>
      <td>3763.0</td>
      <td>54.5</td>
      <td>24</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>12</th>
      <td>112050937</td>
      <td>7.35</td>
      <td>23650.0</td>
      <td>734.04</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>529000.0</td>
      <td>Credit card refinancing</td>
      <td>21.67</td>
      <td>0</td>
      <td>03-23-1997 16:00:00</td>
      <td>0</td>
      <td>22</td>
      <td>0</td>
      <td>312921.0</td>
      <td>49.0</td>
      <td>38</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>15</th>
      <td>112762391</td>
      <td>20.00</td>
      <td>5000.0</td>
      <td>185.82</td>
      <td>5 years</td>
      <td>RENT</td>
      <td>92000.0</td>
      <td>Debt consolidation</td>
      <td>12.34</td>
      <td>0</td>
      <td>04-05-2003 16:00:00</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>447.0</td>
      <td>49.7</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>18</th>
      <td>113065122</td>
      <td>16.02</td>
      <td>8000.0</td>
      <td>281.34</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>33000.0</td>
      <td>Debt consolidation</td>
      <td>11.56</td>
      <td>0</td>
      <td>01-08-1998 16:00:00</td>
      <td>0</td>
      <td>15</td>
      <td>1</td>
      <td>5079.0</td>
      <td>22.9</td>
      <td>31</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>26</th>
      <td>112711315</td>
      <td>15.05</td>
      <td>24000.0</td>
      <td>832.56</td>
      <td>5 years</td>
      <td>RENT</td>
      <td>185000.0</td>
      <td>Debt consolidation</td>
      <td>8.63</td>
      <td>0</td>
      <td>11-30-2011 16:00:00</td>
      <td>0</td>
      <td>7</td>
      <td>0</td>
      <td>11773.0</td>
      <td>21.8</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>32</th>
      <td>113072246</td>
      <td>13.59</td>
      <td>10000.0</td>
      <td>339.79</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>55000.0</td>
      <td>Debt consolidation</td>
      <td>10.58</td>
      <td>0</td>
      <td>02-09-2013 16:00:00</td>
      <td>1</td>
      <td>9</td>
      <td>0</td>
      <td>4892.0</td>
      <td>74.1</td>
      <td>12</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>34</th>
      <td>111863089</td>
      <td>16.02</td>
      <td>15000.0</td>
      <td>527.51</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>50000.0</td>
      <td>Credit card refinancing</td>
      <td>27.53</td>
      <td>0</td>
      <td>03-27-2011 17:00:00</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>12938.0</td>
      <td>55.8</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">goodloans</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;int_rate&#39;</span><span class="p">,</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

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


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

<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>int_rate</th>
      <th>loan_amnt</th>
      <th>installment</th>
      <th>emp_length</th>
      <th>home_ownership</th>
      <th>annual_inc</th>
      <th>purpose</th>
      <th>dti</th>
      <th>delinq_2yrs</th>
      <th>earliest_cr_line</th>
      <th>inq_last_6mths</th>
      <th>open_acc</th>
      <th>pub_rec</th>
      <th>revol_bal</th>
      <th>revol_util</th>
      <th>total_acc</th>
      <th>collections_12_mths_ex_med</th>
      <th>predictedclass</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>390</th>
      <td>113088975</td>
      <td>30.84</td>
      <td>25825.0</td>
      <td>1108.23</td>
      <td>&lt; 1 year</td>
      <td>MORTGAGE</td>
      <td>64000.0</td>
      <td>Debt consolidation</td>
      <td>32.55</td>
      <td>1</td>
      <td>07-09-1984 17:00:00</td>
      <td>1</td>
      <td>10</td>
      <td>0</td>
      <td>56948.0</td>
      <td>33.6</td>
      <td>18</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>481</th>
      <td>111630307</td>
      <td>30.84</td>
      <td>26625.0</td>
      <td>1142.56</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>77000.0</td>
      <td>Credit card refinancing</td>
      <td>34.10</td>
      <td>0</td>
      <td>10-08-2001 17:00:00</td>
      <td>1</td>
      <td>17</td>
      <td>0</td>
      <td>25388.0</td>
      <td>59.0</td>
      <td>36</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>426</th>
      <td>112809805</td>
      <td>30.84</td>
      <td>15000.0</td>
      <td>643.70</td>
      <td>10+ years</td>
      <td>RENT</td>
      <td>60000.0</td>
      <td>Debt consolidation</td>
      <td>24.54</td>
      <td>0</td>
      <td>05-09-2001 17:00:00</td>
      <td>1</td>
      <td>9</td>
      <td>1</td>
      <td>18630.0</td>
      <td>77.3</td>
      <td>22</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>746</th>
      <td>113536597</td>
      <td>29.69</td>
      <td>12000.0</td>
      <td>507.39</td>
      <td>8 years</td>
      <td>RENT</td>
      <td>85000.0</td>
      <td>Debt consolidation</td>
      <td>21.84</td>
      <td>0</td>
      <td>05-16-2004 17:00:00</td>
      <td>3</td>
      <td>16</td>
      <td>0</td>
      <td>24183.0</td>
      <td>43.3</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>870</th>
      <td>112380974</td>
      <td>26.30</td>
      <td>22175.0</td>
      <td>897.00</td>
      <td>7 years</td>
      <td>RENT</td>
      <td>50400.0</td>
      <td>Debt consolidation</td>
      <td>16.86</td>
      <td>0</td>
      <td>12-11-2007 16:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>7904.0</td>
      <td>51.0</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>751</th>
      <td>113515708</td>
      <td>26.30</td>
      <td>12000.0</td>
      <td>485.41</td>
      <td>3 years</td>
      <td>RENT</td>
      <td>110000.0</td>
      <td>Debt consolidation</td>
      <td>24.85</td>
      <td>1</td>
      <td>07-15-1985 17:00:00</td>
      <td>3</td>
      <td>17</td>
      <td>3</td>
      <td>12304.0</td>
      <td>33.6</td>
      <td>24</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>977</th>
      <td>113487906</td>
      <td>25.82</td>
      <td>35000.0</td>
      <td>1406.82</td>
      <td>&lt; 1 year</td>
      <td>MORTGAGE</td>
      <td>49940.0</td>
      <td>Debt consolidation</td>
      <td>36.82</td>
      <td>0</td>
      <td>03-13-2001 16:00:00</td>
      <td>1</td>
      <td>7</td>
      <td>1</td>
      <td>14566.0</td>
      <td>55.2</td>
      <td>23</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>72</th>
      <td>113228593</td>
      <td>25.82</td>
      <td>3000.0</td>
      <td>120.59</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>48000.0</td>
      <td>Debt consolidation</td>
      <td>21.65</td>
      <td>0</td>
      <td>11-13-2011 16:00:00</td>
      <td>1</td>
      <td>5</td>
      <td>0</td>
      <td>4466.0</td>
      <td>99.2</td>
      <td>7</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>947</th>
      <td>113154870</td>
      <td>25.82</td>
      <td>32075.0</td>
      <td>1289.25</td>
      <td>2 years</td>
      <td>MORTGAGE</td>
      <td>69757.0</td>
      <td>Credit card refinancing</td>
      <td>29.73</td>
      <td>0</td>
      <td>07-11-2002 17:00:00</td>
      <td>3</td>
      <td>44</td>
      <td>1</td>
      <td>47003.0</td>
      <td>42.9</td>
      <td>57</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>681</th>
      <td>113511023</td>
      <td>24.85</td>
