slide_deck_template.slides.html


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<title>slide_deck_template slides</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
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  height: 0;
}
pre {
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}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
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.highlight  { background: #f8f8f8; }
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.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
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<h1 id="Prosper-Loan-Data">Prosper Loan Data<a class="anchor-link" href="#Prosper-Loan-Data">&#182;</a></h1><h2 id="by-Nidhi-Mishra">by Nidhi Mishra<a class="anchor-link" href="#by-Nidhi-Mishra">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><p>The main agenda of this presentation is to introduce the key features of an Loan and other not-so known factors that affect the primary features. Further to show how these factors are inter-dependent.</p>
<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>This dataset about the various variables and factors related to a Loan taken. It has 113937 entries with 81 features, including features of primary importance including loan Term, Loan Amount, Interest Rate, MonthlyIncome, etc.</p>

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<h2 id="Distribution-of-Interest-Rate">Distribution of Interest Rate<a class="anchor-link" href="#Distribution-of-Interest-Rate">&#182;</a></h2><p>The first term that comes to mind has to Interest rate. We found that the average interest rate charged is 18% as seen below:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;BorrowerRate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span> <span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bins</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span><span class="mi">14</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span><span class="mi">14</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">bins</span><span class="o">.</span><span class="n">mean</span><span class="p">(),</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;dashed&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="c1">#Getting mean of the data to plot vertical line</span>
<span class="n">_</span><span class="p">,</span> <span class="n">max_</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">bins</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="o">+</span> <span class="n">bins</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span> 
         <span class="n">max_</span> <span class="o">-</span> <span class="n">max_</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span> 
         <span class="s1">&#39;Mean: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">bins</span><span class="o">.</span><span class="n">mean</span><span class="p">()),</span> <span class="n">size</span> <span class="o">=</span> <span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Interest Rate&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Interest Rate&#39;</span><span class="p">);</span>
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rbZZhuefvppTjrppDVGfW288Zp/ZuqSQmFvpzFdu3Zl0qRJayx76623WLly5Vo9nFI89thjPPDAAyxcuJBOnbLZqW666SbGjx/P7bffzg9+8INmt20ZJxmzDdDnPvc5Nt10U9566y2+9KUvrVW+3Xbb0aNHD1555RVOPfXUelqAqVOnsnz5cq6//nratGkDwNixYysSb9++ffnRj37EG2+8wcc+9jEAxo8fT9u2bVv0SOr33nsPyK4tFdpoo41KSoLWMM/CbLYBksTf//53Zs6cSdu2beutM2TIEIYNG8b111/P9OnTmTZtGnfeeSfXXHMNALvtthsfffQRI0aMYObMmdx9992MGDGi5Fhmz57N7rvvzu9+97sG6xxxxBHsueeenHrqqTzzzDP86U9/4uKLL+aMM85giy22AOCJJ55g991354knnli13ty5c3n22WeZMWMGAC+++CLPPvssCxcuBLLktfXWW3Paaafx3HPPMWPGDC6++GJeffXVVn3PUC1xkjGrETfffHNZ2+vYseOqP9D1Of3007ntttsYM2YM++yzD/369WPUqFHstNNOQDYc+oYbbmD48OHsscce3HrrrfzsZz8rOY4PP/yQ6dOns3jx4gbrtGnThgcffJDNN9+cgw46iK9+9ascf/zxa2zvvffeY/r06at6J5Cd7vvkJz/JgAEDADjmmGP45Cc/yf333w9kgwfGjRvH0qVLOfzww+nTpw+PP/44v//97z2NT5nIo3pX69OnT0ydOjXvMMxsPbIhzF0m6amI6FNfmXsyZjXCj0SyWuQkY2ZmFeMkY2ZmFeMkY1YjPNrJapGTjFmNeOCBB/IOwaxkvhnTrBGtZXTQcccd50RjNcdJxqyFGktCUJ5EVKm76c0qyafLzMysYpxkzMysYpxkzGqEZ+ewWuQkY1YjRo0alXcIZiVzkjGrEWeddVbeIZiVzEnGzMwqxknGzMwqxknGrEbUPQPFrJY4yZjViJY8ZtgsL04yZjWiR48eeYdgVjInGTMzq5iqJRlJQyRF0WtuQblSnTmSlkmaIGnPoja2kjRG0uL0GiOpU1GdT0j6S2pjtqTL5UcKmpnloto9melAt4LXJwrKLgEuBM4F9gfmA+MldSyocxewH3A0cFR6P6auUNIWwHhgXmrjPOBi4ILK7I5Z9Zxxxhl5h2BWsmrPwrwiIuYWL0w9jfOBoRFxX1o2kCzRnAzcLKk3WWI5OCImpzpnARMl9YqI6cAAYHNgYEQsA6al9S6QNDw8L4fVMN/xb7Wo2j2ZndMprJmSfiNp57R8J6Ar8EhdxZQkHgcOTIv6AkuByQXtTQLeLaozMa1b52GgO9CzzPtiVlUeXWa1qJpJ5m/AILJTXWeQJZXJkrZJ7yE7zVVoXkFZV2BBYW8kvZ9fVKe+NiioswZJZ0qaKmnqggULSt0ns6p5+umn8w7BrGRVO10WEQ8Vfpb0f8CrwEDg/+qqFa2momX1ne5qrI4aWF4X1yhgFECfPn18Os3MrIxyG8IcEUuBF4DdgLrrNMW9jW1Z3ROZC2xbOFIsve9SVKe+NmDtHo5ZTenWrVveIZiVLLckI6kdsDvwJjCTLEH0Lyrvx+prMFOADmTXXer0BdoX1emX1q3TH5gDzCr7TphV0Zw5c/IOwaxk1bxP5meSDpW0k6TPAPeSJYg70rWVEcBgScdL2gsYTXah/y6AiHgJGEc20uwASX2Bm4GxaWQZqe57wGhJe0k6HhgMeGSZ1bwhQ4bkHYJZyarZk/kYcDfZvTL/C3wAHBARr6XyYcBwYCQwlew+miMiYklBGwOA58hGoT2c3n+9rjAiFpP1XLqnNkYC16V2zWralVdemXcIZiWr5oX/rzVSHsCQ9GqozkLglEbaeR44pPQIzcys3Dx3mZmZVUy17/g32yD1HPzgOstnDT2m0TamTp1arnDMqsY9GTMzqxgnGbMa0adPn7xDMCuZk4yZmVWMk4yZmVWMk4xZjbjiiivyDsGsZE4yZjXCd/xbLXKSMasR3bt3zzsEs5L5Phlbr5Xj/pTW4s0338w7BLOSuSdjZmYV456MWY3YdLtd1tkza0qvbH3q2VltcE/GrEZ0G3RD3iGYlcxJxqxGvD3u53mHYFYyJxmzGrH0uYfzDsGsZL4mY9YKNHatxKxWuSdjZmYV456MtVpN+Xa/IY2G6nHOHXmHYFYy92TMasTyef/MOwSzkrknYxu0WroWsuC+q9nx0rF5h2FWEvdkzMysYpxkzMysYpxkzGrE1kd+J+8QzErmJGNWIzrue1TeIZiVLLckI+l7kkLSLwqWSdIQSXMkLZM0QdKeRettJWmMpMXpNUZSp6I6n5D0l9TGbEmXS1K19s2sEl679ti8QzArWS6jyyQdAJwB/L2o6BLgQmAQMB24HBgvqVdELEl17gJ2AI4GArgVGAMcl9reAhgPPA7sD/QCRgPvAtdVap/M8lZLI+Vsw1H1noykLYFfA98E/l2wXMD5wNCIuC8ipgEDgY7AyalOb+Ao4MyImBwRU4CzgGMl9UpNDQA2BwZGxLSIuA+4FrjAvRkzs+rK43TZKODeiHisaPlOQFfgkboFEbGMrEdyYFrUF1gKTC5YbxJZL6WwzsS0bp2Hge5Az+JgJJ0paaqkqQsWLGjuPplV3Ga77J93CGYlq2qSkXQGsCvww3qKu6af84qWzyso6wosiIioK0zv5xfVqa+Nwm2sEhGjIqJPRPTp0qVLU3fFrOq2PfGKvEMwK1nVkkw6nfUTYEBELF9H1Sj6rKJlxeVNqaMGlpvVjPn3Xpl3CGYlq2ZPpi/QGZgmaYWkFcChwDnp/dupXnFvY1tW90TmAtsWXltJ77sU1amvDVi7h2NWM5a98mTeIZiVrJpJ5vfAJ4B9C15Tgd+k9zPIEkT/uhUktQP6sfoazBSgA1nCqtMXaF9Up19at05/YA4wq5w7ZGZm61a1IcwRsQhYVLhM0rvAwjSSDEkjgO9L+gdZ0vkB2YX+u1IbL0kaB9ycru8IuBkYGxHTU7N3AVcAoyX9CPg4MBi4svBajpmZVV5rm4V5GLAZMBLYCvgbcETBPTKQDVG+kdWj0O4HVs23ERGLJfVPbUwlGyZ9HTC84tGbVZBnYLZalGuSiYjDij4HMCS9GlpnIXBKI+0+DxzS4gDNWpElz47z1DJWczx3mVmNWPjwLxqvZNbKtLbTZWYl8VQqZq2bezJmZlYxTU4ykg6RtFbPR9LGknz9w6zCupxQ30QZZq1bKT2ZPwNb17N8y1RmZhW06Xa75h2CWclKSTLFU7fU2YZsgkozq6DZNw3MOwSzkjV64V/S/eltAL+S9EFBcRtgL9acFdmsSXzR3mz915TRZXVzionsxsbCKfSXA38FbilzXGZmth5oNMlExGkAkmYBP4sInxozy0GHfY7MOwSzkjX5PpmI8DzjZjna5qhz8w7BrGSlDGHeWtL/kzRD0iJJ7xS+KhmkmcGbo7+bdwhmJSvljv//Bj5J9vjkOfgBYGZVtXzeK3mHYFayUpLM54D+EfG3SgVjZtYUTRmZOGvoMVWIxBpTyn0y88me7WJmOWjTob57oc1at1KSzPeBqyR1qFQwZtawj337zrxDMCtZKafLfgD0BOZLeg34sLAwIvYuY1xmVmTRX39Np4MH5B1Gi/lU14allCRzb8WiMLNGLZ5093qRZGzD4vtkzMysYvw8GTMzq5gm92QkLWEd98ZExBZlicjM6tV14IiKb8PXS6zcSrkm852iz5uQ3Zx5AvDjskVk6wXPsGxmUNo1mTvqWy7pabIbNX9erqDMbG1z7zifHS8dm3cYZiUpxzWZPwPHlaEdMzNbz5QjyXwNeKuxSpK+LenvBZNqTpF0TEG5JA2RNEfSMkkTJO1Z1MZWksZIWpxeYyR1KqrzCUl/SW3MlnS5JJVhP83MrESlXPh/njUv/AvYDtga+FYTmngDuBR4mSy5DQR+L+lTEfF34BLgQmAQMB24HBgvqVdELElt3AXsABydYrkVGEPqSUnaAhgPPA7sD/QCRpM9Hvq6pu6rWWu05UEn5R2CWclacjPmR8ACYEJE/KOxlSPiD0WLvi/pW0DflMDOB4ZGxH0AkgaSzZd2MnCzpN7AUcDBETE51TkLmJgS0XRgALA5MDAilgHT0noXSBoeEZ452mqWb8S0WpTLzZiS2gD/CXQAJgM7AV2BRwq2t0zS48CBwM1AX7IJOicXNDWJrJdyIFnvpy8wMSWYOg8DV5NNiTOzXPtgVm1vjDx1g5m/zKMT1x+l9GQAkHQ4sAfZ6aoXImJCCet+ApgCtCNLGF+OiOclHZiqzCtaZR7QI73vCiwo7I1EREian8rq6rxRTxt1ZWslGUlnAmcC7LDDDk3dFbOqW7l0Yd4hmJWslGsyPYDfAZ8ie2gZQHdJU8mSxZwGV15tOrAv0Ins/po7JB1WUF58OktFy+o73dVYHTWwPFsYMYrsQWz06dPHp9PMzMqolNFlNwIrgV0jYvuI2B7YLS27sSkNRMTyiPhnREyNiMuAZ4H/AuamKl2LVtmW1T2RucC2hSPF0vsuRXXqawPW7iWZ1ZRNt9sl7xDMSlbK6bL+wGERseqUU0S8Kuk84NFmbn8joC3Zaay5aRtPAkhqB/QDLk51p5Bdw+nL6usyfYH2BZ+nANdKahcR7xfEPQeY1cwYzVqFboNuyDuEJvH1FCtUjvtkPmpKJUlDJfWT1DPdy3INcBjw63SdZQQwWNLxkvYiG3q8lGzYMhHxEjCObKTZAZL6kg0IGJtGlpHqvgeMlrSXpOOBwYBHllnNe3ucJ9Ww2lNKknkUuFHS9nULJO0A3EDTejJdgV+RXZd5lOw+lqMj4qFUPgwYDowEpgLdgCMK7pGBbIjyc2Sj0B5O779eVxgRi8l6Lt1TGyPJ7o8ZXsJ+mrVKS597OO8QzEpWyumy84A/AK9KmkN2Ib0H8PdUtk4RMaiR8gCGpFdDdRYCpzTSzvPAIY3FY2ZmlVfKfTKvA/tJ6g/sTjZq68WI+FOlgjMzs9rW6OkySUdLmiVpS4CIGB8RP4+IG4EnU9kRFY/UbAPX45x6J0I3a9Wack3mO8BP0/WONaRl1wLfLXdgZram5fP+mXcIZiVrSpLZG1jXKbHHgH3KE46ZNWTBfVfnHYJZyZqSZLqw7mHKAWxTnnDMzGx90pQk8wZZb6YhewOzyxOOmZmtT5oyuuxB4GpJfyya3RhJmwNXpTpmVkFbH/mdvEPY4DQ2e8Gsocess9yalmR+DJwIvCzp50Dds2N6kw0KEPCTyoRnZnU67ntU3iGYlazR02URMZ/seS1/J0smv0uvH6dlB0WEJ580q7DXrj027xDMStakmzEj4jXgPyRtBexK1nt5OSL+XcngzKz18QSYVoqSHlqWksqTFYrFzMzWM+WYhdnMqmCzXfbPOwSzkjnJmNWIbU+8Iu8QzErmJGNWI+bfe2XeIZiVzEnGrEYse8WXQ632OMmYmVnFOMmYmVnFOMmY1YgdLx2bdwhmJXOSMasRS54dl3cIZiVzkjGrEQsf/kXeIZiVrKQ7/s3qeGoRs9ajNc8W7Z6MmZlVjJOMWY3ocsIP8w7BrGRVSzKSLpP0pKR3JC2Q9ICkvYrqSNIQSXMkLZM0QdKeRXW2kjRG0uL0GiOpU1GdT0j6S2pjtqTLJaka+2lWKZtut2veIZiVrJo9mcOAm8ieTXM4sAL4k6StC+pcAlwInAvsD8wHxkvqWFDnLmA/4GjgqPR+TF2hpC2A8cC81MZ5wMXABZXYKbNqmX3TwLxDMCtZ1S78R8SRhZ8lfR1YDBwEPJB6GucDQyPivlRnIFmiORm4WVJvssRycERMTnXOAiZK6hUR04EBwObAwPS46GlpvQskDY+IqMb+mplZvtdkOqbt1z34bCegK/BIXYWUJB4n6/0A9AWWApML2pkEvFtUZ2Jat87DQHegZ1n3wMzM1inPJHMD8CwwJX3umn4WP8p5XkFZV2BBYW8kvZ9fVKe+Ngq3sYqkMyVNlTR1wYIFzdkPs6rosM+RjVcya2VyuU9G0nDgYLLTXiuLiotPZ6loWX2nuxqrowaWExGjgFEAffr08ak0a7W2OercvEOoKa353pENSdV7MpKuB04CDo+IVwuK5qafxb2NbVndE5kLbAEDD+EAABASSURBVFs4Uiy971JUp742YO0ejlnNeHP0d/MOwaxkVe3JSLoB+BpwWET8o6h4JlmC6A88meq3A/qRjQ6D7NRaB7LrLnXXZfoC7Qs+TwGuldQuIt5Py/oDc4BZZd4ls6pZPu+VvENYr3jWiuqo5n0yI4HTyHox/5bUNb06wKprKyOAwZKOT/fQjCa70H9XqvMSMI5spNkBkvoCNwNj08gyUt33gNGS9pJ0PDAY8MgyM7Mqq2ZP5pz089Gi5VcCQ9L7YcBmwEhgK+BvwBERsaSg/gDgRlaPQrsf+E5dYUQsltQ/tTGVbPTadcDwcu2IWR7adNi68UpmrUw175Np9I771NMYwuqkU1+dhcApjbTzPHBIaRGatW4f+/adeYdgVjLPXWZWIxb99dd5h2BWMicZsxqxeNLdeYdgVjInGTMzqxgnGTMzqxgnGbMa0XXgiLxDMCuZk4yZmVWMk4xZjZh7x/l5h2BWMicZMzOrGCcZMzOrGCcZsxqx5UEn5R2CWcmcZMxqRKeDB+QdglnJnGTMasQbI0/NOwSzkjnJmNWIlUsX5h2CWclyefyytW5+mJOZlYuTjFmN2HS7XfIOwYr4C1njfLrMrEZ0G3RD3iGYlcxJxqxGvD3u53mHYFYyJxmzGrH0uYfzDsGsZE4yZmZWMU4yZmZWMU4yZjWixzl35B2CWcmcZMxqxPJ5/8w7BLOSOcmY1YgF912ddwhmJXOSMTOziqlqkpF0iKT7Jc2WFJIGFZVL0hBJcyQtkzRB0p5FdbaSNEbS4vQaI6lTUZ1PSPpLamO2pMslqQq7aGZmBardk+kATAO+Cyyrp/wS4ELgXGB/YD4wXlLHgjp3AfsBRwNHpfdj6golbQGMB+alNs4DLgYuKPO+mFXV1kd+J+8QzEpW1bnLIuKPwB8BJI0uLEs9jfOBoRFxX1o2kCzRnAzcLKk3WWI5OCImpzpnARMl9YqI6cAAYHNgYEQsA6al9S6QNDwiogq7alZ2Hfc9Ku8QzErWmq7J7AR0BR6pW5CSxOPAgWlRX2ApMLlgvUnAu0V1JqZ16zwMdAd6Fm9U0pmSpkqaumDBgvLsiVkFvHbtsXmHYFay1pRkuqaf84qWzyso6wosKOyNpPfzi+rU10bhNlaJiFER0Sci+nTp0qUF4ZuZWbHWlGTqFJ/OUtGy+k53NVZHDSw3M7MKak1JZm76Wdzb2JbVPZG5wLaFI8XS+y5FdeprA9bu4ZjVjM122T/vEMxK1pqSzEyyBNG/boGkdkA/Vl+DmUI2Qq1vwXp9gfZFdfqldev0B+YAsyoRuFk1bHviFXmHYFayat8n00HSvpL2TdveIX3eIV1bGQEMlnS8pL2A0WQX+u8CiIiXgHFkI80OkNQXuBkYm0aWkeq+B4yWtJek44HBgEeWWU2bf++VeYdgVrJq92T6AM+k12bAlen9Val8GDAcGAlMBboBR0TEkoI2BgDPkY1Cezi9/3pdYUQsJuu5dE9tjASuS+2a1axlrzyZdwhmJav2fTITWH0Rvr7yAIakV0N1FgKnNLKd54FDmhOjmZmVT2u6JmNmZusZJxmzGrHjpWPzDsGsZE4yZjViybPj8g7BrGROMmY1YuHDv8g7BLOSOcmYmVnFOMmYmVnFOMmY1YguJ/ww7xDMSuYkY1YjNt1u17xDMCuZk4xZjZh908C8QzArmZOMmZlVTFWnlTEzs9L1HPxg3iE0m3syZjWiwz5H5h2CWcmcZMxqxDZHnZt3CGYl8+kysxrx5ujv0m3QDXmHYWVWy6fCmsI9GbMasXzeK3mHYFYyJxkzM6sYny7bAK3v3fP1VZsOW+cdglnJ3JMxqxEf+/adeYdgVjInGbMaseivv847BLOSOcmY1YjFk+7OOwSzkjnJmJlZxTjJmJlZxTjJmNWIrgNH5B2CWcnW2yQj6RxJMyW9L+kpSf3yjsnMbEOzXiYZSV8FbgB+AnwSmAw8JGmHXAMza4G5d5yfdwhmJVtfb8a8ABgdEbekz+dKOgr4FnBZfmFVnm+0NLPWZL1LMpI2BT4F/Kyo6BHgwOpHZGaWr6Z8+Zw19JiKbHu9SzJAZ6ANMK9o+Tzg88WVJZ0JnJk+LpU0vYXbfqsF61eL4yyvqsX52rXHtrQJH9PyWm/i1LUtan/HhgrWxyRTJ4o+q55lRMQoYFQ5NihpakT0KUdbleQ4y6tW4oTaidVxlleeca6PF/7fAlYCXYuWb8vavRszM6ug9S7JRMRy4Cmgf1FRf7JRZmZmViXr6+my4cAYSU8Ak4Czge7ALyu83bKcdqsCx1letRIn1E6sjrO8cotTEWtdplgvSDoHuAToBkwD/isiHs83KjOzDct6m2TMzCx/6901GTMzaz2cZMzMrGKcZBpQ6gSbkg5N9d6X9Kqks1vaZh5xShoiKYpec1saZ6mxSuom6S5J/5C0UtLoBuqdIOlFSR+kn19ubXFKGlTPMQ1J7aoY5/GSHpG0QNISSX+T9IV66uV9PBuNs1LHsxmxHippsqS3JS1LvwMX1VMv72PaaJyVPKZEhF9FL+CrwIfAGUBv4OfAUmCHBurvBLyb6vVO630InNDcNnOMcwjwD7L7jOpeXXI4pj2BG4FBZEPPR9dTpy+wAvh+avP76fNnWlmcg9JxLzymXat8PG8ABgOfBnYFriC7n6xfKzueTYmz7MezmbF+CvgasGf6v3VKiuucVnZMmxJnRY5pRDjJNPCP8jfglqJlLwPXNFD/WuDlomW3AlOa22aOcQ4BpuV9TIvqjaX+P96/BcYXLfsTcHcri3MQsLS1HM+C+k8A17XW47mOOMt+PMsY6/8WHq9WfEyL46zIMY0Iny4rptUTbD5SVLSuCTb71lP/YaCPpE2a2WbV4yxYtrOk2ak7/htJOzcnxhbG2hQN7U81j2lTbSbpNUlvSBor6ZPNbaiMcXYE/l3wubUez+I4oYzHE8oTa4rhQOAvBYtb3TFtIE4o8zGt4ySztnVNsFk8VU2drg3U3zi115w284gTsm9Jg4CjybrjXYHJkrZpZpzNjbUpGtqfah7TppgOfAP4InAS8D4wSdJuzWyvxXFK+jbwMWBMweJWdzwbiLPcx7NFsaY/yh8AU4GbIqLwpu9Wc0wbibMSxxRYf+/4L4cmTbDZSP265VpHnZbeqFTOOImIh9YolP4PeBUYSDaTQku0hv2vepsRMQWYsqoxaTLwLHAucF5z260npibFKekE4KfA1yLitXK02YiyxlnB49ncWPsBHYADgGslzYyIwqTYWo5pg3FW8pg6yaytORNszm2g/grgbbJfgHJP2lmJONcSEUslvQC05BtNpSYtbWh/qnlMSxYRKyVNpfnHtNlxpj/cY4BTI+L+ouJWczwbiXMNZTieLYo1Imamt89L2o7sumZdkmk1x7SROIvrluOYAj5dtpZo3gSbU1j7WTX9gakR8WEz26x6nPWtkIYw7g682Zw4WxBrU0wpZ5sVjHMNkgTsTTOPaXPjlPQV4FfAoIi4t54qreJ4NiHO4votOp4tibUeGwFtCz63imNaj+I411COY7pKJUYT1PqLbIjgcuB0siGCN5ANEdwxld8J3FlQv25o8IhU//S0fvEQ5gbbbEVx/gw4NNX9DNmIqXdaEmdzYk3L9k2vx4H70/s9CsoPJOuFXUaWCC8jG9rZ0uGh5Y7zCuBIYOdUdluK89NV/Lf/Wtrmd1lzmOrWrel4NjHOsh/PZsZ6LnAs2bf93YBvpv8rQ1vZMW1KnBU5phEewryuf8hzgFnAB2TfHA4pKJsATCiqfyjwdKo/Ezi7lDZbS5zAb4A56Zd4NnAfBX8wqxxr1POaVVTnRLL7epYDLwHHt7Y4geuB11J788lGF/WtZpzpc31xFu9LrsezKXFW6ng2I9bzgRfIvrgtJvt/dQ6wUSs7po3GWclj6gkyzcysYnxNxszMKsZJxszMKsZJxszMKsZJxszMKsZJxszMKsZJxszMKsZJxszMKsZJxjZIkkZLGlviOhMk/aJSMZVK0qz6nsRYT70JBU86XC7pFUnXSGpwWpEG2hkiaVrzI7YNkSfINKsySZtGNgdVNd0OfA/YFNg/fYZsmhOzinFPxozVPRtJ300PbPu3pNslbV5XTjYlz7cLegU9U9kekh5U9kz6+ZLultS1nrYvlfQG8EZavqmka9NzPt6V9KSkIwvW20TSjZLmKHs+/OuShqayCcCOwE/r4mlkF9+LiLkR8a+IuA8YDxxRdAyGSpqu7DnwsyQNq3vGu6RBZPNb7Vmw/4NS2ZaSRqV9XyLpL5L6NOffwdY/7smYrdaPbNbZzwPbA/cAM4BryCZs/DjZHFTfS/UXSOpGNjHmfwMXAZsAPwbul3RARHyU6h5KNm/UUax+hs/twC7AyWSJ5z+AByTtHxHPkT3H48tkk0bOInt4V6+07vHAc2QTGf6/UnZS0j7AQanNQu+SPbhqNrAH8Euyuax+SPYY4b3IJlo8LNVfnGbrfTDt27HAQrJnDz0mqVdEtHwWX6tt5ZgAzS+/au0FjAbGFn1+Hdi4YNktwJ8KPk8AflHUzlXAo0XLtiKb1PHTBW0vANoW1NkF+AjYoWjd35M9tRDgRuBRyOYYrGcfZgEXNWFfJ5BNzriULGkE2TNJTmhkvbOBfxZ8HgJMK6pzeGp3s6LlzwKX5P3v7Ff+L/dkzFZ7MSJWFHyeQ/a4g3X5FHCIpKX1lO0CPJHeT4uIDwrK9iPr0byYdQZWaQs8lt6PJjutNUPSI8AfgYdide+oFL8FrgS2AC4F/h3ZabNVJJ1INmPvrmRPUGyTXuvyKWBzsl5d4fJ2ZPtvGzgnGbPVih/cFjR+3XIjstNF9Y3yKnxS4bv1rBdkF+GLt7sMICKeTtd9jiLrMdwBPCepfzMSzeKI+CeApFOAFyQNiojRadkBZI95uBL4L2AR8AWy5wuty0Zk+9mvnrJ3SozR1kNOMmZNt5y1v9k/DXwFeC0aeLpoA54h68l0jYg/N1QpIpYA/wP8Txp88H9kPY0ZDcTTqIj4UNJPgGsk3RMR75Fdo5kdEVfX1ZO0Y9GqDe3/dsBHEfFqqbHY+s+jy8yabhbwaUk9JXWWtBEwEtgS+K2kz0jaWdLn02irjg01FBEzgF8DoyWdmNbrI+kiSccDSLpA0kmSekvalWyAwDuk0Wkpnn6SekjqXOK+3EXWk/pO+jwD6CFpQIrlW8BJ9ez/jpL2S/vfFvgTMAn4g6SjJe0kqa+kKyXV17uxDYyTjFnT/Yzs2/yLZBfyd4iIOWS9gI+AcWRPIBxJdoH9gwbaqXMa2QizYWSj1sYCh5A9oRBgCXAx2XWdp8kei3t06nkAXE42Cu6VFE+TRXafzi+ASyR1jIgHgJ+SPZr772TPjL+8aLX7yK4LPZq2d1JEBNmouMfIBkpMJxuV14vsmpZt4PxkTDMzqxj3ZMzMrGKcZMzMrGKcZMzMrGKcZMzMrGKcZMzMrGKcZMzMrGKcZMzMrGKcZMzMrGL+PxiaNZf0gBg2AAAAAElFTkSuQmCC
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<h2 id="Distribution-of-various-Loan-puposes-:">Distribution of various Loan puposes :<a class="anchor-link" href="#Distribution-of-various-Loan-puposes-:">&#182;</a></h2><p>Over 50% of loan is taken for Debt consolidation! Quite unexpected.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># get proportion taken by most common group for derivation of tick marks</span>
<span class="n">list_order</span> <span class="o">=</span><span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>
<span class="n">n_points</span> <span class="o">=</span> <span class="n">loanData</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">max_count</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
<span class="n">max_prop</span> <span class="o">=</span> <span class="n">max_count</span> <span class="o">/</span> <span class="n">n_points</span>

<span class="c1"># generate tick mark locations and names</span>
<span class="n">tick_props</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">max_prop</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">)</span>
<span class="n">tick_names</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;</span><span class="si">{:0.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">tick_props</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>

<span class="c1"># create the plot</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">],</span> <span class="n">order</span> <span class="o">=</span> <span class="n">list_order</span><span class="p">);</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Debt Consolidation&#39;</span><span class="p">,</span> <span class="s1">&#39;Not Available&#39;</span><span class="p">,</span> <span class="s1">&#39;Other&#39;</span><span class="p">,</span> <span class="s1">&#39;Home Improvement&#39;</span><span class="p">,</span>  <span class="s1">&#39;Business&#39;</span><span class="p">,</span> <span class="s1">&#39;Auto&#39;</span><span class="p">,</span> <span class="s1">&#39;Personal Loan&#39;</span><span class="p">,</span> <span class="s1">&#39;Household Expenses&#39;</span><span class="p">,</span> <span class="s1">&#39;Medical/Dental&#39;</span><span class="p">,</span> <span class="s1">&#39;Taxes&#39;</span><span class="p">,</span> <span class="s1">&#39;Large Purchases&#39;</span><span class="p">,</span><span class="s1">&#39;Wedding Loans&#39;</span><span class="p">,</span>
          <span class="s1">&#39;Vacation&#39;</span><span class="p">,</span> <span class="s1">&#39;Student Use&#39;</span><span class="p">,</span> <span class="s1">&#39;Motorcycle&#39;</span><span class="p">,</span> <span class="s1">&#39;Engagement Ring&#39;</span><span class="p">,</span> <span class="s1">&#39;Baby&amp;Adoption&#39;</span><span class="p">,</span> <span class="s1">&#39;Cosmetic Procedure&#39;</span><span class="p">,</span> <span class="s1">&#39;Boat&#39;</span><span class="p">,</span> <span class="s1">&#39;Green Loans&#39;</span><span class="p">,</span> <span class="s1">&#39;RV&#39;</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">20</span><span class="p">),</span><span class="n">labels</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">tick_props</span> <span class="o">*</span> <span class="n">n_points</span><span class="p">,</span> <span class="n">tick_names</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Proportion&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Loan Lists Category&#39;</span><span class="p">);</span>
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qhRpp6kdocBfSW9lD+vCRxISs47mtRBuQmIiHheUkfSaM6giPhnXjTesVrlkvqQRoC2i4g3ciLeYvmo8h5SB/jNiBhQx32YmZlZmXY3kgQQEa+TRnq+Vjj8OHBofn848Gh+PxdYanhF0irAwUD/iOgdEb2BL7J4yu3vwCLgRyweRSp1cGblkZ6l1iCVWRN4G5gjaV3gs2XnDyn8HFd2j28BL0o6OMcrSVs30J6ZmZll7bKTlJ0HFJ9yOx44Oi+wHgKckI9fT1ogPals4fbuwCsR8Urh2Fhgc0mlaa3RwBHk9UgR8Sbwe2AacAvwdK0AI2IKaZrtGeBy4LGyImtIejLHutRidFJn72uSpuQ6vlirPTMzM1tMEfXMKll70WW9PtF3SPlDdFbOO26bmbUNkibkB6SW0l7XJFkV/Xr1ZLw7AGZmZu16us3MzMysKneSzMzMzCrwdJstYcbM2QwcdlVLh9HsvKbIzMwa4pEkMzMzswrcSWolJPWSdKuk5yX9XdL5kjpIGiDpc4VywyWd0pKxmpmZtQfuJLUCOcntTcAtEbEpsBnQFfgZMAD4XI3LG9vWqk1Vl5mZWVvmTlLrsCewICKuAIiIRaTNIb8OnAMcImmypNIO25tLGiPpBUkf5qCTdISkp3LZS0sdIknzJJ2ZN55cIsebmZmZVeZOUuuwBTCheCCnFXkJ+CkwOiIGREQpvUlf4DPA9sDpklaX1I+UnmSXnK9tEWnHbYAuwPSI2CEiHsXMzMwa5KfbWgdROaFuteN3RsRCYKGkV4F1gb2AgcDTafaOTsCrufwi4E9VG5eGAkMBOnTruYy3YGZm1ra4k9Q6PAMcWDwgaU3gY6QOTrmFhfeLSP+OAq6MiFMrlF+Qp/AqiogRwAhIaUkaF7qZmVnb5Om21uEBoLOkr8KHi6vPA0YC/wW61VnHQZI+muvoIWmj5gnXzMys7XMnqRWIlGX4AOBgSc8DfwUWAD8AHiIt1C4u3K5Ux7PAacC9kqYC9wHrN3vwZmZmbZSn21qJiPgnsF+FUwuB7Wpct2Xh/WhgdIUyXZsiRjMzs/bEnSRbQr9ePRnvlB1mZmaebjMzMzOrxJ0kMzMzswo83WZLmDFzNgOHXdXSYTS5CZ5CNDOzRvJIkpmZmVkFK6yTJGle2eejJF20AtsfKemgFdVea5K/6w1aOg4zM7OViUeSllMpiWwrdxTgTpKZmVkjtIpOkqSNJD0gaWr++fF8fKSk30l6KGe8/5SkyyXNkDSycP0+ksZJmijpBkk19wWS9JKkn+drxkvaVtI9kv4u6dhcZrCksZJulvSspEskrZLPzZN0pqQngZ0k7SVpkqRpOb41JH1W0h8LbQ6WdHuteOuJK5cbJunp/H2dkY/1zt/L7yU9I+leSZ3y6Nkg4Jq8IWWnpvlXMzMza9tWZCepU/4jPVnSZODMwrmLgKsioj9wDXBB4dxHgD2Bk4DbgV8DWwBbSRogaW3STtN7R8S2wHjg5Dri+WdE7AQ8Qkr/cRCwY1lc2wPfAbYCNgG+lI93AaZHxA65vZHAIRGxFWkx/P+SdrzeUVKXfM0hwOg64q0Zl6R9gE1zbAOAgZJ2z9duCvw2IrYA3gQOjIgbcxuHR8SAiJhfx3djZmbW7q3Ip9vmR8SA0gdJR5FGOAB2YnEHZBRwTuG62yMiJE0D/hsR0/L1zwC9gV7A5sBjkgA6AOPqiOe2/HMa0DUi5gJzJS2QtFY+91REvJDbuw7YFbiRlFT2T7nMJ4EXI+Kv+fOVwLci4jeS7gb2k3Qj8Hngu8CnGoi3obj2ya9JuVxXUufoHzmOyfn4hPz9NEjSUGAoQIduPeu5xMzMrM1rrVsAFDPRlzLef1B4X/q8GqnDcl9EHNbINhqqtzyO4ucFEbEov1eNNkYD3wJeB56OiLlKPaNa8TYUl4CzIuLS4kWSepeVXwTUNbUWESOAEQBd1utTfs9mZmbtUqtYkwQ8Dhya3x8OPNqIa58AdpH0CQBJnSVt1kRxbS+pT16LdEiVuP4C9C61DwwBHs7vxwDbAt9gcU615Y33HuCYwjqmDSV9tIFr5gLdGtGGmZlZu9daOknHA0fn7PVDgBPqvTAiXiM9vXVdvv4JoG8TxTUOOBuYDrwI3Fyh/QXA0cANeUrwA+CSfG4RcAfw2fxzueONiHuBa4Fxub0babgDNBK4xAu3zczM6qcIz65UImkwcEpE7NvSsaxIXdbrE32HnNHSYTQ577htZmaVSJoQEYMqnWstI0lmZmZmrYpHkmwJgwYNivHjx7d0GGZmZiuER5LMzMzMGqm1bgFgLWTGzNkMHHZVS4dRldcWmZnZiuKRJDMzM7MK3ElqApIW5cfrp+R8bDsvYz3HSvJQiZmZWSvg6bam8WHKFUmfAc4ipR9plIi4pKkDMzMzs2XjkaSmtybwBqS9liTdUToh6aKcsw5JZ0t6VtJUSb/Mx4ZLOiW/HyPpF5KekvRXSbvl46tKOlfS0/nab+bj60sam0e0pkvaLZcdmT9Pk3TSiv0qzMzMVl4eSWoanSRNBjoC6wN71iosqQdwANA3J+9dq0rR1SJie0mfA04H9ga+BsyJiO0krUFKlHsvKUHwPRHxM0mrAp2BAcCGEbFlbrdaO2ZmZlbGnaSmUZxu2wm4StKWNcq/BSwALpN0JzllSQU35Z8TgN75/T5Af0kH5c/dgU2Bp4HLJa0O3BIRkyW9AGws6ULgTuDeSo1IGgoMBejQrWdD92pmZtYueLqtiUXEOGBtYB3gfZb8jjvmMu8D2wN/AvYH7q5S3cL8cxGLO7QCjouIAfnVJyLujYixwO7AK8AoSV+NiDeArUmJdr8FXFYl5hERMSgiBq3W2XlwzczMwCNJTU5SX2BVYDbwMrB5nhbrCOwFPCqpK9A5Iu6S9ATwt0Y0cQ/wv5IejIj3JG1G6hitDbwSEb+X1AXYVtJdwLsR8SdJfyclujUzM7M6uJPUNEprkiCN9BwZEYuAf0r6IzAVeB6YlMt0A26V1DGXb8yC6stIU28TJQl4jTQaNRgYJuk9YB7wVWBD4ApJpdGsU5ft9szMzNof526zJXRZr0/0HXJGS4dRlXfcNjOzpuTcbWZmZmaN5Ok2W0K/Xj0Z79EaMzMzjySZmZmZVeJOkpmZmVkFnm6zJcyYOZuBw65a7nq8wNrMzFZ2HkkyMzMzq8CdpFZO0gGSIm9S2VDZEyV1XhFxmZmZtXXuJLV+hwGPAofWUfZEUmJbMzMzW07uJLViOX3JLsDXyJ0kSYMl3VEoc5GkoyQdD2wAPCTpoXzuMEnTJE2X9IsWuAUzM7OVljtJrdv+wN0R8VfgdUnbVisYERcA/wL2iIg9JG0A/ALYExgAbCdp/xURtJmZWVvQ4NNtkgYBu5FGKeYD04H7I+L1Zo7N0lTbb/L76/PnO+u8djtgTES8BiDpGmB34JbygpKGAkMBOnTruZwhm5mZtQ1VO0mSjgKOB14EJgDPkTLZ7wp8T9J04EcR8Y8VEGe7I6knaRRoS0kBrAoEcBtLjgB2rFZFvW1FxAhgBKTcbcsUsJmZWRtTaySpC7BLRMyvdFLSAGBTwJ2k5nEQcFVEfLN0QNLD+e3mktYgdZD2Ii3sBpgLdANmAU8C50taG3iDNAp14QqK3czMbKVXtZMUEb+tdWFETG76cKzgMODssmN/Ar4C/BGYCjwPTCqcHwH8WdK/87qkU4GHSKNKd0XErc0ftpmZWdtQz5qkK4ETIuLN/PkjwHkRcUxzB9eeRcTgCscuKHz8boXzF1IYLYqIa4FrmyM+MzOztq6etCT9Sx0kgIh4Q9I2zRiTtaB+vXoy3ilFzMzM6toCYJU8egSApB4455uZmZm1cfV0ds4DHpd0Y/58MPCz5gvJzMzMrOUpouEnviVtTnocXcADEfFscwdmLaPLen2i75AzlquOCZ6uMzOzlYSkCRExqNK5WvskrRkRb+Xptf9QWAAsqYc3kzQzM7O2rNZ027XAvqSNJIvDTcqfN27GuJqMpEXANNK9zgCOjIh3WjaqxSTNi4iu9R43MzOzFaPqwu2I2FeSgE9FxMaFV5+IWCk6SNn8iBgQEVsC7wLH1nuhpFWbLywzMzNrzWo+3RZpwdLNKyiWFeER4BMAko6Q9JSkyZIuLXWIJM2TdKakJ4GdJJ0t6VlJUyX9MpfZSNID+dgDkj6ej4+UdIGkxyW9IOmgfLxrLjdR0jRJX1yW4Gu0u5+kJyVNknS/pHXz8eGSLpc0Jsdz/PJ+gWZmZu1FPVsAPCFpu2aPpJlJWg34LDBNUj/gEFLalQHAIuDwXLQLMD0idgCeBQ4AtoiI/sBPc5mLSClD+gPXAMVNHtcn5bfbl8U7Zi8ADoiIbYE9gPPyKF1jVWv3UWDHiNiGlAi3uNFkX+AzwPbA6ZJWX4Z2zczM2p16tgDYAzhW0kvA2+Q1SfkP9cqgk6RSCpVHgD+QMt4PBJ7OfZVOwKu5zCJS+g+At0gdnMsk3QnckY/vBHwpvx8FnFNo75aI+AB4tjSiQ/rOfi5pd+ADYENgXdKC+Mao1m4vYLSk9YEOpKTEJXdGxEJgoaRXc7szi5VKGkr6TujQrWcjQzIzM2ub6ukkfbbZo2he8/No0YfyKM6VEXFqhfILImIRQES8L2l7UhLZQ4Fvk7ZCKFdc2L6w2FT+eTiwDjAwIt7LHc6Oy3IzVdq9EPhVRNwmaTAwvEo8i6jwbx4RI0h53+iyXp+G94QwMzNrBxqcbouIl4GPAXvm9+/Uc10r9wBwkKSPQtrSQNJG5YUkdQW6R8RdwIlAqbP1OKnTBKkD9GgD7XUHXs0dpD2ApdqqU7V2uwOv5PdHLmPdZmZmVlBPgtvTgUHAJ4ErgNWBq4Fdmje05hMRz0o6DbhX0irAe8C3gJfLinYDbpXUkTQqdFI+fjxwuaRhwGvA0Q00eQ1wu6TxwGTgL3WE2VlScVrsVzXaHQ7cIOkV4AmgTx31m5mZWQ0N7rid1/NsA0zMC4ORNHUlWpNkjeAdt83MrD2pteN2PdNm7+atACJX1qUpgzMzMzNrjepZuP1HSZcCa0n6BnAM8PvmDctaSr9ePRnvkSAzM7OGO0kR8UtJnyY9Dv9J4McRcV+zR2ZmZmbWghpck/RhQWlNCp0qJ7htm5Z1TZLXIZmZ2cqo1pqkep5u+yZwJjCftBHiSpXg1szMzGxZ1LNw+xRSWo7ejUlwK2le2eejJF20rIE2hqSXJK3diPJVYyu/j8LxRTnvW+n1/WWN18zMzFqfehZu/520gaQtaamdvM3MzKztqGck6VTgcUmX5gz3F0i6oMGraqiRzX6kpIMK5ebln+tLGptHbKZL2i0f30fSOEkTJd2Qd8guOS4fnyapby7fQ9Itud0nJC2115OkPrnOpyX9pJH31V3Sc5I+mT9fl58IRNI8SeflmB6QtE4+vomkuyVNkPRIIdaR+bt+XNILpe+lsd+FpLMlPZvv+ZeNuR8zM7P2rJ5O0qXAg6SdnCcUXg3pVJyOIq1rKqmWzb6arwD35JGbrYHJeTrtNGDviNgWGA+cXLhmVj7+O9KUIcAZwKTc7g+Aqyq0dT7wu4jYjtoJaJe4P0mHRMQcUn63kZIOBT4SEaXtErqQNuTcFngYOD0fHwEcFxEDc5wXF9pYH9gV2Bc4u7HfhaQewAGk6dL+wE9r3I+ZmZkV1DPd9n5EnNxwsaUsMR0l6ShSehOons2+mqdJ6ThWB26JiMmSPgVsDjyW8tXSARhXuOam/HNCoa1dgQMBIuJBST0ldS9ra5dSmRzbL+q5v5KIuE/SwcBvSZ2Ykg+A0fn91cBNebRnZ1JKkVK5NQrX3BIRHwDPSlp3Gb6Lt4AFwGWS7gTuqHQjkoYCQwE6dOtZ5XbNzMzal3o6SQ/lP6K3U8go38RbAJT2IXifPLql9Ne+Q25rrKTdgc8DoySdC7wB3BcRh1WpsxTrIhbfpyqUq7QHQn37IlSglAuuH+lpwB7AzCpFg3Svb9ZY27Sw8F7Q+O9C0vbAXqTEuN8G9lwqkIgRpBEtuqzXZ5nv3czMrC2pZ7rtK+R1SSyeahu/nO1Wy2b/EjAwv/8iKZkukjYCXs1TV38AtiVN/+0i6RO5TGdJmzXQ7tjcHpIGk6bk3ior81hZbI11EjADOIzFIz6Qvr5TqScAACAASURBVOvSequvAI/mtl/MI08o2bq8wqLGfBd5pKp7RNwFnAh4obmZmVmd6tlxuzkyylfLZv974FZJTwEPAG/n44OBYZLeA+YBX42I1/IU3nWSSlNUpwF/rdHucOAKSVNJT+wdWaHMCcC1kk4A/lSjrk55rVXJ3cDlwNeB7SNirqSxOabT871sIWkCMAc4JF93OPA7SaeROoXXA1NqtDuY+r+LuaTvsyNpJOqkGvWamZlZQYM7bkuquJVyRFRa9GxVSJoXEV0bLtmyvOO2mZm1J1qeHbeB7QrvO5LWt0yk8pNhZmZmZm1CPdNtxxU/56fBRjVbRG3UyjCKBNCvV0/Ge1TIzMysroXb5d4BNm3qQMzMzMxak3oS3N7O4kfiVyHtx/PH5gzKzMzMrKXVsyapmMrifeDliKi294+t5GbMnM3AYfUtN/NibTMza8vqWZP08IoIxMzMzKw1aXBNkqQvSXpe0hxJb0maK6l8A8ZWQVJIGlX4vJqk1yRVTMdRo54xkgbl93dJWmsZYjlK0kWFz+tLuldSb0nzJU2SNEPSU5Iq7dfUmLZ+UGe5l3KeNzMzM2tAPdNt5wD7RcSM5g6mCbwNbCmpU0TMBz4NvLI8FUbE55okMvgf4J78/u8RsQ2ApI1JedxWiYgrlrHuHwA/b4IYzczMLKvn6bb/riQdpJI/k/KaQUoNcl3phKQuki6X9HQeyfliPt5J0vWSpkoaDXQqXPPh6Iukr+YyU0ojVpL2k/Rkru/+QiLacv+TY1tCRLwAnEzahbxWjEdJuknS3Xlk75x8/Gzy7t+SrsnHbpE0QdIzOe+emZmZNVI9I0njc8fhFpZMcHtTs0W1fK4Hfpyn2PqTUoXsls/9EHgwIo7JU2hPSbof+CbwTkT0l9SftFnmEiRtka/fJSJmSeqRTz0K7BgRIenrwHeB75RduyrwyYh4VlLvCjFPBPo2ECOk3GvbkP4dnpN0YUR8X9K3y5LkHhMRr0vqBDwt6U8RMbvaF5Y7UkMBOnTrWa2YmZlZu1JPJ2lN0t5I+xSOBdAqO0kRMTV3RA4D7io7vQ/wBUmn5M8dgY8DuwMXFK6fWqHqPYEbI2JWLvd6Pt4LGC1pfaAD8GKFa3cAnqwRtuqIEeCBiJgDIOlZYCPgnxXqO17SAfn9x0j7WlXtJEXECGAEpLQkNeI0MzNrN+p5uu3ohsq0QreRti4YDBSHRgQcGBHPFQtLgsV7QVWjKmUuBH4VEbdJGkxKolvus6QEuNVsA5SmNKvFuAOFkTxgERX+/XIMewM7RcQ7ksaQOlpmZmbWCFXXJEk6rTClVOn8npL2bZ6wltvlwJkRMa3s+D3Accq9Iknb5ONjgcPzsS1J03TlHgC+LKlnLlf6brqzeHF4tafU9srXLyWPev2S1NmqFWMt70lavRDPG7mD1BfYsY7rzczMrEytkaRpwO2SFpDWzLxGGpHYlLQ25n5a6RNVebPL8yuc+gnwG2Bq7oS8BOwL/A64Ik+zTQaeqlDnM5J+BjwsaREwCTiKNHJ0g6RXgCeAPsXrJK0DLIiI4rYJm0iaRPo+5wIXFp5sqxZjLSNy+YnAMcCx+V6eyzGZmZlZIymi9iyTpE2BXYD1gfmkaaGx+RF7a4CkI4BeEXF2S8dSjy7r9Ym+Q86oq6x33DYzs5WdpAkRMajiuYY6Sda+DBo0KMaPH9/SYZiZma0QtTpJ9eyTZGZmZtbuuJNkZmZmVkGDWwBI6lHYE8jauBkzZzNw2FVLHff6IzMza2/qGUl6UtINkj5XeizdzMzMrK2rp5O0GekR8yHA3yT9XNJmzRtW+yCpZ865NlnSfyS9UvjcoaXjMzMza8/q2XE7gPuA+yTtAVwN/J+kKcD3I2JcM8fYZuV8agMAJA0H5kXEL1s0KDMzMwPqGEnKox0nSBoPnAIcB6xNSuJ6bTPH125Jul3SBEnP5MS5SNpY0vOSekhaVdLjkvbM546U9FQehbpY0iqSVpM0StI0SdMlHd+yd2VmZrbyqCfB7ThgFLB/3sm6ZLykS5onLAOOjIjXJXUmfdd/iogXJJ0HXAxMASZFxIM5lcoBwM4R8b6kEcChwN+BtSNiKwBJa7XQvZiZma10anaSJK0K3BERP6l0PiJ+0SxRGcBJkr6Q3/cCNgHGR8Qlkg4GjiYlxoWU0HY7UmcKoBPwT1IeuE9KOh+4C7i3UkOShgJDATp061mpiJmZWbtTs5MUEYskbb2igrFE0t7A7sCOETFf0qOkPG9I6kpKEbMq0BV4GxBweUT8qEJd/YHPAscDB5I7Q0URMYK0OJ8u6/XxFuxmZmbUN902WdJtwA2kP8gARMRNzRaVdQdezx2kLUijRCXnAiOB/wKXAvuTkg3fKOn8iJglqSfQhZRrb0FE3CDpRcDTo2ZmZnWqp5PUA5gN7Fk4FoA7Sc3nTmBofoLwL8CTAJL2ArYGvp1H+Q6UNCQiRkk6A7hf0irAe8CxwCLgD3l/qwC+1xI3Y2ZmtjKqZwuAo1dEIO1dRAwvvF8AfKZK0QcK5b5QeH8tlZ823KbCMTMzM2tAPWlJegEXAruQRiMeBU4oe9LN2oh+vXoy3ilIzMzM6tpx+wrgNmADYEPg9nzMzMzMrM2qp5O0TkRcERHv59dIYJ1mjsvMzMysRdWzcHuWpCOA6/Lnw0gLua0NmjFzNgOHXbXU8QmegjMzs3amnpGkY4AvA/8B/g0clI+ZmZmZtVkNdpIi4h8R8YWIWCciPhoR+0fEyysiuHKS5rVEu7ntkZJezLnRJkraqYnqHSNpUFPUZWZmZk2nnqfbLqhweA4pRcatTR9S05O0WkS83wRVDYuIGyXtQ9rIsf8Kbt/MzMxWkHqm2zoCA4Dn86s/aYPJr0n6TTPGVhdJ+0l6UtIkSfdLWjcfHy5phKR7gaskdZb0R0lTJY3O1wzKZfeRNC6PEN2QU3/UMhb4RL52TKGetSW9lN8fleu6nZwzTdJ3JU2TNEXS2YX6Dpb0lKS/Stotl+0t6ZEc00RJO+fj60sam0e0phfKV7wHSWdLejbf9y+b4js3MzNrD+pZuP0JYM/SSIik35H+6H8amNaMsdXrUVKOs5D0deC7wHfyuYHArjm9xynAGxHRX9KWwGRIHRvgNGDviHhb0veAk4Eza7S5H/Xd+05A/4h4XdJnSSlEdoiIdyT1KJRbLSK2l/Q54HRSwtpXgU9HxAJJm5IWzg8CvgLcExE/ywmIO1e7B0kXAQcAffP3s1YdMZuZmRn1dZI2JOUBm5M/dwE2yGkxFjZbZPXrBYyWtD7QAXixcO62iJif3+8KnA8QEdMlTc3HdwQ2Bx5L2TvoAIyr0ta5kk4DXgO+Vkds90XE6/n93sAVEfFOjuH1QrlSipcJQO/8fnXgIkkDSOlFNsvHnwYul7Q6cEtETJb0qSr38BawALhM0p3AHZWClDSUnPi2Q7eeddyWmZlZ21dPJ+kcUpLbMaRs87sDP5fUhZRYtaVdCPwqIm6TNBgYXjj3duG9qlwvUmfmsDraGhYRN5Yde5/F05Ydy86Vtx9V6i11Nhex+N/kJFIS261z/QsAImKspN2BzwOjJJ0LvFHtHiRtD+wFHAp8myVz8JHrHAGMAOiyXp9qMZqZmbUr9Tzd9gdgZ+CW/No1Ii6LiLcjYlhzB1iH7sAr+f2RNco9StrKAEmbA1vl408Au0gqrTHqLGmzylVU9BJpWg/S9gjV3AscI6lzbqdHjbKQ7uvfEfEBMARYNV+3EfBqRPwe+AOwbbV7yOuSukfEXcCJpLVlZmZmVocGO0k5g/xewNYRcQuwWh6daAmdJc0svE4mjRzdIOkRYFaNay8G1snTbN8DpgJzIuI14CjgunzuCaBvI2L6JfC/kh4H1q5WKCLuJqV3GS9pMnBKA/VeDBwp6QnSVFtpVGowaWRvEnAgcH6Ne+gG3JGPPUwanTIzM7M6KKL27EpeqP0BafF2P0kfAe6NiO1WRIBNJS9yXj0vhN4EeADYLCLebeHQWpUu6/WJvkPOWOq4d9w2M7O2SNKEiKi4X2E9a5J2iIht88gFEfGGpA5NGuGK0Rl4KC94FvC/7iCZmZlZNfV0kt7LozABIGkd0sjSSiUi5pIeobca+vXqyXiPGpmZmdW1meQFwM3ARyX9jLQA+qxmjcrMzMyshTU4khQR10iaQFq8LWD/iJjR7JGZmZmZtaB6creNioghwF8qHLM2ZsbM2QwcdtUSx7xo28zM2qN6ptu2KH7I65MGVilrZmZm1iZU7SRJOlXSXKC/pLckzc2fXwVuXWERNkDSryWdWPh8j6TLCp/Py/sp1Vvf8Jznrfx4b0nT8/tBki5Y3thrtWdmZmYtq2onKSLOiohuwLkRsWZEdMuvnhFx6gqMsSGPk3YER9IqpA0di6NfOwOPNWWDETE+Io5vyjrNzMysdaknLcmpkj4iaXtJu5deKyK4Oj1G7iSROkfTgbk55jWAfsAkAEnDJD0taaqkD3dMlPRDSc9Juh/4ZOH4QElTJI0DvlU4PljSHfn9cEmXSxoj6QVJxxfK/UjSXyTdJ+m6xowYSTpZ0vT8Ko6U3SJpgqRncmLa0vF5kn6W431C0rr5+MG5jimSxtbbvpmZWXtXz8LtrwMnAL2AycCOpAzzSyVKbQkR8S9J70v6OKmzNA7YENgJmANMjYh3Je0DbApsT3pK77bc2XublPx1G9L3MRGYkKu/AjguIh7OiWSr6QvsQUoD8lzepXxrUtqQSvXWJGkgcDSwQ471SUkPR8Qk4JiIeF1SJ+BpSX+KiNlAF+CJiPihpHOAbwA/BX4MfCYiXpG0VpX2hgJDATp061lPiGZmZm1ePQu3TwC2A16OiD1If/Rfa9aoGq80mlTqJI0rfH48l9knvyaROix9SZ2m3YCbI+KdiHiLlF8NSd2BtSLi4Xz9qBrt3xkRCyNiFmnN1rrArsCtETE/b2R5eyPuZ9cc09sRMQ+4KccJcLykKaT8bB/L9wDwLnBHfj8B6F34bkZK+gY5SW65iBgREYMiYtBqnbs1IkwzM7O2q55O0oKIWAAgaY2I+AuFKalWorQuaSvSdNsTpJGk4nokAWdFxID8+kRE/CGfq5TATlWOV7Kw8H4RaeRIjbuFpdpe+qA0GNgb2CkitiZ1+Drm0+/F4kR8pRiIiGOB00gdqsmSPFRkZmZWh3o6STPzNM0twH2SbgX+1bxhNdpjwL7A6xGxKCJeB9YidZTG5TL3AMdI6gogaUNJHwXGAgdI6iSpG7AfQES8CcyRtGu+/vBGxvQosJ+kjrnNzzfi2rHA/pI6S+oCHAA8AnQH3oiIdyT1JU191iRpk4h4MiJ+DMwidZbMzMysAfXsuH1Afjtc0kOkP9R3N2tUjTeN9FTbtWXHuuYpMCLiXkn9gHGSAOYBR0TEREmjSeutXiZ1RkqOBi6X9A6pk1W3iHha0m3AlFzveNIaqUpOKy7OjohekkYCT+VDl0XEJEnPAsdKmgo8Rxoxa8i5kjYljU49kOMxMzOzBmjxDE3ZCWk7YO2I+HPZ8S8Ar0REXYuQ2zNJXSNinqTOpNGhoRExsaXjqqXLen2i75AzljjmHbfNzKytkjQhIgZVOldrJOlc4KgKx58FRtBKnm5r5UZI2py0bujK1t5BAujXqyfj3SkyMzOr2UnqGREvlR+MiL958W99IuIrLR2DmZmZLZtaC7c71TjXpakDMTMzM2tNao0k3S/pZ8BphUfLyTtVP9jskVmLmDFzNgOHXbXEMa9JMjOz9qhWJ+k7wGXA3yRNzse2Jj2l9fXmDszMzMysJVXtJEXE28BhkjZmccLYZyLihRUS2UpE0hjSRpX3FI6dCGwWEf/XBPUPBt6NiMfz52OBdyLiqpoXmpmZ2TJrcJ8k0qaMr5TeS9qWtN/PyxHxfrNFtnK5jpT/rbiX0qHAsCaqfzBpX6fHASLikiaq18zMzKqoZ8fti0mbFo4Afk/awfp64K85aazBjcC+ktYAkNQb2ICUBuQBSRMlTZP0xdIFkr4qaaqkKZJG5WP7SXpS0iRJ90taN9d1LHCSpMmSdpM0XNIp+ZoBkp7Idd0s6SP5+BhJv5D0lKS/StoNMzMzq1s9naSXgG1yAtSBpAS300k5xM5pxthWGhExm7Q79v/kQ4cCo4H5wAERsS2wB3Ceki2AHwJ75hxsJ+TrHgV2jIhtSB3R7+ZtGC4Bfp1zzhV3BAe4CvheRPQn7TJ+euHcahGxPXBi2XEzMzNrQD3TbX0j4pnSh4h4VtI2EfFCTu9hSWnK7db88xhSKpCfS9od+ADYEFiXtBHnjYWUKa/nOnoBoyWtD3QAXqzVoKTuwFoR8XA+dCVwQ6HITfnnBKB3jXqGAkMBOnTzFlhmZmZQ30jSc5J+J+lT+XUxaaptDeC9Zo5vZXILsFdes9Up7659OLAOMDAiBgD/Je2+LaBSPpgLgYsiYivgm7ns8liYfy6i9iL9EXmkcNBqnbstZ5NmZmZtQz2dpKOAv5GmbE4CXsjH3iNNIRkQEfOAMcDlpFElSMmAX42I9yTtAWyUjz8AfLm0c7mkHoXypUXyRxaqnwss1XuJiDnAG4X1RkOAh8vLmZmZWeM1ON0WEfOB8/Kr3Lwmj2jldh1piuvQ/Pka4HZJ44HJwF8AIuKZvFHnw5IWAZNIHc/hwA2SXiEtlu+T67kduDEv/D6urM0jgUtyEt0XgKOb59bMzMzaFxU2065cQNqF9Md7IwqdqojYuFkjsxbRZb0+0XfIGUsc847bZmbWVkmaEBGDKp2rZ+H2H0jTbBNIa1usDevXqyfj3SkyMzOrq5M0JyL+3OyRmJmZmbUi9XSSHpJ0LmmtTelpKfLTW2ZmZmZtUj2dpB3yz+J8XZD2+rE2ZsbM2QwctjglnNcjmZlZe1XP021+zN/MzMzanar7JEk6Iv88udJrxYXY/CT9UNIzOf/ZZEk75OMn5kfrG1vfMm+NIOkoSRtUOTdG0qDC596Spi9rW2ZmZlZdrZGkLvlnpS2Ya+8bsBKRtBOwL7BtRCyUtDYpJQikDTSvBt5ZgSEdRcqN968V2KaZmZmVqZWq4tL89v6IeKx4Lu+d1FasD8yKiIUApXxqko4HNiAtXJ8VEXtImhcRXfP5g4B9I+IoSX2Aa0nf593FyiUNA74MrAHcHBGnS+oN/JmU0HZn0i7bXwQ+T1r7dY2k+cBOeTPPBuWkuVeQOnirAAdGxPN5RPD4fPxJ4P8iwls5mJmZNaCetCQX1nlsZXUv8DFJf5V0saRPAUTEBaTRnD3qWJd1PvC7iNgO+E/poKR9gE2B7YEBwMCc7JZ8/LcRsQXwJqlTcyMwHjg8IgbU20HKjgXOzzniBgEzJfUDDgF2yccXkfLJmZmZWQOqjiTlaaidgXXK1iCtCaza3IGtKBExT9JAYDdSLrrRkr4fESMbUc0uwIH5/SjgF/n9Pvk1KX/uSuoc/QN4MSIm5+MTgN71hFvj2Djgh5J6ATflUaS9gIHA05IAOgGvllcgaSgwFKBDt551hGFmZtb21VqT1IH0R301llyX9BZwUHMGtaLl6acxwBhJ00j50EZWKlp437HGuRIBZxWmLtPBNN22sHBoEakD05DZwEcKn3sAswAi4lpJT5Km7O6R9PXc/pURcWqtSiNiBDACUlqSOuIwMzNr82qtSXqYlIB1ZES8DCBpFaBrRLy1ogJsbpI+CXwQEc/nQwOAl/P7uaQO4qz8+b95Cus54IB8HuAxUlLbq1lyOuse4CeSrskjVhsC7zUQUqnNSsYAR0i6P1LSvSOBh/J9bAy8EBEX5Pf9SVOJt0r6dUS8KqkH0K3072lmZmbV1bMm6SxJa0rqAjwLPJcXI7cVXYErJT0raSqwOSmhL6TRlT9Leih//j5wB/Ag8O9CHScA35L0NNC9dDAi7iUt6B6XR6hupHoHqGQkcEneiqB8dGkEqRM1RdKUHPsv87lDgOmSJgN9gasi4lngNODefG/3kRaqm5mZWQOUBiRqFJAmR8QASYeT1rd8D5gQEf1XRIC2YnVZr0/0HXLGh5+947aZmbVlkiZExKBK5+oZSVpd0urA/sCtEfEebWifJDMzM7NK6snddinwEjAFGCtpI9LibWuD+vXqyXiPHpmZmdWVu+0C4ILCoZclOZ+bmZmZtWm19kk6IiKurpGn7VfNFJOZmZlZi6u1JqmYu6381bWZ47IWMmPmbAYOu6qlwzAzM2txDeZui4gzys9JOrE5g2otJAVwdUQMyZ9XIz36/2RE7FvjusHAuxHx+AoJdMm2hwPzIuKXDZU1MzOz6up5uq2SalNwbc3bwJaF/Yo+TUpG25DBpJQudcsdMDMzM2sllrWTpCaNonX7MynVB8BhwHWlE5J6SLpF0lRJT0jqn1OOHAuclDeE3E3SRpIeyOUekPTxfP1ISb/Km1X+QlJXSVdImpbLHijpa5J+XWjzG5J+ld9/NZebImlUeeCSNpF0t6QJkh6R1Le5viQzM7O2ZllHL9rTPknXAz+WdAcp1cflpGS4AGcAkyJif0l7kna5HiDpEgpTXpJuz+eulHQM6WnB/XMdmwF7R8QiSb8A5kTEVvm6jwDvAlMlfTfvUXU08E1JWwA/BHaJiFk55Ui5EcCxOdntDsDFwJ5N+/WYmZm1TbWebptL9aSt9SRjbRMiYmoeHToMuKvs9K7Agbncg5J6SurO0nYCvpTfjwLOKZy7ISfYBdiblAOu1PYbAJIeBPaVNANYPSKmSToOuDEiSgluXy82KKkracrvBunDgb81Kt2jpKHAUIAO3XpWKmJmZtbu1Fq43VCOsfbkNlKOtMFAsRdRadqxnlG2Ypm3y+qrdP1lwA+AvwBXNFC2ZBXgzYgY0GAwESNIo050Wa9PexolNDMzq2pZ1yS1N5cDZ0bEtLLjY4HD4cMn2mZFxFukJLTFTubjLB4hOhx4tEo79wLfLn34//buPdyuqrz3+PdHUO6XQCIgEAKIhIAQyA5Pg+EqUq9AAA3XhkvNUVFKW0AoVolWCaXnWC0eILYIKIWIGk6gCuGWRJAAud8ElBArpQiENNxCCOE9f4yx2DPbufZeeyfrsrN/n+dZz55rzDHGfNcMi7wZc+wx8uM2IuJRYHfgdNrnRN0PfFbSjrnuOo/bchzPSPpMPi9JB9X4ec3MzPo8J0k1iIhnI+K7JaeuANokLQAmAGNz+Z3A6MrEbeAC4Jxc7yzgr6pc6h+A/pIWSZoPFFc2/wnwcOURXEQsBr4FTM91yxb3PAM4L59fDJxQ84c2MzPr4xThpyu9QZ44/p2IuL+e19lq5z1jyFnjme3928zMrA+QNDsi2srOeSSpxUnaXtJTwKp6J0hmZmbWzgsYtriI+B/SMgENsd9uOzLLo0hmZmYeSTIzMzMr4yTJzMzMrISTJFvHb55d3uwQzMzMWoKTJDMzM7MSLZckSVqb1xeqvC5tdkz1ImmYpE9UOXeUpJWS5kp6QtI/Fc4dvzHfFzMzs1bQir/dtqqWrTQ2EsOANv50T7iKX0XEpyRtAcyVNDkiHo6IKaStUszMzKxOWm4kqRpJyySNlzRH0kJJQ3L5QEn35vLrJf1e0oB87g5JsyUtzpu4Vvo6T9JTkqZJ+oGkawp9/UzS4/n14Vx+haSbJE3NcZwk6R9zHHdLek+uN1zS9HzNeyTtksunSbpK0mP5uodLei/wDWBMHjEbU+2zR8QqYB6wa+7v7ELMN0r6nqRfS1oq6ZRcvomk/5s/+12SflE5Z2ZmZl1rxSRpiw6P24rJw0sRcQhwLXBRLvs68EAunwwMKtQ/NyKGk0ZrLpC0o6T3A38P/BnwUWBIof53SatajwBOJm0sW7E38EnS1h4/Bh6MiA8Bq4BP5kTpX4BT8jVvIG0bUrFpRBwKXAh8PSLeAr4GTIqIYRExqdoNyXu47UPaK67MLsAo4FOk7VEATgIGAx8C/hIYWa1/MzMz+1O97XHbz/PP2aQkAFJyMBogIu6WtKJQ/wJJo/Px7qREY2dgekS8DCDpdtoXazwWGCqp0n5bSZWNan8ZEWskLQT6AXfn8oWkZGRf4ADg3ty+H/DfVWIf3MnnLzo87/e2LzAhIp6vUu+OiHgHWCJpp1w2Crg9lz8v6cFqF8mjbOMA3rvNjjWGZmZmtnFrxSSpM6vzz7W0x66yipKOIiU9IyPiDUnTgM2r1c82yfVXdejr3WtHxDuS1kT7pnfv5FgELI6IaiM2ZbF3pTIn6YPAQ3lO0rxO+ob2z9fZ51xHREwEJkLau63WdmZmZhuzVnzc1l0PAZ8FkHQc0D+XbwesyAnSENLjNYDHgCMl9Ze0KemxWsVU4EuVN5K6M4H8SWCgpJG57Xsk7d9Fm1eBbbqoQ0Q8BVwJfKUb8TwEnJznJu0EHNWNtmZmZn1eKyZJHeckTeii/njgOElzgI+THnG9Snoctml+XPVNYCZARPwX8G3gUeA+YAmwMvd1AdAmaYGkJcDnaw06zzE6BbhK0nzSROvDumj2IOnxXqcTt7PrgCMk7VljSD8DngUWAdeTPu/KTluYmZnZu9T+1Kh3krQZsDYi3s6jONd2tYSApK0j4rU8kjQZuCEiJjci3kYqfM4dSSNoH+5kXhOQHre9/vwzjQnQzMysySTNjoi2snO9bU5SmUHATyRtArwFfK6GNldIOpY0R2kqcEcd42umuyRtD7wX+GZXCRLAfrt54raZmRlsBElSRPwWOLibbS7qulbvFxFHNTsGMzOz3qoV5ySZmZmZNZ2TJFvHb55d3uwQzMzMWoKTJDMzM7MSvT5JkrQ2/wr9/Lx/W6e/di9psKRF3bzGZnkfuIWS5kraq6TOaEmR12Sq1s+NPd0/TdKJkoYW3n8jTz43MzOzOuj1SRJ5G5OIOAi4jLTo4ob2WWBl3qvtGODlkjqnkRZwPLUO1wc4EXg3SYqIr0XEfXW6lpmZWZ+3MSRJRdsCKyCtd+fVbAAAE1tJREFUESTp/jy6tFDSCYV6m0q6KS8a+VNJW0r6iKR310qS9FFJlf3W3gJ2laSIWBER/1O8qKStgQ8D51FIkpRcI2mJpP8A3lc495E8KrVQ0g15vSckLZN0laTH8usDeXTseODqPGq2d3FUqou+xhfuQdVRLjMzM1vXxpAkVVbofgL4V9Lq2gBvAqMj4hDgaOB/q33n2n2BiRFxIPAK8EXgAWA/SQNznXOAH+bjpcBwqo9SnQjcnbcPeVnSIbl8dL7Wh0jrNx0GIGlz4EZgTB6d2hT4QqG/VyLiUOAa4J8j4tfAFODiPGr2dKViDX29lO/BtUCfWPrAzMxsQ9gYkqTK47YhwMeAm3MyJODbeVuS+4BdgZ1ymz9ExMP5+MfAqLxh7Y+AM/MCjCOBX0ragpSE7A8Mk3QhgKRfFPZmOw24LR/flt8DHAHcGhFrI+I5UiIGKXF6JidVADfluhW3Fn5W2zC3oqu+KqNhs4HBZR1IGidplqRZb7/xaheXMzMz6xt6/WKSRRHxiKQBwEDgE/nn8IhYI2kZaYVtgI57sVTe/xC4kzQKdXve6uQQ4MWIeE7SycB9kgLYHliSt/w4Bjggl/cDQtIlVa4FKYHr9KNUOS7TVV+r88+1VPnzjoiJwERI25J00Z+ZmVmfsDGMJL0rz7npBywHtgNeyAnS0cAehaqD8j5v0D7hmjza8xzwVdLoEcBvgSGS9o+I10nzjq4GpuTRp1OAmyNij4gYHBG7A88Ao4AZwKmS+knahfTYD+AJYLCkD+T3ZwHTC/GNKfx8JB+/CmxT8rG76svMzMx6YGMYSdpC0rx8LGBsRKyVdAtwp6RZwDxSMlHxG2CspOtJSdC1hXO3AAMjYglARKyQNBb4UX6MtxI4A7hS0gxSkjWhQ0w/A04nzXU6BlgIPEVOXiLiTUnnALfnTXYfB64rtN9M0qOkJLby6O424AeSLiAlZtTYl5mZmfWA0mCIVUi6BpgbEf/WpOsvA9oi4qVmXH+rnfeM159/phmXNjMzazhJsyOirezcxjCStMFImg28Dvxts2MxMzOz5nKSVBARw1sghsHNvP5+u+3YzMubmZm1jI1q4raZmZnZhuIkyczMzKyEkyQzMzOzEg1LkiTtLOk2SU/nvcx+IemDjbp+jmGwpNML79skfa8b7adJelLSfEkPS9q3PpGWXvsKSd5WxMzMrEEakiTl9YUmA9MiYu+IGAr8He3bhDTKYNL6RQBExKyIuKCbfZwREQeRtv+4uuNJSf3WK8INJK+ZZGZmZj3UqJGko4E1EfHuIocRMS8ifqXkakmL8k71YwAk7SJpRt68dpGkw3P5a5KukjRb0n2SDs0jPEslHZ/r9Mt9Pi5pgaT/lS87ATg89/nXko6SdFdus7WkH+YYFuQtSDozA/hAbrtM0tckPQR8RtIwSTNzP5Ml9c/1PpBjni9pjqS9c/nFhVjHVy4g6fI8cnUfaY+2Svk0SW35eEBeWwlJZ0u6XdKdwNTO+jYzM7PONWq04QDSBqtlTgKGAQcBA4DH80rWpwP3RMS38ujMlrn+VqQRqa9Imgz8A/BRYChpdGcKaeuQlRExQtJmwMOSpgKXAhdFxKcAJB1ViOPvc5sP5XP9u/hMnyatpF3xZkSMym0XAF+OiOmSvgF8HbiQtJr3hIiYLGlzYBNJxwH7AIeSVgyfIukI0npNpwIHk/6c5nRyD4tGAgdGxMvV+o6IGTX0Y2Zm1qe1wiOZUcCtEbEW+KOk6cAI0vYaN0h6D3BHRFS2HnkLuDsfLwRW5/3ZFtK+y/1xwIGSKtt3bEdKFt7qJI5jSUkJkLYjqVLvFkmrgGXAlwvlkwAkbQdsHxGV/dNuIm0Zsg2wa0RMzv2/mesfl+Odm+tvnWPdBpgcEW/kelM6ib3o3oh4OR9X63udJEnSOGAcwKBBg2q8jJmZ2catUUnSYgr7jXVQuot9RMzIIyqfJO2bdnVE3Ex6bFfZS+Ud8i73EfFOYR6OSCM596xzoXVHjsriqGWPljMiYlZJ+etdtCv9nLn8yoi4fp1C6cJO4nmb9kelm3cSR2nfHUXERGAiQFtbm/epMTMzo3Fzkh4gbdr6uUqBpBGSjiSNaozJ84gGAkcAj0naA3ghIn4A/BtwSDeudw/whTwKhaQPStoKeJU0QlNmKvClQnxdPW4rFRErgRWVOVTAWcD0iHgFeFbSibn/zSRtmWM9V9LWuXxXSe8j3ZfRkrbIo1CfLlxmGVBZHbxa8kknfZuZmVkXGjKSFBEhaTTwz5IuBd4k/UV/ISkZGAnMJ42cXBIRz0saC1wsaQ3wGvAX3bjkv5Ievc3Jv1n3InAisAB4W9J84EbaH0NBmtv0fUmLgLXAeODnPfrAMBa4LidBS4FzcvlZwPV5ntIa4DMRMVXSfsAjKVReA86MiDmSJgHzgN8Dvyr0/0/ATySdRUpAS1XrG3ihh5/LzMysz1D7kyuz9Lht1qyyp4lmZmYbH0mzI6Kt7JxX3DYzMzMr4STJzMzMrISTJDMzM7MSTpLMzMzMSjhJMjMzMyvhJMnMzMyshJOkFiZpbd6Mt7Ih7mE97Gd7SV/c0PGZmZltzJwktbZVETEsIg4CLgOu7GE/2wNOkszMzLrBSVLvsS2wAkDJ1ZIWSVooaUwu31rS/XnUaaGkE3LbCcDeeVTq6ibFb2Zm1qs0aoNb65ktJM0jbWK7C3BMLj8JGAYcBAwAHpc0g7T9yuiIeEXSAGCmpCnApcABETGs7CKSxgHjAAYNGlTPz2NmZtZreCSptVUetw0BPgbcnPeiGwXcGhFrI+KPwHRgBCDg25IWAPcBuwI7dXWRiJgYEW0R0TZw4MC6fRgzM7PexCNJvUREPJJHhwaSkqEyZ+TzwyNijaRlpFEoMzMz6yaPJPUSkoYA/YDlwAxgjKR+kgYCRwCPAdsBL+QE6Whgj9z8VWCbJoRtZmbWa3kkqbVV5iRBGj0aGxFrJU0GRgLzgQAuiYjnJd0C3ClpFjAPeAIgIpZLeljSIuCXEXFx4z+KmZlZ7+IkqYVFRL8q5QFcnF/F8pdIyVNZm9M3eIBmZmYbMT9uMzMzMyvhJMnMzMyshJMkMzMzsxJOkszMzMxKOEkyMzMzK9GnkyRJO0n6d0lLJc2W9Iik0Q2O4WxJ1zTymmZmZta1Ppsk5e097gBmRMReETEcOBXYraSul0owMzPrY/pskkTaLPatiLiuUhARv4+If4F3R3hul3QnMDWXXSzpcUkLJI2vtJN0pqTHJM2TdL2kfrn8NUnfkjRf0kxJXe6jVujzNEkLJS2SdFWh/FpJsyQt7hDDMknjJc3J7Ybk8iNzXPMkzZXklbfNzMxq0JeTpP2BOV3UGUla5foYSccB+wCHAsOA4ZKOkLQfMAb4cEQMA9aS9lAD2AqYGREHkbYS+VwtgUl6P3AVKZEbBoyQdGI+fXlEtAEHAkdKOrDQ9KWIOAS4Frgol10EnJ9jOxxYVUsMZmZmfZ0fI2WSvg+MIo0ujcjF90bEy/n4uPyam99vTUqaDgSGA4+nJ3hsAbyQ67wF3JWPZwMfrTGcEcC0iHgxx3YLaX+2O4DPShpH+rPbBRgKLMjtfl641kn5+GHg/+Q+fh4Rz5Z89nHAuPx2dd6+pJUMAF5qdhAlWjEux1S7VoyrFWOC1oyrFWOC1oyrFWOC1olrj2on+nKStBg4ufImIs6XNACYVajzeuFYwJURcX2xE0lfBm6KiMtKrrEmbyECaYSp1vut0kJpT9LI0IiIWCHpRmDzQpXVHa8VERMk/QfwCWCmpGMj4olivxExEZiYrzErj1S1jFaMCVozLsdUu1aMqxVjgtaMqxVjgtaMqxVjgtaNq6gvP257ANhc0hcKZVt2Uv8e4FxJWwNI2lXS+4D7gVPyMZJ2kFQ1K63Ro6RHaQPy/KbTgOnAtqTEbWWe3/TxrjqStHdELIyIq0gJ4JD1jM3MzKxP6LMjSREReZ7PdyRdArxISkC+UqX+1Dz/6JH8WO014MyIWCLpq8BUSZsAa4Dzgd93I5yzC3OOAP4MuAx4kDSq9IuI+H8AkuaSRsGWkh6ldeVCSUeTRpeWAL/sRlxmZmZ9ltqfBpml+Un58VvLaMWYoDXjcky1a8W4WjEmaM24WjEmaM24WjEmaN24ipwkmZmZmZXoy3OSzMzMzKpyktRHSPqYpCcl/U7SpSXnN5M0KZ9/VNLgwrnLcvmTkv68FeKSNFjSqsJCmdd1bFvHmI7Ii3a+LemUDufGSvptfo3dUDFtgLjWFu7VlAbG9DeSligtwHp/8Zca6nWv1jOmutynGuP6vNJCsPMkPSRpaOFcXb6DPY2pnt+/WuIq1DtFUkhqK5Q15V5Vi6nZ90ppYeQXC9f/y8K5Zn0HO4upbt/BHokIvzbyF9APeBrYC3gvMB8Y2qHOF4Hr8vGpwKR8PDTX3wzYM/fTrwXiGgwsatK9GkxaH+tm4JRC+Q6kCfU7AP3zcf9mx5XPvdake3U0sGU+/kLhz68u92p9YqrXfepGXNsWjo8H7s7HdfkOrmdMdfn+1RpXrrcNaZHemUBbs+9VJzE19V4BZwPXlLRt5newNKZ8ri7fwZ6+PJLUNxwK/C4ilkbEW8BtwAkd6pwA3JSPfwp8RJJy+W0RsToingF+l/trdlz10mVMEbEsIhYA73Ro++fkBUgjYgVwL/CxFoirXmqJ6cGIeCO/nUn73oj1ulfrE1M91RLXK4W3WwGVCaP1+g6uT0z1VMv/FwC+Cfwj8GahrGn3qpOY6qnWuMo07TvYmzhJ6ht2Bf5QeP9sLiutExFvAyuBHWts24y4APZU2o9uuqTDGxhTPdrWu+/Nlfb8m6l1l5toZEzn0b4ERb3u1frEBPW5TzXHJel8SU+T/qK9oDttGxwT1Of7V1Nckg4Gdo+Iu1hX0+5VJzFBE+9VdnJ+vPxTSbt3s20jY4L6fQd7pM+uk9THlI28dPwXYbU6tbTtqfWJ67+BQRGxXNJw4A5J+3f4l2+9YqpH23r3PSginpO0F/CApIUR8XSjYpJ0JtAGHNndtg2MCepzn2qOKyK+D3xf0unAV4GxtbZtcEz1+v51GZfSenTfIT2y6VbbJsXUtHuV3QncGhGrJX2eNDJ/TI1tGx0T1O872CMeSeobngWKmfpuwHPV6kjaFNgOeLnGtg2PKw+nLweIiNmkZ+AfbFBM9Whb174j4rn8cykwDTi4UTFJOha4HDg+IlZ3p22DY6rXfao5roLbgMq/opt6r8piquP3r5a4tgEOAKZJWkZafHdKnijdrHtVNaYm3ysiYnnhv/EfkPYaraltE2Kq53ewZ5o9Kcqv+r9II4ZLSRMZKxPp9u9Q53zWnSD9k3y8P+tOhFzKhpu4vT5xDazEQZog+F/ADo2IqVD3Rv504vYzpEmQ/fPxese0AeLqD2yWjwcAv6Vk0mmd/vwOJv2lsE+H8rrcq/WMqS73qRtx7VM4/jQwKx/X5Tu4njHV5fvX3f/Wc/1ptE+Sbtq96iSmpt4rYJfC8WhgZj5u5newWkx1+w72+PM08+J+NfAPOm1w+1T+y+HyXPYN0r+kIW2UeztpouNjwF6Ftpfndk8CH2+FuEibEy/OX8A5wKcbGNMI0r+WXgeWA4sLbc/Nsf4OOKfB96o0LuAwYGG+VwuB8xoY033AH4F5+TWl3veqpzHV8z7VGNd383/T80hbEu1faFuX72BPY6rn96+WuDrUnUZOSJp5r6rF1Ox7BVxZuP6DwJBC22Z9B0tjqvd3sCcvr7htZmZmVsJzkszMzMxKOEkyMzMzK+EkyczMzKyEkyQzMzOzEk6SzMzMzEo4STIza3GShkn6ROH98Z3tRG9mG4aXADAz2wAk9YuItXXod1PgTNK6O1/a0P2bWXVOkszMuiBpMHA38Chpxe6ngL8AlgA3AMcB1wBPANcBW5IW0js3IlZImkZakPFQYNtc/pikHXL7vYA3gHERsUDSFcD7gcHAS8AoYAvSas1X5uO2iPiSpD1yHwOBF0mLAv6npBuBV0j70+0MXBIRP63LDTLbSPlxm5lZbfYFJkbEgaTk44u5/M2IGBURtwE3A1/JdRYCXy+03yoiDsvtbshl44G5uf7f5fYVw4ETIuJ04GvApIgYFhGTOsR1DXBz7uMW4HuFc7uQEqxPARPW47Ob9UlOkszMavOHiHg4H/+YlHwATAKQtB2wfURMz+U3AUcU2t8KEBEzgG0lbZ/7+FEufwDYMfcDabuUVTXENRL493z8o0JcAHdExDsRsQTYqbaPaWYVTpLMzGrTcW5C5f3r69FendSrtd/OrrO6cFx2LTPrhJMkM7PaDJI0Mh+fBjxUPBkRK4EVkg7PRWcB0wtVxgBIGgWszPVnAGfk8qOAlyLilZJrvwpsUyWuXwOn5uMzOsZlZj3nJMnMrDa/AcZKWgDsAFxbUmcscHWuM4y083nFCkm/Jk3sPi+XXQG05foTcvsyDwJDJc2TNKbDuQuAc3IfZwF/1e1PZmal/NttZmZdyL/ddldEHNDD9tOAiyJi1gYMy8zqzCNJZmZmZiU8kmRmZmZWwiNJZmZmZiWcJJmZmZmVcJJkZmZmVsJJkpmZmVkJJ0lmZmZmJZwkmZmZmZX4/+YogHxnjNwEAAAAAElFTkSuQmCC
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<h2 id="Distribution-of-Credit-score:">Distribution of Credit score:<a class="anchor-link" href="#Distribution-of-Credit-score:">&#182;</a></h2><p>The Credit score has a normal distribution, peaked at 1000, which means maximum people get a 1000 score. Which is pretty good.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;CreditScore&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span><span class="mi">15</span><span class="p">,</span> <span class="mi">15</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;CreditScore&#39;</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bins</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">400</span><span class="p">,</span> <span class="mi">1400</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span> <span class="o">=</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;CreditScore&#39;</span><span class="p">,</span> <span class="n">fontsize</span> <span class="o">=</span> <span class="mi">14</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Distribution of Credit score&#39;</span><span class="p">);</span>