      <td>8500.0</td>
      <td>337.29</td>
      <td>9 years</td>
      <td>MORTGAGE</td>
      <td>125000.0</td>
      <td>Debt consolidation</td>
      <td>6.59</td>
      <td>0</td>
      <td>07-15-2004 17:00:00</td>
      <td>1</td>
      <td>14</td>
      <td>3</td>
      <td>8413.0</td>
      <td>13.4</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>153</th>
      <td>113090366</td>
      <td>24.85</td>
      <td>26300.0</td>
      <td>1043.60</td>
      <td>4 years</td>
      <td>RENT</td>
      <td>117000.0</td>
      <td>Debt consolidation</td>
      <td>10.14</td>
      <td>1</td>
      <td>09-09-2003 17:00:00</td>
      <td>1</td>
      <td>15</td>
      <td>0</td>
      <td>26438.0</td>
      <td>31.0</td>
      <td>19</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>207</th>
      <td>112765108</td>
      <td>24.85</td>
      <td>13075.0</td>
      <td>518.83</td>
      <td>10+ years</td>
      <td>RENT</td>
      <td>90000.0</td>
      <td>Debt consolidation</td>
      <td>3.76</td>
      <td>1</td>
      <td>03-12-2001 16:00:00</td>
      <td>0</td>
      <td>3</td>
      <td>0</td>
      <td>2569.0</td>
      <td>79.3</td>
      <td>9</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>310</th>
      <td>113123710</td>
      <td>24.85</td>
      <td>16000.0</td>
      <td>634.89</td>
      <td>10+ years</td>
      <td>RENT</td>
      <td>53000.0</td>
      <td>Debt consolidation</td>
      <td>26.25</td>
      <td>1</td>
      <td>10-10-2006 17:00:00</td>
      <td>1</td>
      <td>13</td>
      <td>0</td>
      <td>7509.0</td>
      <td>23.8</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>760</th>
      <td>112872994</td>
      <td>23.88</td>
      <td>12000.0</td>
      <td>470.04</td>
      <td>7 years</td>
      <td>RENT</td>
      <td>60000.0</td>
      <td>Credit card refinancing</td>
      <td>25.21</td>
      <td>1</td>
      <td>11-10-2001 16:00:00</td>
      <td>2</td>
      <td>18</td>
      <td>1</td>
      <td>11525.0</td>
      <td>74.8</td>
      <td>34</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>317</th>
      <td>112913395</td>
      <td>23.88</td>
      <td>10000.0</td>
      <td>391.70</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>36000.0</td>
      <td>Debt consolidation</td>
      <td>22.23</td>
      <td>0</td>
      <td>08-11-2012 17:00:00</td>
      <td>1</td>
      <td>4</td>
      <td>0</td>
      <td>10532.0</td>
      <td>65.0</td>
      <td>5</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>342</th>
      <td>112915134</td>
      <td>23.88</td>
      <td>6950.0</td>
      <td>272.24</td>
      <td>3 years</td>
      <td>RENT</td>
      <td>40000.0</td>
      <td>Debt consolidation</td>
      <td>31.97</td>
      <td>0</td>
      <td>05-12-2003 17:00:00</td>
      <td>1</td>
      <td>12</td>
      <td>0</td>
      <td>8330.0</td>
      <td>28.1</td>
      <td>16</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>156</th>
      <td>112989734</td>
      <td>23.88</td>
      <td>15000.0</td>
      <td>587.55</td>
      <td>5 years</td>
      <td>MORTGAGE</td>
      <td>49000.0</td>
      <td>Debt consolidation</td>
      <td>26.62</td>
      <td>0</td>
      <td>03-09-2002 16:00:00</td>
      <td>1</td>
      <td>9</td>
      <td>5</td>
      <td>9867.0</td>
      <td>69.5</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>971</th>
      <td>113162997</td>
      <td>23.88</td>
      <td>35000.0</td>
      <td>1370.95</td>
      <td>&lt; 1 year</td>
      <td>OWN</td>
      <td>60000.0</td>
      <td>Debt consolidation</td>
      <td>14.90</td>
      <td>1</td>
      <td>07-11-2007 17:00:00</td>
      <td>1</td>
      <td>12</td>
      <td>0</td>
      <td>12086.0</td>
      <td>79.5</td>
      <td>23</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>217</th>
      <td>113153544</td>
      <td>21.45</td>
      <td>4300.0</td>
      <td>163.00</td>
      <td>10+ years</td>
      <td>RENT</td>
      <td>40000.0</td>
      <td>Debt consolidation</td>
      <td>34.11</td>
      <td>1</td>
      <td>09-11-1994 17:00:00</td>
      <td>1</td>
      <td>10</td>
      <td>0</td>
      <td>637.0</td>
      <td>37.5</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>111549780</td>
      <td>21.45</td>
      <td>7800.0</td>
      <td>295.68</td>
      <td>n/a</td>
      <td>RENT</td>
      <td>29135.0</td>
      <td>Debt consolidation</td>
      <td>29.38</td>
      <td>0</td>
      <td>09-18-1999 17:00:00</td>
      <td>0</td>
      <td>5</td>
      <td>0</td>
      <td>675.0</td>
      <td>18.8</td>
      <td>44</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>897</th>
      <td>113162495</td>
      <td>21.45</td>
      <td>30000.0</td>
      <td>1137.20</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>65000.0</td>
      <td>Debt consolidation</td>
      <td>19.79</td>
      <td>0</td>
      <td>10-11-1996 17:00:00</td>
      <td>0</td>
      <td>11</td>
      <td>1</td>
      <td>21443.0</td>
      <td>69.3</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>929</th>
      <td>112810710</td>
      <td>21.45</td>
      <td>31000.0</td>
      <td>1175.11</td>
      <td>10+ years</td>
      <td>RENT</td>
      <td>80000.0</td>
      <td>Debt consolidation</td>
      <td>13.59</td>
      <td>0</td>
      <td>03-10-1997 16:00:00</td>
      <td>1</td>
      <td>26</td>
      <td>1</td>
      <td>7517.0</td>
      <td>10.0</td>
      <td>41</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>344</th>
      <td>113485860</td>
      <td>21.45</td>
      <td>12200.0</td>
      <td>462.46</td>
      <td>2 years</td>
      <td>RENT</td>
      <td>70000.0</td>
      <td>Debt consolidation</td>
      <td>14.92</td>
      <td>0</td>
      <td>03-13-2008 17:00:00</td>
      <td>0</td>
      <td>10</td>
      <td>0</td>
      <td>5930.0</td>
      <td>61.8</td>
      <td>30</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>801</th>
      <td>113228081</td>
      <td>21.45</td>
      <td>15000.0</td>
      <td>568.60</td>
      <td>7 years</td>
      <td>MORTGAGE</td>
      <td>200000.0</td>
      <td>Credit card refinancing</td>
      <td>16.03</td>
      <td>0</td>
      <td>01-13-1997 16:00:00</td>
      <td>4</td>
      <td>32</td>
      <td>0</td>
      <td>35329.0</td>
      <td>60.2</td>
      <td>56</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>531</th>
      <td>112929814</td>
      <td>21.45</td>
      <td>7800.0</td>
      <td>295.68</td>
      <td>2 years</td>
      <td>MORTGAGE</td>
      <td>62500.0</td>
      <td>Debt consolidation</td>
      <td>13.15</td>
      <td>1</td>
      <td>03-09-2004 16:00:00</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>5467.0</td>
      <td>63.6</td>
      <td>22</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>269</th>
      <td>113295239</td>
      <td>21.45</td>
      <td>6050.0</td>
      <td>229.34</td>
      <td>2 years</td>
      <td>MORTGAGE</td>
      <td>66000.0</td>
      <td>Debt consolidation</td>
      <td>15.84</td>
      <td>0</td>
      <td>06-13-2003 17:00:00</td>
      <td>4</td>
      <td>11</td>
      <td>0</td>
      <td>8465.0</td>
      <td>48.0</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>974</th>
      <td>113233191</td>
      <td>21.45</td>
      <td>35000.0</td>
      <td>1326.73</td>
      <td>1 year</td>
      <td>MORTGAGE</td>
      <td>72000.0</td>
      <td>Credit card refinancing</td>