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5mZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek4OZmZWek0lJwkva6ReWZmZv2h0Z7TFxucZ2Zm1mc1H5kh6R+A1wIdkk4uhEaRHiBoZmbW7+o9z2lHYERebmRh/irgbc2qlJmZbd9qJqeIuBO4U9KciFi8jepkZmbbuUafhDtU0mxgQrFMRLypGZUyM7PtW6MDIm4AfgfMBD5ZmPpE0gRJt0paIWmppMskDcmxKZLulrQu/5xSKCdJF0panqeLJKkQ77WsmZmVX6M9p2cj4stN2P6XgMeBXYAXAD8GTpD0FeB7wKV5mQ8C35O0V0RsAGYARwKTgcjlHgC+ImnHOmXNbICYcPrczeYtuuDwFtTE+lujPadbJJ0gaRdJYypTP2z/pcD1EfF0RCwF5gGTgANJifPSiFgfEV8ABFROI74XuCQiHo6IR4BLgGNzrF5ZMzMruUaT03tJp/F+Adydp85+2P7ngemSnidpV+AtbExQCyIiCssuyPPJP+cXYvOrYrXK/o2kGZI6JXV2d3f3w+6YmVl/aCg5RcRLe5h274ft30lKGquAh0kJ72bS8PWVVcuuZONw9ur4SmBEvu5Ur+zfRMTsiJgaEVM7Ojr6uCtmZtZfGrrmJOmYnuZHxFVbu2FJg4AfAV8lfdF3BHAlcCGwhPRF36JRwOr8ek1VfBSwJiJCUnWsuqyZmZVco6f1XlmYDgBmAf/cx22PAXYDLsvXhpYD3wAOA7qA/Yoj8ID98nzyz8mF2OSqWK2yZmZWco2e1vtIYToe2J9094itFhHLgAeBD0saIukFpGtb84E7gOeAkyQNlXRiLvbT/PMq4GRJu0oaB5wCzMmxemXNzKzktvaRGeuAvfph+0cBhwLdwH3As8DH85DvI4FjgCeB44AjC0PBvwrcAvwe+AMwN8+jgbJmZlZyjV5zuoX0fSJIN3zdG7i+rxuPiP8lDf3uKfY74BW9xAI4NU9bVNbMzMqv0S/hfrbw+llgcUQ83IT6mJmZNXzN6U5gIWk49mjAp8jMzKxpGn0S7juAu4C3A+8Afi3Jj8wwM7OmaPS03qeBV0bE4wCSOoDbgO82q2JmZrb9anS03qBKYsqWb0FZMzOzLdJoz2mepB8B387v3wnc2pwqmZnZ9q5mcpK0J7BzRHxS0lHA60l3+P4l8K1tUD8zM9sO1Ts1dyn5nnQRcWNEnBwRHyf1mi5tduXMzGz7VC85TYiIBdUzI6KT9Mh2MzOzflcvOQ2rEdupPytiZmZWUS85/UbS8dUzJb2f9MBBMzOzfldvtN7HgJskvYuNyWgq6Y7k/9rMipmZ2farZnKKiMeA10o6CNg3z54bEX78hJmZNU1D33OKiNuB25tcFzMzM8B3eTAzsxJycjIzs9JxcjIzs9JxcjIzs9JpeXKSNF3SPZLWSrpf0gF5/sGSFkpaJ+l2SeMLZYZKulLSKklLJZ1ctc5ey5qZWfm1NDlJ+kfgQuB9pKfsvgF4QNJY4EbgDGAM0AlcVyg6C9gLGA8cBJwq6dC8znplzcys5FrdczobOCcifhURf42IRyLiEeAooCsiboiIp0nJaLKkibncMcC5EbEiIu4BvgYcm2P1ypqZWcm1LDlJGky620SHpPskPSzpMkk7AZOA+ZVlI2ItcD8wSdJoYFwxnl9Pyq97LdtDHWZI6pTU2d3d3b87aGZmW62VPaedgR2AtwEHAFOA/YGZwAhgZdXyK0mn/kYU3lfHqFN2ExExOyKmRsTUjo6Ord8TMzPrV61MTk/ln1+MiCURsQz4HHAYsAYYVbX8KNKzpdYU3lfHqFPWzMzaQMuSU0SsAB4GoodwFzC58kbScGAP0rWkFcCSYjy/7qpXtj/rb2ZmzdPQvfWa6BvARyTNA54h3QX9B8BNwMWSpgFzgTOBBRGxMJe7CpgpqZN0evB40og/GihrZtuZCafP3WzeogsOb0FNrFGtHq13LvAb4F7gHuB3wPkR0Q1MA84HVgCvBqYXyp1FGuSwGLgTuDgi5gE0UNbMzEqupT2niHgGOCFP1bHbgB6Hf0fEeuC4PPUU77WsmZmVX6t7TmZmZptxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9JxcjIzs9IpRXKStJekpyVdU5h3tKTFktZKulnSmEJsjKSbcmyxpKOr1tdrWTMzK79SJCfgcuA3lTeSJgFfBd4D7AysA75UtfyGHHsX8OVcppGyZmZWckNaXQFJ04EngV8Ae+bZ7wJuiYif5WXOAO6RNBL4KzAN2Dci1gD/Len7pGR0eq2yEbF6G+6ambWZCafP3WzeogsOb0FNrKU9J0mjgHOAU6pCk4D5lTcRcT+pp/SyPD0XEfcWlp+fy9QrW739GZI6JXV2d3f3fYfMzKxftPq03rnAFRHxUNX8EcDKqnkrgZF1YvXKbiIiZkfE1IiY2tHRsRXVNzOzZmjZaT1JU4BDgP17CK8BRlXNGwWsJp3W6y1Wr6yZmbWBVl5zOhCYAPxFEqQez2BJ+wDzgMmVBSXtDgwF7iUlpyGS9oqIP+dFJgNd+XVXjbJmZtYGWpmcZgPfKbz/BClZfRh4EfBLSQcAvyVdl7qxMqBB0o3AOZI+AEwB/gV4bV7Pt2qVNTOz8mvZNaeIWBcRSysT6XTc0xHRHRFdwIdIieZx0vWiEwrFTwB2yrFvAx/OZWigrJmZlVzLh5JXRMSsqvfXAtf2suwTwJE11tVrWTMzK79Wj9YzMzPbjJOTmZmVjpOTmZmVjpOTmZmVTmkGRJhZ3/i+cDaQuOdkZmal4+RkZmal4+RkZmal4+RkZmal4+RkZmal4+RkZmal4+RkZmal4+85mZWcv79k2yP3nMzMrHScnMzMrHScnMzMrHScnMzMrHQ8IMLMbAt5kErztaznJGmopCskLZa0WtLvJL2lED9Y0kJJ6yTdLml8VdkrJa2StFTSyVXr7rWsmZmVXytP6w0BHgLeCDwfOAO4XtIESWOBG/O8MUAncF2h7CxgL2A8cBBwqqRDARooa2ZmJdey03oRsZaUZCp+IOlB4BXAC4GuiLgBQNIsYJmkiRGxEDgGeF9ErABWSPoacCwwDziqTlkzMyu50gyIkLQz8DKgC5gEzK/EciK7H5gkaTQwrhjPryfl172W7WGbMyR1Surs7u7u3x0yM7OtVorkJGkH4FvAN3PvZgSwsmqxlcDIHKMqXolRp+wmImJ2REyNiKkdHR192wkzM+s3LU9OkgYBVwMbgBPz7DXAqKpFRwGrc4yqeCVWr6yZmbWBliYnSQKuAHYGpkXEMznUBUwuLDcc2IN0LWkFsKQYz6+76pVt0m6YmVk/a3XP6cvA3sAREfFUYf5NwL6SpkkaBpwJLCgMaLgKmClptKSJwPHAnAbLmplZybXye07jgQ8CU4Clktbk6V0R0Q1MA84HVgCvBqYXip9FGuSwGLgTuDgi5gE0UNbMzEqulUPJFwOqEb8NmNhLbD1wXJ62qKyZmZVfq0/rmZmZbcbJyczMSsfJyczMSsfJyczMSsePzDAzaxI/WmPruedkZmal4+RkZmal49N6tt3zqRez8nHPyczMSsc9J7N+5p6YWd+552RmZqXjnpNZi7iHZdY7JyezBjmZmG07Pq1nZmal456TmVmLuVe+OfeczMysdJyczMysdJyczMysdAbkNSdJY4ArgH8ClgGfiohrW1srM7O+2Z6uTQ3I5ARcDmwAdgamAHMlzY+IrtZWy8zMGjHgTutJGg5MA86IiDUR8d/A94H3tLZmZmbWKEVEq+vQryTtD/wiInYqzPsE8MaIOKJq2RnAjPx2X+AP26yi5TaWdDrU3BZFbouN3BYbvTwiRvb3Sgfiab0RwMqqeSuBzRovImYDswEkdUbE1OZXr/zcFhu5LTZyW2zktthIUmcz1jvgTusBa4BRVfNGAatbUBczM9sKAzE53QsMkbRXYd5kwIMhzMzaxIBLThGxFrgROEfScEmvA/4FuLpO0dlNr1z7cFts5LbYyG2xkdtio6a0xYAbEAF/+57TlcA/AsuB0/09JzOz9jEgk5OZmbW3AXdaz8zM2p+Tk5mZlc52k5wk7SXpaUnXFOYdLWmxpLWSbs7XqiqxMZJuyrHFko5uTc37l6Tpku7J+3W/pAPy/IMlLZS0TtLtksYXygyVdKWkVZKWSjq5dXvQPyRNkHSrpBV5ny6TNCTHpki6O7fF3ZKmFMpJ0oWSlufpIklq3Z5sOUknSuqUtF7SnKrYVh8HtcqWVW9tIek1kn4s6QlJ3ZJukLRLIV7zOKh1DJVVreOisMxZkkLSIYV5zTkuImK7mID/An4OXJPfTyJ99+kNpC/uXgt8p7D8t4Hrcuz1pC/yTmr1fvSxDf4RWAy8hvSPya55Gpv37+3AMOBi4FeFcv+e2240sDewFDi01fvTx7a4FZiT9/fFwO+Bk4Adcxt9HBia5y0GdszlPgj8Cfi73HZ/BD7U6v3Zwn0/CjgS+DIwpzB/q4+DemXLOtVoi7fkfRkFPI80wGpeId7rcVDvGCrr1FtbFOJ75L+TR4FDmn1ctLxBtlGjTweuB2axMTl9Bri2quE3kO4kMTy/flkhfjVwQav3pY/t8Avg/T3Mn0G65VPl/XDgKWBifv8I8E+F+LkUEnk7TsA9wGGF9xcDXyXdyf4R8mChHPtL4Y/tF8CMQuz97fAh3EsbnFf1gbzVx0G9smWfqtuih/jfA6sL73s9DuodQ2WfemsL4IfAYcCiquTUlONiwJ/WkzQKOAc4pSo0CZhfeRMR95MTUp6ei4h7C8vPz2XakqTBwFSgQ9J9kh7Op7J2YvO2WAvcD0ySNBoYV4zT5m2RfR6YLul5knYl/ac8j7RfCyL/JWUL2Li/m7QVA6MtKvpyHPRatsl13lbewKZf5K91HNQ7htqOpLcDGyLi1qr5TTsuBnxyImXxKyLioar5te7B1/D9+drIzsAOwNuAA0iPEtkfmEn9tqAq3u5tAXAn6Q9kFfAw0AncTP3ffXV8JTCi3a479aIvx8FA/JsBQNJ+wJnAJwuzax0HA6otJI0gnWn6WA/hph0XAzo55YuQhwD/0UO41j34BuL9+Z7KP78YEUsiYhnwOVI3vV5bUBVv67aQNAj4EelOIsNJ58VHAxdS/3dfHR8FrKn6L7ld9eU4GIh/M0jak3Q666MR8fNCqNZxMNDa4mzg6oh4sIdY046LAZ2cgAOBCcBfJC0FPgFMk/RbUhd9cmVBSbuTLl7eywC8P19ErCD1EHr6EK1ui+Gka3BdudySYpw2bwtgDLAbcFlErI+I5cA3SIm6C9ivqie0Hxv3d5O2ov3boqgvx0GvZZtc56bJo8puA86NiOrbn9U6DuodQ+3mYOCkPBJvKelv53pJpzX1uGj1xbcmX9h7HmkkVmX6LPBdoIONp3QOIP33fA2bjtb7DmnE3nDgdQyM0XrnAL8BXkTqKfycdNqzI+/fNNKImgvZdJTWBaTTYKOBiflgbIuLuzXa4gHgdNJjY14A3AR8i40jrT5K+mflRDYdrfch0mCKXUnn2rtov9F6Q/Lv+d9JA32G5XlbfRzUK1vWqUZb7Eq6NvLJXsr1ehzUO4bKOtVoixdWfY4+RBp9N6KZx0XLG2QbN/4s8mi9/P5o0iiatcD3gDGF2BjSNYi1eZmjW13/ftj/HYAvAU+Shnt+ARiWY4cAC0mn/+4AJhTKDSUNpV0FPAac3Op96Ye2mJL3cwXpoXE3AC/Ksf2Bu3Nb/BbYv1BOwEXAE3m6iMKorHaY8t9BVE2z+noc1Cpb1qm3tgDOyq/XFKdGj4Nax1BZp1rHRdVyi9h0tF5TjgvfW8/MzEpnoF9zMjOzNuTkZGZmpePkZGZmpePkZGZmpePkZGZmpePkZGZmpePkZNYC+aa7dxTez5H0gxZWyaxUnJzMMkk7S/q80kMY10t6RNIPJR22DTb/UeDdhbrcIemyHup4pKRfSnpS0pr8ELevb4P6mW1TQ1pdAbMykDQB+B/SDSk/RbrN/yDSfcW+AhQMegcAAAQlSURBVLykhzI7RsSG/th+RFTfubmnOh5MupPFWcD7gOdIt4s5sj/qUGO7O0TEM83chlk195zMki+RbkkzNSKuj4g/RcQ9EXEZ+caV+fHU/ybpRklrSY8RQNI+kuZKWi3pcUnflvTiyoolDZb0WaVHwq+QdCkwuLjx4mm9/IjsNwL/lrcZOXkeAfw6Ij4TEQsj4s8RcUtEvL9qXa+R9FNJayWtlPQTSeNybKikSyU9JulpSb+S9PpC2QPz9g6TdJekDcCbc+yI/MjxpyU9KOl8STv24+/A7G+cnGy7J2kMcCjpLuVrquOR7rxccRbpEe//B7hc0i7Az4A/AK8i3UdsBPD9/GgOSA+6PJ70aO9/ICWmd9Wo0keBX5LulL5Lnh4i3Q9xoqTJvRXMsduB+0g3LH4N6SnQlbMkFwHvBI4j3f/t98C8vB9FF5Ke9TUR+LWkN5NujHsZ6abJx5GeDfaZGvthtvVafbNBT55aPZGSSgD/Wme5ID0PqzjvHOAnVfNG52Vfld8/Cny6EB9EeizLHYV5c4AfFN7fQUqWxfUOB+bmdT9EusP+h8h3h87LfIte7vqcy28AjinMG0y6+/Z5+f2Bef3Tqsr+DDijat6RpBuittWNbz21x+Sek1k6ndeozqr3rwDekAcnrJG0hpQ4APaQ9HxSz+eXlQIR8Vfg11tayYhYGxGHA3uSHgD3JOnxBl2Sds6L7Q/8pJdV7EG6M/3/FNb5XK7bPlXL9rSfn67az2tJCe/FmPUzD4gwgz+Tegt7k57rVMvaqveDSL2ZT/Sw7GM04dR5RNxP6u18XdL5pF7Yh0mPPKiVaCuxnh5FUD2vp/08mzQgo1p3nSqbbTH3nGy7FxFPkB7bfqKkEdVxSS+oUfy3pGswiyPivqppdaRReEtI134q6xPpVGItG6gaNNGLRcA60nWuSn3e1Muy9+X1FgdADCZdB/tjne38FpjYwz7eFxHPNlBPsy3i5GSWnEDqWXRKerukl0uaKOnDwIIa5S4Hng9cJ+nVknaXdIik2ZJG5mU+D5wq6W2SXg5cSjrVV8si4FWSJkgaK2mQpFmSLsoj6l4qaX/SQ95GAN/P5S4G9s/bn5z34wOSXhIRa4EvAxfk0Xh75/c7k0Yr1nIOcLSkcyTtm9vmbZIuqlPObKs4OZkBEfEg8PfAj0kj1RYAPwX+mTTKrrdyj5JGxf0VmEd6XPflwPo8AVxCGnn3ddK1pkGkgQu1fJbUy/kj6bTZS0iPwn4p8E3SI8J/BEwA/jkifpbr87+kEYMTgV/l7U0HKt9TOo00eu8bwP8C+5Eeqb2kVmUi4kfA4cBBwF15Op30lGizfucn4ZqZWem452RmZqXj5GRmZqXj5GRmZqXj5GRmZqXj5GRmZqXj5GRmZqXj5GRmZqXj5GRmZqXz/wGcVgseHMtnWAAAAABJRU5ErkJggg==
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<h2 id="A-plot-of-Income-Range-v/s-Loan-Status">A plot of Income Range v/s Loan Status<a class="anchor-link" href="#A-plot-of-Income-Range-v/s-Loan-Status">&#182;</a></h2><p>Loan status is a major role player in loan as expected. We can see that Non-Defaulters with an average income range in 25K - 75K have received the maximum loans.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income_order</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;IncomeRange&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;IncomeRange&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;LoanValue&#39;</span><span class="p">,</span> <span class="n">order</span> <span class="o">=</span> <span class="n">income_order</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Defaulters&#39;</span><span class="p">,</span> <span class="s1">&#39;Complete/Current&#39;</span><span class="p">],</span> <span class="n">loc</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ncol</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">framealpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">15</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Income Range v/s Loan Status&quot;</span><span class="p">);</span>