      <td>17.33</td>
      <td>0</td>
      <td>07-14-2006 17:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>41664.0</td>
      <td>56.7</td>
      <td>15</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>403</th>
      <td>112861557</td>
      <td>21.45</td>
      <td>10000.0</td>
      <td>379.07</td>
      <td>8 years</td>
      <td>RENT</td>
      <td>35000.0</td>
      <td>Credit card refinancing</td>
      <td>30.11</td>
      <td>0</td>
      <td>08-11-2004 17:00:00</td>
      <td>1</td>
      <td>17</td>
      <td>0</td>
      <td>17566.0</td>
      <td>98.1</td>
      <td>40</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>370</th>
      <td>113100122</td>
      <td>21.45</td>
      <td>6000.0</td>
      <td>227.44</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>74000.0</td>
      <td>Credit card refinancing</td>
      <td>22.67</td>
      <td>0</td>
      <td>10-10-1983 17:00:00</td>
      <td>2</td>
      <td>29</td>
      <td>1</td>
      <td>17793.0</td>
      <td>35.6</td>
      <td>50</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>333</th>
      <td>113201786</td>
      <td>21.45</td>
      <td>6025.0</td>
      <td>228.39</td>
      <td>5 years</td>
      <td>OWN</td>
      <td>40000.0</td>
      <td>Debt consolidation</td>
      <td>16.05</td>
      <td>0</td>
      <td>01-13-1999 16:00:00</td>
      <td>2</td>
      <td>10</td>
      <td>0</td>
      <td>6727.0</td>
      <td>26.9</td>
      <td>12</td>
      <td>0</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>
    </tr>
    <tr>
      <th>501</th>
      <td>113163909</td>
      <td>7.07</td>
      <td>15600.0</td>
      <td>482.19</td>
      <td>1 year</td>
      <td>RENT</td>
      <td>45000.0</td>
      <td>Debt consolidation</td>
      <td>28.13</td>
      <td>0</td>
      <td>12-12-1986 16:00:00</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>17892.0</td>
      <td>34.3</td>
      <td>25</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>731</th>
      <td>113535113</td>
      <td>7.07</td>
      <td>10000.0</td>
      <td>309.10</td>
      <td>5 years</td>
      <td>MORTGAGE</td>
      <td>85000.0</td>
      <td>Debt consolidation</td>
      <td>21.40</td>
      <td>0</td>
      <td>05-16-1996 17:00:00</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>5937.0</td>
      <td>24.2</td>
      <td>60</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>890</th>
      <td>113536120</td>
      <td>7.07</td>
      <td>20000.0</td>
      <td>618.19</td>
      <td>n/a</td>
      <td>MORTGAGE</td>
      <td>60000.0</td>
      <td>Debt consolidation</td>
      <td>18.58</td>
      <td>0</td>
      <td>01-16-1972 16:00:00</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>9723.0</td>
      <td>18.4</td>
      <td>32</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>170</th>
      <td>113164862</td>
      <td>7.07</td>
      <td>4000.0</td>
      <td>123.64</td>
      <td>2 years</td>
      <td>RENT</td>
      <td>49000.0</td>
      <td>Credit card refinancing</td>
      <td>27.95</td>
      <td>0</td>
      <td>07-12-2009 17:00:00</td>
      <td>1</td>
      <td>9</td>
      <td>0</td>
      <td>3930.0</td>
      <td>10.1</td>
      <td>9</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>983</th>
      <td>113513208</td>
      <td>7.07</td>
      <td>38625.0</td>
      <td>1193.87</td>
      <td>4 years</td>
      <td>MORTGAGE</td>
      <td>177000.0</td>
      <td>Debt consolidation</td>
      <td>17.79</td>
      <td>0</td>
      <td>07-15-2001 17:00:00</td>
      <td>0</td>
      <td>12</td>
      <td>2</td>
      <td>16607.0</td>
      <td>38.7</td>
      <td>25</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>293</th>
      <td>113161845</td>
      <td>7.07</td>
      <td>8000.0</td>
      <td>247.28</td>
      <td>2 years</td>
      <td>RENT</td>
      <td>50000.0</td>
      <td>Debt consolidation</td>
      <td>25.64</td>
      <td>0</td>
      <td>04-11-2010 17:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>10496.0</td>
      <td>44.7</td>
      <td>15</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>485</th>
      <td>113193460</td>
      <td>5.32</td>
      <td>6025.0</td>
      <td>181.45</td>
      <td>2 years</td>
      <td>RENT</td>
      <td>58000.0</td>
      <td>Debt consolidation</td>
      <td>16.76</td>
      <td>0</td>
      <td>11-12-2001 16:00:00</td>
      <td>1</td>
      <td>14</td>
      <td>0</td>
      <td>620.0</td>
      <td>2.0</td>
      <td>26</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>495</th>
      <td>113495327</td>
      <td>5.32</td>
      <td>5000.0</td>
      <td>150.58</td>
      <td>3 years</td>
      <td>RENT</td>
      <td>53000.0</td>
      <td>Credit card refinancing</td>
      <td>30.10</td>
      <td>0</td>
      <td>03-14-2007 17:00:00</td>
      <td>0</td>
      <td>16</td>
      <td>0</td>
      <td>10496.0</td>
      <td>49.4</td>
      <td>23</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>849</th>
      <td>113306630</td>
      <td>5.32</td>
      <td>20000.0</td>
      <td>602.30</td>
      <td>6 years</td>
      <td>MORTGAGE</td>
      <td>100000.0</td>
      <td>Debt consolidation</td>
      <td>13.12</td>
      <td>0</td>
      <td>07-16-1998 17:00:00</td>
      <td>0</td>
      <td>9</td>
      <td>0</td>
      <td>32418.0</td>
      <td>27.1</td>
      <td>16</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>366</th>
      <td>113127922</td>
      <td>5.32</td>
      <td>19000.0</td>
      <td>572.19</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>103000.0</td>
      <td>Credit card refinancing</td>
      <td>18.77</td>
      <td>0</td>
      <td>02-11-1997 16:00:00</td>
      <td>0</td>
      <td>17</td>
      <td>0</td>
      <td>19207.0</td>
      <td>27.2</td>
      <td>36</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>334</th>
      <td>112800905</td>
      <td>5.32</td>
      <td>21000.0</td>
      <td>632.42</td>
      <td>4 years</td>
      <td>MORTGAGE</td>
      <td>160000.0</td>
      <td>Credit card refinancing</td>
      <td>11.84</td>
      <td>0</td>
      <td>03-11-2004 16:00:00</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>17336.0</td>
      <td>48.0</td>
      <td>22</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>256</th>
      <td>113165853</td>
      <td>5.32</td>
      <td>7000.0</td>
      <td>210.81</td>
      <td>6 years</td>
      <td>MORTGAGE</td>
      <td>56000.0</td>
      <td>Debt consolidation</td>
      <td>20.20</td>
      <td>0</td>
      <td>12-12-2003 16:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>2811.0</td>
      <td>17.2</td>
      <td>26</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>219</th>
      <td>112931402</td>
      <td>5.32</td>
      <td>15000.0</td>
      <td>451.73</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>125000.0</td>
      <td>Credit card refinancing</td>
      <td>6.08</td>
      <td>0</td>
      <td>08-11-1999 17:00:00</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>15588.0</td>
      <td>23.7</td>
      <td>24</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>361</th>
      <td>113180686</td>
      <td>5.32</td>
      <td>15000.0</td>
      <td>451.73</td>
      <td>8 years</td>
      <td>RENT</td>
      <td>108000.0</td>
      <td>Debt consolidation</td>
      <td>13.95</td>
      <td>0</td>
      <td>09-12-1994 17:00:00</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>13082.0</td>
      <td>26.9</td>
      <td>16</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>600</th>
      <td>113515496</td>
      <td>5.32</td>
      <td>5000.0</td>
      <td>150.58</td>
      <td>3 years</td>
      <td>MORTGAGE</td>
      <td>68000.0</td>
      <td>Debt consolidation</td>
      <td>20.63</td>
      <td>3</td>
      <td>04-15-1999 17:00:00</td>
      <td>0</td>
      <td>24</td>
      <td>0</td>
      <td>11515.0</td>
      <td>27.4</td>
      <td>34</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>513</th>
      <td>112695870</td>
      <td>5.32</td>
      <td>13600.0</td>
      <td>409.57</td>
      <td>4 years</td>
      <td>RENT</td>
      <td>75000.0</td>
      <td>Credit card refinancing</td>
      <td>23.49</td>
      <td>0</td>
      <td>11-13-2003 16:00:00</td>
      <td>0</td>
      <td>6</td>
      <td>0</td>
      <td>17773.0</td>
      <td>51.5</td>
      <td>17</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>540</th>
      <td>113456817</td>
      <td>5.32</td>
      <td>2500.0</td>
      <td>75.29</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>71000.0</td>
      <td>Debt consolidation</td>
      <td>16.04</td>
      <td>0</td>
      <td>03-16-2002 16:00:00</td>
      <td>0</td>
      <td>12</td>
      <td>0</td>
      <td>31653.0</td>
      <td>57.4</td>
      <td>29</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>925</th>
      <td>113163593</td>
      <td>5.32</td>
      <td>26000.0</td>
      <td>782.99</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>58240.0</td>
      <td>Debt consolidation</td>
      <td>27.39</td>
      <td>0</td>
      <td>09-11-2001 17:00:00</td>
      <td>1</td>
      <td>15</td>
      <td>0</td>
      <td>28579.0</td>
      <td>51.6</td>
      <td>29</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>695</th>
      <td>113543293</td>
      <td>5.32</td>
      <td>8000.0</td>
      <td>240.92</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>80000.0</td>
      <td>Debt consolidation</td>
      <td>20.40</td>
      <td>0</td>
      <td>10-16-2007 17:00:00</td>
      <td>1</td>
      <td>13</td>
      <td>0</td>
      <td>11127.0</td>
      <td>34.4</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>716</th>
      <td>113484518</td>
      <td>5.32</td>
      <td>13000.0</td>
      <td>391.50</td>
      <td>&lt; 1 year</td>
      <td>RENT</td>
      <td>160000.0</td>
      <td>Debt consolidation</td>
      <td>18.53</td>
      <td>0</td>
      <td>02-13-1992 16:00:00</td>
      <td>0</td>
      <td>15</td>
      <td>0</td>
      <td>40833.0</td>
      <td>57.7</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>905</th>
      <td>113194718</td>
      <td>5.32</td>
      <td>25500.0</td>
      <td>767.93</td>
      <td>4 years</td>
      <td>MORTGAGE</td>
      <td>159500.0</td>
      <td>Debt consolidation</td>
      <td>19.22</td>
      <td>0</td>
      <td>07-12-1998 17:00:00</td>
      <td>1</td>
      <td>21</td>
      <td>0</td>
      <td>8493.0</td>
      <td>6.9</td>
      <td>41</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>738</th>
      <td>113491830</td>
      <td>5.32</td>
      <td>10000.0</td>
      <td>301.15</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>75000.0</td>
      <td>Debt consolidation</td>
      <td>22.59</td>
      <td>0</td>
      <td>05-14-1993 17:00:00</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>26765.0</td>
      <td>58.6</td>
      <td>27</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>742</th>
      <td>113445886</td>
      <td>5.32</td>
      <td>10000.0</td>
      <td>301.15</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>45000.0</td>
      <td>Debt consolidation</td>
      <td>18.64</td>
      <td>0</td>
      <td>08-14-2006 17:00:00</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>11761.0</td>
      <td>30.6</td>
      <td>20</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>802</th>
      <td>113501718</td>
      <td>5.32</td>
      <td>13500.0</td>
      <td>406.55</td>
      <td>&lt; 1 year</td>
      <td>MORTGAGE</td>
      <td>74000.0</td>
      <td>Credit card refinancing</td>
      <td>17.63</td>
      <td>0</td>
      <td>12-15-2002 16:00:00</td>
      <td>0</td>
      <td>8</td>
      <td>0</td>
      <td>15082.0</td>
      <td>52.9</td>
      <td>19</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>820</th>
      <td>113491192</td>
      <td>5.32</td>
      <td>15000.0</td>
      <td>451.73</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>100000.0</td>
      <td>Debt consolidation</td>
      <td>21.00</td>
      <td>0</td>
      <td>03-13-1988 16:00:00</td>
      <td>0</td>
      <td>11</td>
      <td>0</td>
      <td>38174.0</td>
      <td>57.1</td>
      <td>32</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>887</th>
      <td>113493462</td>
      <td>5.32</td>
      <td>20000.0</td>
      <td>602.30</td>
      <td>8 years</td>
      <td>MORTGAGE</td>
      <td>103000.0</td>
      <td>Credit card refinancing</td>
      <td>22.16</td>
      <td>0</td>
      <td>06-13-1980 17:00:00</td>
      <td>1</td>
      <td>6</td>
      <td>0</td>
      <td>16927.0</td>
      <td>45.7</td>
      <td>21</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>837</th>
      <td>113494553</td>
      <td>5.32</td>
      <td>18000.0</td>
      <td>542.07</td>
      <td>1 year</td>
      <td>OWN</td>
      <td>78000.0</td>
      <td>Debt consolidation</td>
      <td>27.51</td>
      <td>0</td>
      <td>03-14-1993 16:00:00</td>
      <td>1</td>
      <td>16</td>
      <td>0</td>
      <td>17042.0</td>
      <td>29.0</td>
      <td>30</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>881</th>
      <td>113503422</td>
      <td>5.32</td>
      <td>20000.0</td>
      <td>602.30</td>
      <td>10+ years</td>
      <td>MORTGAGE</td>
      <td>150000.0</td>
      <td>Credit card refinancing</td>
      <td>18.89</td>
      <td>0</td>
      <td>09-15-2000 17:00:00</td>
      <td>0</td>
      <td>14</td>
      <td>0</td>
      <td>17218.0</td>
      <td>19.8</td>
      <td>24</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>840</th>
      <td>113191183</td>
      <td>5.32</td>
      <td>20000.0</td>
      <td>602.30</td>
      <td>2 years</td>
      <td>RENT</td>
      <td>140000.0</td>
      <td>Credit card refinancing</td>
      <td>23.12</td>
      <td>0</td>
      <td>10-12-2003 17:00:00</td>
      <td>1</td>
      <td>8</td>
      <td>0</td>
      <td>18891.0</td>
      <td>24.6</td>
      <td>37</td>
      <td>0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>536</th>
      <td>113510922</td>
      <td>5.32</td>
      <td>4000.0</td>
      <td>120.46</td>
      <td>2 years</td>
      <td>MORTGAGE</td>
      <td>45000.0</td>
      <td>Credit card refinancing</td>
      <td>11.76</td>
      <td>0</td>
      <td>10-15-1986 17:00:00</td>
      <td>2</td>
      <td>14</td>
      <td>0</td>
      <td>6681.0</td>
      <td>20.2</td>
      <td>24</td>
      <td>0</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>355 rows × 19 columns</p>
</div>
</div>

</div>

</div>
</div>

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

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

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

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

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