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<h2 id="A-plot-of-Current-Delinquencies-v/s-Credit-Score">A plot of Current Delinquencies v/s Credit Score<a class="anchor-link" href="#A-plot-of-Current-Delinquencies-v/s-Credit-Score">&#182;</a></h2><p>From below plot, it is evident that lesser Current delinquencies guarantees higher Credit score.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Remoivng outliers from both variables</span>
<span class="n">loan1</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">[(</span><span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;CreditScore&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">1200</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">loanData</span><span class="p">[</span><span class="s1">&#39;CurrentDelinquencies&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">30</span><span class="p">)</span> <span class="p">]</span>
<span class="c1">#Plotting:</span>
<span class="n">sb</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">loan1</span><span class="p">[</span><span class="s1">&#39;CurrentDelinquencies&#39;</span><span class="p">],</span> <span class="n">loan1</span><span class="p">[</span><span class="s1">&#39;CreditScore&#39;</span><span class="p">],</span> <span class="n">scatter_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;alpha&#39;</span> <span class="p">:</span> <span class="mi">1</span><span class="o">/</span><span class="mi">6</span><span class="p">});</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Current Delinquencies&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Credit Score&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Current Delinquencies v/s CreditScore&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">700</span><span class="p">,</span> <span class="mi">1200</span><span class="p">);</span>
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Es9i9bspqE9TEWhhzkzJ3DZtLEpfgAbdjfxwqY9h9JsrzxtHGdOKEvxs5uOu21fGyu2NtDQHqKi0MvsqRV8YHRRip9OS9Vohhb6zsIk20KCdv2SAwVAU8CwJ/LLF9/hD69XE4rEKXBBKBLnD69X88sXrY/3WLKlnvnLqugMxxlX7KEzHGf+siqWbEl9wOCG3U387tWdhuhgqY/OUIzfvbqTDbubLH52xQm37WvjiTW7jbpLfHSG4zyxZjfb9rVZ/LRIn0Yz9NDBIsckB4qe7IverMHtgEK/G7fHbbw7DLvFb81uin2mkKDbeC/2uVm0JvXRui9s2kOp3015oReX00l5oZdSv5sXNu2x+NkVJ1yxtYESv4eyfA9Oh5OyfA8lfg8rtjZY/LRIn0Yz9NDBYojQGY7js+ra4XMa9kQa2sMU+6xfa7HPQUN7qgDevrYQxXnWkcjiPFeK6KBdccKG9vR+De1WPy3Sp9EMPXSwGCLkexwErbp2BGOGPZGKQg+tQWsAaQ3GqShMFcAbXeSltcuquNraFU0RHbQrTlhRmN6votDqp0X6NJqhhw4WOabMb88+56zxROLQHogQCUeM97hht/jNnEBr0BQSjBjvrcEIc2ZOSKnjytPG0RyI0NgeIhqL0dgeojkQ4crTxln87IoTzp5aQUsgTFNnmFg8RlNnmJZAmNlTKyx+WqRPoxl6aG2oBHQ2lM6G0miOZbSQoEaj0Wj6RAsJajQajeaI0MFCo9FoNH2ig4VGo9Fo+kQHC41Go9H0iQ4WGo1Go+kTLSSYQK5SZ+36nfuzpdS1RQ5tVxa5ef2OS1P8Fq2u5rHV1TR2RijPd3PjrInMmTUxxQ/sP9fbboqt3dRZu6m4duvN9rPEM+mLpmdy9ax1TfbRdxYmuRIStOuXHCgA6toinPuzpRbbotXVzH+pikA4xqh8J4FwjPkvVbFodXVKHXc+t5kFq2oIRyDPCeEILFhVw53Pbbb42RUctCskaFeY0G69doUJ24IR3q1vIxJXFPvdROKKd+vbaAtaj2smfdH0TCbHWzP40cFiiJAcKHqyP7a6mgKPk9J8L263h9J8LwUeJ4+lCRaL19fgEijwuXB7XBT4XLjEsCdiV3DQrpCgXWFCu/XaFSasa+rC73HidzsREfxuJ36Pk7qmVLVbu33R9Ewmx1sz+NHBYpjR2BmhwCMWW4FHaOxMDTaBMHiTzgCvw7AnYldw0K6QoF1hQrv12hUm7AhF8bmsHfa5HHSErPpYmfRF0zOZHG/N4EcHi2FGeb6bjrB1VX5HWFGenzpO7PdAyKo5SChu2BOxKzhoV0jQrjCh3XrtChMWeF0Eo9YOB6NxCrypU3d2+6LpmUyOt2bwo4PFEKGyKP2kYLL9xlkT6QjHaO4MEYmEae4M0RGOcWOaCe7rp48nqqAjGCUSjtIRjBJVhj0Ru4KDdoUE7QoT2q3XrjBhZVkegXCMQCSGUopAJEYgHKOyLHUi3G5fND2TyfHWDH60NlQCOhtKZ0P1py+antHZUEMLLSSo0Wg0mj7RQoIajUajOSIGLFiIyCMisl9EtiTYrhORd0QkLiIzkvy/LyI7RGSbiFyWYL/ctO0QkdsHqr0ajUaj6ZmBvLNYAFyeZNsCfAp4LdEoIicDnwFOMT/zoIg4RcQJ/Ba4AjgZmGP6ajQajeYoMmA5bEqp10RkYpLtPQARSXb/BPBXpVQIeF9EdgBnm/t2KKV2mZ/7q+n77kC1W6PRaDSpDJY5i3FA4vLdOtPWkz0FEZknIutEZN2BAwcGrKEajUZzLDJYVsek3GoAivTBLG36llLqYeBhMLKh+tOIwZ46O/n2F0lcouYCdqTxm7dgDUu3Hjy0fenUETx888wUP4C5D7/Byl0th7bPm1TCwnkfTvH7wdObeHpjHcEo+FxwzRmV/PSa01L87D7/+9GVO3lsVTXNgSilfhc3njORW847IcXPboqt3RTNTFI5ByIdV6MZqgyWO4s6IHFFViVQ34s96wx2IcHkQAEQNe2JJAcKgKVbDzJvwZqUOpIDBcDKXS3MffgNi+0HT2/i8TfrCEfBJxCOwuNv1vGDpzdZ/JZsqWf+sipDfK/YQ2c4zvxlVSzZYv3KHl25k3uWbycQiVHudxCIxLhn+XYeXbnT2habgoN2BesyEbYbCHFCjWYoM1iCxfPAZ0TEKyLHA1OAtcCbwBQROV5EPBiT4M/nsJ05oyc1nWR7d6BwOw6/Eu2JdAcKZ8Ir0d7N0xvrcAL5Xiduj5N8rxOnaU9k0ZrdFPtMgUC38V7sc7NozW6L32OrqslzOyjJ9+L2eCjJ95LndvDYqmqLn13BQbuCdZkI2w2EOKFGM5QZyNTZRcAq4AMiUiciXxCRT4pIHXAO8KKILAFQSr0DLMaYuP4X8DWlVEwpFQVuBZYA7wGLTV/NUSQYhSRtQjxi2BNpaA9T7LOeUsU+Bw3tVkG/5kCUfLe1wHy30BywFmhXcNCuYF0mwnYDIU6o0QxlBjIbak4Pu57pwf8u4K409n8A/8hi0zQZ4nMZQ0+Jo/BhZdgTqSj00BqMMyLBsTUYp6LQKuhX6nfRGYlRkmDujChK/dYCuwUHRxQetqcTHOwWrPO7D1/c0wnW2fWDw+KERQnBrzdxQjtlajRDmcEyDKXpg54uPcn2S6eOACASP/xKtCdy3qQSAGIJr0R7N9ecUUkM6AzFiIRjdIZixEx7InNmTqA1aAoERoz31mCEOTMnWPxuPGciXZE4LZ0hIuEwLZ0huiJxbjxnosXPruCgXcG6TITtBkKcUKMZymhtqAR0NpTOhkpEZ0NpjjW0kKBGo9Fo+kQLCWo0Go3miNDBQqPRaDR9ooOFRqPRaPpEBwuNRqPR9MmwDBbbGzpYn7TSVqPRaDT9Z1iuHApGY1zz0L+Zc/ZxfO/yqZTkefr+EIM/ddau32k/epHWhEXOxV7Y9D+pfgC3/GkVr2xvOrR94ZQyHv3COSl+V93/Km/Xdxza/uDYAp7/xgUpfnaf/33vkvd4fG3NoXTTG84ez22XnZTiZzd11u7zsjN5rrbd53/bTZ21m4qbbXKZ2qvTiocPw/LOons17aK1tVx49wqeXl9HXynCg11I0K5fcqAAaA0Z9mSSAwXAK9ubuOVPqyy25EAB8HZ9B1fd/6rFtmh1NfNfqiIQjjEq30kgHGP+S1UsWl1t8bt3yXs8+NouQpEYRW4hFInx4Gu7uHfJexY/u0KC2/a18cSa3YaAYYmPznCcJ9bsZtu+tn75gREofvfqTqPuUh+doRi/e3UnG3Zbj5ddIUG7woTZJpdCh1pkcXgxLIPF5FEF/PjjJ5PvddLcFeHb/7eJzzy8mh3723PdtAEnOVD0Zu8OFC45/Eq0d5McKHqyP7a6mgKPk9J8L263h9J8LwUeJ48lBYvH19bgdQpFfg9uj4civwevU3h8bY3Fz66Q4IqtDZT4PZTle3A6nJTleyjxe1ixtaFffgAvbNpDqd9NeaEXl9NJeaGXUr+bFzbtsfjZFRK0K0yYbXIpdKhFFocXwzJYANz84eN5+duz+dgHxwCw5v0mrrhvJf+7ZCuBcKyPT2v6Q2NnhIIkxcECj9DYaf0l2RGKkqQPiN9JivieXSHBhvb0fg3t/fM7VHeedZS2OM/VbxFDu8KE2SaXQodaZHF4MWyDBUBFkY/ffvZM/vz5s5lQlkckpvjtKzu59J5XeWXr/r4L0GREeb6bjrB1uK8jrCjPt45RF3hdBJLidSBGivhet5BgIumEBCsK0/tVFPbP71DdXdaLWmtXtEcRw0TSCQl2CxMmkk6YMNvYbd9wq1uTfYZ1sOjmghNHsuSb5/ONiybjdgq1zQFuWfAmX318PXtbA7luXlYpTr3u9Wi/cIoxWRtVh1+J9m4+OLYgbZnJ9htnTaQjHKO5M0QkEqa5M0RHOMaNSRPcN5w9nlBM0RYIEwmHaQuECcUUN5w93uJnV0hw9tQKWgJhmjrDxOIxmjrDtATCzJ5a0S8/gCtPG0dzIEJje4hoLEZje4jmQIQrT7M+1deukKBdYcJsk0uhQy2yOLw45rShdh7o4IfPbuHfOxsByPc4+dalH+CmcyYw+b/+meI/mLKcdDaUzobqDzobSmMXLSSYhFKK596q5ycvvktjhzFmfPKYIu765DTOGD+wv/Q0Go1msKKFBJMQEa4+Yxwvf2s2n5s5HhF4d28bn3ro3/zXM5tp7dKpfRqNRpPIMRksuinOc3PXJ0/lb1/9ECePKUIpeGJNDRf9egXPbOx7bYZGo9EcKxzTwaKbM8aX8vytH+aHV55MvsdJY0eYbz65ic/9cQ07D6RfY6DRaDTHEjpYmLicDr5w7vG89O0LuGLaaAD+vbORK+5dya+XbiMY0WszNBrNsYsOFkmMKfbz0A3TefTmsziuzE84Fuf+l3dw2b2v8WrVgVw3T6PRaHKCDhY9cOHUUSy97QK+duEJuJ3C7sYubnpkLbf+ZQMNbcFcN0+j0WiOKnopZQI9rWO4+vRx/NezW1j7fhMvvL2XF97em9bPbnkD7Tfl9hdJzOdyA9vT+AGc+sMXaU9wLnTD5p+k+p7/82XUtB6Wphhf7OG171+S4md3PcZDL1excPVuWoNRin0u5s6awFcvOjHF79kNtSxcXc2BjggjC9zMnTWRq888LsVvyZZ6Fq3ZTUN7mIpCD3NmTuCyaWNT/Oyu24DcrbOwW95QWMMwFNqosYe+szDpTdV1SkUhT86bxfzrTrP9+VypziYHCoCIaU8mOVAAtEcMeyLJgQKgpjXM+T9fZrHZVad96OUqHnhlB8FIjFKvEIzEeOCVHTz0cpXF79kNtdy9bBuBUJwxhS4CoTh3L9vGsxusQoJLttQzf1mVoSZb7KEzHGf+siqWbKm3+NlVsYXcqc7aLW8oKLoOhTZq7KODhU1EhGumV+a6GX3S079hOntyoOjJnhwoerLbVadduHo3PpeD4jxDdbY4z4PP5WDh6t1JftUUedyUFRoqtmWFXoo8bhYmqdguWrObYp+pTus23ot9bhatsZZnV8UWcqc6a7e8oaDoOhTaqLGPDhZZ5PlN9Xpthg1ag1GSBF3Jcxn2RA50RCj0WVVsC33CgQ5rNGtoD1Pss57KxT4HDe3WYGZXxfaQbw5UZ+2WNxQUXYdCGzX20cEii3xj0UZufGQt7x/szHVTBjXFPhdJgq50RQ17IiML3LQHrcG3PagYWWAd864o9NAatKqbtgbjVBRaFV3tqtge8s2B6qzd8oaCoutQaKPGPjpYZJmV2w9y2b2v5az+nqYO09kLe3BOto8vTi+jnWy3q047d9YEgtE4rV2G6mxrV5hgNM7cWROS/CbSFo7Q1G6o2Da1h2gLR5ibJEw4Z+YEWoOmOm3EeG8NRpgz01qeXRVbyJ3qrN3yhoKi61Boo8Y+x6SQYE8caVbSsncb+NHzW6hv6Tm1VmdDGehsKJ0NpRl8aNXZo0hXOMr9y3fwx5W7iMaNY/uJ08fyXx87iVGFvpy0SaPRaOygVWePInkeF7dfMZUXv3EeMyYaQwzPvVXPR+a/ysJV1cTiwy84azSa4U+fwUJEKkTkTyLyT3P7ZBH5wsA3bWjzgdGFLJ53Dr+65oOU+N20B6P88Ll3+OSDb7BlT2uum6fRaDQZYefOYgGwBOgeAK4CbhuoBg0nHA7h+rOO4+XvzOb6GcYajbfrWrnqN6/z4+ffoV0vTtJoNEMEO8FihFJqMRAHUEpFAS3BmgFl+R5+de1pLP7yOUwZVUBcwYJ/V/OR+a/ywtt6bYZGoxn82AkWnSJSDigAEZkF9DmOIiKPiMh+EdmSYCsTkWUist18LzXtIiL3i8gOEXlbRM5M+MxNpv92Ebkp4x4OIs4+vowXv3Ee37t8Kj63g/3tIW79y0ZuemQtuxv12gyNRjN46TMbyrxwPwBMA7YAI4FrlVJv9/G584EO4DGl1DTT9iugSSn1CxG5HShVSn1PRD4KfB34KDATuE8pNVNEyoB1wAyMYLUemK6Uak5T5SFylTqbiV9tUxc/ev4dXt6aqks0kPX219duiu3sX7xEdcvhVc4TS7ysuP3iFL/rHlzJmzVth7bPGl/E//3HeSl+P3h6E09vrCMYBZ8Lrjmjkp9ek6rRdedzm1m8voZAGPweuDAgX+QAACAASURBVH76eP77E6em+NlNsc3E125KbLb9cplim+2+5Aqd2mul39lQIuIAfMAFwIeALwOn9BUoAJRSrwFNSeZPAH82//4zcHWC/TFlsBooEZExwGXAMqVUkxkglgGX91V3fzjawn/HleXxp5vSficDWm9/fO0KDiYHCoDqlhCzf/GSxZYcKADerGnjugdXWmw/eHoTj79ZRzgKPoFwFB5/s44fPL3J4nfnc5tZsKqGcATynBCOwIJVNdz53GaLn13BwUx87QoEZtsvl4KD2e5LrtBCh5nRa7BQSsWB+UqpqFLqHaXUFqXUkRzJCqXUXrPsvUD3aqhxQKKaW51p68megojME5F1IrLuwIGh8ZAiEel1/8GOVM2iXGBXcDA5UPRk7w4UkvBKtHfz9MY6nEC+14nb4yTf68Rp2hNZvL4Gl0CBz4Xb46LA58Ilhj0Ru4KDmfjaFQjMtl8uBQez3ZdcoYUOM8POnMVSEblG+rqyHRnpyla92FONSj2slJqhlJoxcuTIrDYuV1x49wr+sqaG+DG6NiMYBU/SGeARw55IIAzepDPZ6zDsidgVHMzE165AYLb9cik4mO2+5AotdJgZdoLFt4D/A8Ii0iYi7SLS1teHeqDBHF7CfO8esK8DEjUcKoH6XuzHBO3BKHc8s5lPPfRGrpuSE3wuCCfFybAy7In4PRCy6tURihv2ROwKDmbia1cgMNt+uRQczHZfcoUWOsyMPoOFUqpQKeVQSrmVUkXmdlE/63se6M5ougl4LsF+o5kVNQtoNYeplgCXikipmTl1qWk7JvjkGcaI21u1uV3EZ1dwcGJJqnprOvtZ443TRyW8Eu3dXHNGJTGgMxQjEo7RGYoRM+2JXD99PFEFHcEokXCUjmCUqDLsidgVHMzE165AYLb9cik4mO2+5AotdJgZtrShROQq4Hxzc4VS6gUbn1kEzAZGAA3Aj4BngcXAeKAGuE4p1WQOcf0GY/K6C7hFKbXOLOfzwB1msXcppR7tq+6hkA1l12/1rkbueGYzuw6kT63V2VAGOhtKZ0P1B50NZeWIhARF5BfAWcATpmkOsF4pdXtWW5lFcikkOBCEo3Eefm0nD7y8g5B523zBiSP56dXTOE7/CtJoNFniSIPF28DpZmYUIuIENiqlPpj1lmaJ4RYsuqlp7OKHz23h1Soj28vrcvD1iyYz7/wT8Li0JqRGozkysqE6W5Lwd/GRN0nTH8aX57HglrN46HNnMqrQSyga5+6lVVx+72us2dWY6+ZpNJphjJ1g8XNgo4gsEJE/Y6yi/tnANkvTEyLCFaeO4eXvzOaWD0/EIbDrYCeffng133zyLRoHydoMjUYzvLA7wT0GY95CgDVKqX0D3bAjYbgOQ6Vjy55W7vjbZt42Zc+L/W5uv2Iqn55xHA7HQC6N0Wg0w40jGoYSkU8CXUqp55VSzwFBEbm6r89pjg7TxhXz7Nc+zE8+cQqFPhetgQjf/9tmPvXQv9m6r7/LYTQajcaKnQnut5RSpyfZNiqlzhjQlh0Bwyl1NhO/A+0h7nzhHf6+aa+t8jKpe9oPXqQjYWFrgQu2/DTV79yfLaWu7XCObWWRm9fvuDTFL1eps/cueY/H19YcSpW84ezx3HbZSSl+YP953dv2tbFiawMN7SEqCr3MnlrBB0anLkWym0Zq99nfduu1y2BPc82E4dSXo8mRTnCn8xl2SxyPtpDgQPiNLPSmDRQ9fd5u3cmBAqAjatgTSQ4UAHVtEc792VKLLVdCgvcueY8HX9tFKBKjyC2EIjEefG0X9y55L+UYrKzaz33Lt9MZilFZ4qUzFOO+5dtZWWVVCd62r40n1uw2BAdLfHSG4zyxZjfbku7q7IrqbdjdxO9e3WnUW+qjMxTjd6/uZMNuqyan3XrtMthF/zJhOPVlMGEnWKwTkV+LyAkiMklE7sGY5NYMMW5+dC11zZn/wyQHip7syYGiJ3uuhAQfX1uD1ykU+T24PR6K/B68TuHxtVY/gKfW11LiN4UEXS5GFHop8bt5an2txW/F1gZK/B7K8j04HU7K8j2U+D2s2Npg8bMrqvfCpj2U+t2UF3pxOZ2UF3op9bt5YdOeftVrl8Eu+pcJw6kvgwk7weLrQBh4EkMjKgh8bSAbpRkYVmw7wMW/fpXfvLydSCze9wdyTLaFBDtCUfxWXTv8TtIKx+1rC1Gc5Fzsd7KvzZpt1tCe3q+h3epnV1RvX1uI4jzrjXtxnqvf9dplsIv+ZcJw6stgos/hJKVUJ3A7gKnP1KL0c0CHJCMKPBzsCHP30iqe2bin7w/kGJ/LGHpKFF/oUUgwYvVLJyRY4HURiMQsfoEYaYXjRhd5aQ3EGFF4eF9rIMboIqvOVUWh4VeW77T4VRRa/bpF9YoSlGzTieqNLvLS2hWlvDChvK5ov+u1i932DQWGU18GEz3eWYjIf4vIVPNvr4i8DOzAUI5NFfvRDHpe+c5sbpg5HofAzh60ptJR0MNPimR7ZVF6TZ1ke66EBG84ezyhmKItECYSDtMWCBOKKW442+oHcO3042gJmEKC0SgH20O0BCJcO/04i9/sqRW0BMI0dYaJxWM0dYZpCYSZPbXC4mdXVO/K08bRHIjQ2B4iGovR2B6iORDhytOsj3GxW69dBrvoXyYMp74MJnrMhhKRd4BpSiklIvOAzwIfAU4E/qyUOvvoNTMzjtVsKLt+m2pbuP1vb/Pe3vYUv57K1NlQOhtqKDGc+nI06Zc2VGJ6rIg8DSxVSv3e3N6glDpzoBp8pBxLi/L6SyyuePSN97lnWRWdYeOZA6cfV8LPP3UqJ43p/wVHo9EMXfqbOhsSkWkiMhK4EEjMf9QheojjdAhfPG8Sy791AZedYgxdvFXbwpUPvM6df3+XQDjWRwkajeZYordg8Z/AU8BW4B6l1PsAIvJRYONRaJvmKDC6xM/v587gTzfNoLLUTyyueOSN97lo/gr+uSX9mg2NRnPsYUsbaqihh6H6RzAc5d6XtvOnN94nEjPOi9kfGMmdV53C+PL8HLdOo9EMNNmQKNccA/g8Lm7/6Em88PXzmGFmjqzYdoBL732N+5dvJxzVQ1MazbGKDhaaFD4wupD/+8o5/OKaUynNcxOMxPn1siquuG8l/95xMNfN02g0OcCOkKBXKRXqyzaYONZTZ+0+Bxvg/J8vo6b18MrW8cUeXvv+JYe2mzpC3PWP93h6g3UR38zxhTz5H+eTzLwFa1i69XBAuXTqCB6+eWaK37Mbalm4upoDHRFGFriZO2siV595XIqf3TRSu+XZTYcF++mXdlNYs/3M7OGUOqufhT04ONJhqFU2bUOawSwQmIlfcqAAqG4JMfsXL6V8NjlQANS0hjn/58sObZcVeNnfkrqAb01NOx/53+XE44dlQ5IDBcDSrQeZt2CNxfbshlruXraNQCjOmEIXgVCcu5dt49kNVt0lu6J6dsuzKw4I9sXo7Ar6tQUjvFvfRiSuKPa7icQV79a30RaM9MtvOAkJ2u2zJrf0toJ7tIhMB/wicoaInGm+ZqNTZwctyYGiN3tyoOjJvnJXC2AV/QPY2RjkmodWscV88FJ3oHA7Dr8S7d0sXF1NkcdNWaEXt9tDWaGXIo+bhaurLX52RfXslmdXHBDsi9HZFfSra+rC73HidzsREfxuJ36Pk7qmrn75DSchQbt91uSW3rShLgNuBiqBXyfY24E7BrBNmkFK9y+LOIclOjbWtnD1b9/ghlkTbJdzoCPCmELrqVfoE/a2W39J7msLUVnqs9iK81zUNQf7X16JVTup2O+kLk0gbewMU5Gkx1TgddKQRtBvXElSG/1O9rRY29gRilLstw6r+FwOWgORfvnZrdcudvs7ENjtsya39HhnoZT6s1LqQuBmpdSFCa+rlFJ/O4pt1AwyEk+ascU+onHFgn9XH7L1lY09ssBNe9Dq1B5UjCywXjC6RfUSSSeql1F5AWtGVzpxQDgsRpdIOjG6bkG/5DKTBf0KvC6CUavSbzAaTxExtOtnt1672O3vQGC3z5rc0tsw1A3mnxNF5FvJr6PUPk2GTCxJf7FIZx9fnP5CkGw/b1IJALGEV7f9X7edz80fmogr4XnfUQWRuPECY5I7kbmzJtIWjtDUHiISCdPUHqItHGHurIkWP7uienbLsysOCPbF6OwK+lWW5REIxwhEYiilCERiBMIxKsvy+uU3nIQE7fZZk1t604b6slLq9yLyo3T7lVL/M6AtOwJ0NlT2sqG6mfvwG4fmLsAIFAvnffjQ9qbaFn78/DtsrG2xfO6iE8t45PPnpJSns6F0NlQiOhtqcNAvIcGhjF7BnRsi0Rh/WVvLvS9V0dxljDdPHlXAf195MudNGYGI9FGCRqPJJf1Vnb2/t0KVUt/IQtsGBB0sckt9S4Bf/HMrf99Uj8LIoPrE6WP53uVTGVPiz3XzNBpND/R3ncV68+UDzgS2m6/TOTxsrdGkMLbEz72fPp0/3XwWJ4zMRwHPvlXPR+9fyYI3qglF9Omj0Qw17KzgfgW4VCkVMbfdGM+2uPAotK9f6DuLwUNHMMLvXt3Fn15/n4AZJM4YX8IPP3Yypx9XgsOhh6Y0msHCka7gHgsUJmwXmDaNpk8KfG6+femJPPMfH+L8KUZW1MaaFj798Cru/Pu7NHYMWtUYjUaTgJ1g8Qtgo4gsEJEFwAbgZwPaKs2wQkSYOqaIP9w0g/+99oOMLvIRiSkWrKrmqt+8wbMb6wgn5dlrNJrBha1sKBEZDXSrwa1RSu0b0FYdIcd66qxdP4DTf/wiiYt+S3zw1o/7/2xtO2m7+9qCfOWxN3mr7rCO0aQReTz4uemcWFFoGZqy+2zt7z65kWc31ROOg8cBV582ll99+owUvyVb6lm0ZjcN7WEqCj3MmTmBy6alv1HO1TOz7dZrN9002+Vlgt26s52mnEuGQht74oiGocTId7wYOE0p9RzgEZGzs9zGnDPYBQKz7QepgQKgJWjYE0kOFAB1bRHO/dlSi82uiOEz62rYtq+NQo8c0o/adbCLj//mde5bvp2WLmPdx53PbWbBqhrCEchzQjgCC1bVcOdzmy3lfffJjSzeWE8kDh6MxYCLN9bz3SetD3RcsqWe+cuqDPG9Yg+d4Tjzl1WxZEt9yrGxK6xnV+zQrvCf3Xrtiu9lu7xMsFt3tkUbc8lQaGN/sTMM9SBwDjDH3G4HfjtgLdIcNXqSEUq2JweKnux2RQwXrt6N3+1kRKGPMcVeSvNcCBCJKe5bvp3rf7+K5e818OS6GlwCBT4Xbo+LAp8Ll8Di9TWW8p7dVI8AeW4HbreDPLcDMe2JLFqzm2KfKSToNt6LfW4Wrdmd0ma7wnp2xQ7tCv/Zrdeu+F62y8sEu3VnW7QxlwyFNvYXO8FiplLqa0AQQCnVjPEDTqPpF63BKHmm7I/T4aDY52JUnuA0R5+qGjr44p/X0RkxlC4Th0q9DggkieWG45A8WOI27Yk0tIcp9llP+WKfg4b2VPXdxs4wBV6nxVbgddLYafXd1xaiOM+qYVSc52JfGsHBYr+1vGK/k4Z2q5/dejtCUXwua198LgcdIauWVrbLywS7ddv1s3sMc8lQaGN/sRMsIiLixBQaFZGRGMKj/UZE/lNEtojIOyJym2krE5FlIrLdfC817SIi94vIDhF5W0TOPJK6Nbmn2OciUR9QRIgoByML3Dz4uTOZNCL/kKptlzJE5WLmczNCcWPuIhGPA5LvfSKmPZGKQg+tQeup2xqMU1GY+tvHrrCeXbFDu8J/duu1K76X7fIywW7d2RZtzCVDoY39xU6wuB94BhglIncBr3ME2VAiMg34EnA2cBpwpYhMAW4HliulpgDLzW2AK4Ap5mse8FB/69ZYSVK47tFeWZR+kjPZblfEcO6sCQSjcVq7wkTCYVq7wgSjcW46ZyJXTBvNonmz+MoFk3CaE92BqKI9FKctECWijEnuRK4+bSwK6IrEiUTidEXiKNOeyJyZE2gNmkKCEeO9NRhhzsxUeXW7wnp2xQ7tCv/Zrdeu+F62y8sEu3VnW7QxlwyFNvYXu9lQU4GPYCg3LFdKvdfvCkWuAy5TSn3R3P4hEAK+AMxWSu0VkTHACqXUB0Tk9+bfi0z/bd1+PdWhs6EGdzYUwEMvV7Fw9W5ag1GKfS7mzprAVy868dD+UDTGlj1t3PrEevYmDOmcPLqAP9x0NqOLfYeCCehsKJ0NNXgYCm3siX4LCYqIA3hbKTUti405CXgOY9I8gHEXsQ6Yq5QqSfBrVkqVisgLwC+UUq+b9uXA95RS65LKnYdx58H48eOn796dOmmpGXq0dkV44e167lu+nf3muG9lqZ9vXXIiF59coZVJNZos0u/UWaVUHNgkIuN788sE867kl8Ay4F/AJqC3WbR0ehApEU4p9bBSaoZSasbIkSOz0lZN7inOc3P9Wcfx5Lxz+MxZx+F0CHXNAb61eBPf/OtbbKptJqi1pjSaAcfOnMUY4B0RWS4iz3e/jqRSpdSflFJnKqXOB5owBAobzOEnzPf9pnsdkPhggkogNTFeM2xxOx0cPzKf//rYSfzxxulMG2vc0i/fup/P/nEND63Yyd7WALH48JPb12gGC3ZSHbL+kCMRGaWU2m/esXwKY0jqeOAmDHmRmzCGqgCeB24Vkb9irCJv7W2+QjN8KfS5Of/EUZw0toin1tXx8Gu7aAtGuW/5dv71zj6+fcmJzJxUnvI8Z41Gc+T09jyLyUCFUuqNJPv5wB6l1M5+VyqyEijHyHD8llJquYiUA4uB8UANcJ1SqslcQf4b4HKgC7gleb4iGa06O/wJhGPs2N/Ob1/Zyb/eMdRnHAJXnzGOL58/iQnl+fjczj5K0Wg0ifT34UcvAHcopd5Oss8AfqSU+njWW5oldLA4NlBK0dQZZuX2A9z70naqG43VxuUFHr42ezIfO3U05QVeXE47o60ajaa/wWJLT1lQIrJZKZWq5jZIGCypsyd9/0UCCYfXL/Dez1P9Jt/+omWG3wXsSFPeRb9azq6mw3muk8p8vPzdj6T4ffI3r7Gxrv3Q9hmVhTxz6/kpfmA/5dSuoJ/dZ2HbTWG1k5YajMTYvr+dR1+v5u9v1xOJGQf97Iml/OfFJzJtbDFFfhciklFao92UWLtkO9V1sNebSd2awUF/s6F6WLIFwLB7Nma2hfqSAwVAQBn2RJIDBRipYZOTyksOFAC7moJc9KvlFltyoADYWNfOJ3/zWkqb7Qrw2RX0e3ZDLXcv20YgFGdMoYtAKM7dy7bx7IZai59dQT+7In3hWJyOYJRPTR/HXVdPOzQBvra6mVsWvMm9y6vYdaCTTbXNtkXe7NZtl2wL/w32ejOpWzM06C1YvCkiX0o2isgXMB63qumF5EDRk72nnOFke3Kg6MmeHCh6s9sV4Fu83p6g38LV1RR53JQVenG7PZQVeinyuFm4utriZ1fQz65IX11TF3leF6MKfUwbV8ztV0xl3vmTKM1zE47GefSNam5Z8CZ/eG0nboeDYr+7T5E3u3XbJdvCf4O93kzq1gwNesuGug14RkQ+x+HgMAPjR+gnB7phmoEnHE9VhEwnwBcIG3cUiXgd0JWkv3egI8KYQuspVegT9rZbf0k2tIcZV2ytudjnYE9rqkhfZan1Brc4z0VdszVAdoSihzKgXE4Ho4p8XH5KBVNG5rO2upmnN9RR09RFTVMXJ1YUcN7kcsoLfPjdDor9Tvakkd+1W7ddEtvYjc/loDVgPTaNnWEqknSlCrxOGtr6J0SXq3ozqVszNOjxzkIp1aCU+hBG6my1+fofpdQ5g/3hRxp72BXg83sMAb9E0gn6jSxw0x603jq1BxUjC6wXDLuCfnZF+tKJ4DmdDqaOKeL/XfYBfj93OiePMYamqho6eHxNLWurm2juCnOwI5JW5M1u3XbJtvDfYK83k7o1Q4M+00SUUq8opR4wXy8fjUYNB/zp1p2nsff0b5Nsn1SWfgop2X5GZWFav3R2uwJ8108fT1RBRzBKJBylIxglmkbQb+6sibSFIzS1h4hEwjS1h2gLR5g7a6LFz66gn12Rvp5E8CaMyGdUkY8PTx7Bg587kxvPGY/bKYSicVZsO8Bf1tby3t42Tq0sIRKL96tuu2Rb+G+w15tJ3ZqhgS0hwaGGzoY6trKhoO+sm3hc0dQVZmXVfh5csZPt+zsBY23GNWdWcvOHJzK22E9JnhtjaY/OhtLZUMce/RYSHKrodRaanghGYhzsCLH2/SbufWk7NeZk68gCL7deNJkLPzCS8gIv+XqoRHMMooOFRpOAUorWQIT97SGefLOGhatrCJtj67MmlfH1iyZzwshCyvI9eFx6QZ/m2KHfqrMazXBERCjJ8zCxPJ8vnDuJR26awdnHG8NLq3c18fkF6/jjyl1UN3bS1BlmOP6g0mgyRd9ZaI552oLGRParVQd44JUdNHYYKbwTyvK47ZIpTB9fRlmBR2fxaIY9ehhKo+mDaCxOU2eYhrYgC/5dzTMb99CteH7ZKRV8+fxJjCnxU57v1UNTmmGLDhYajU06Q1EaO8K8t7eVe17aztZ9RlZZkc/FvPMnccWpYyjxuynN8+Bw9JAfrdEMUXoLFvq+OoFcPQt76u0vkrgu2AdsTeNnN8X2krtfZvvBwKHtKSP8LPvORSl+YP8Z3HbLnLdgDUu3Hjy0fenUETx888wUv0Wrq3lsdTWNnRHK893cOGsic5LWY0Dfz+ru5tGVO3lsVTXNgSilfhc3njORW847IePy8r0u/G4neV4nN39oAo++8T7b93fSFoxy99Iq/rVlH7ddPIUTK4oODU3ZTbHNtl+2n+mdSapwttNxs/2c8Gz7ZUIun3k+kOj7aZNsCwna9UsOFABB056IXcHB5Is6wPaDAS65O3U9ZXKgAGgJGvb+lJkcKACWbj3IvAVrLLZFq6uZ/1IVgXCMUflOAuEY81+qYlGShtRDL1fxwCs7CEZilHqFYCTGA6/s4KGXqyx+j67cyT3LtxOIxCj3OwhEYtyzfDuPrtzZr/IcDuG9+lYWv1nLiHwv500uY0SBsZJ5S30b8xau57evbGd3YydL39nLgyt29Ck4aFeY0K7ftn1ttkQR7QoEZiKcmG1xQrt+duvNtl8mZLsvgwkdLHJMT0pDyXa7goPJF/Xe7GkkkdLa7ZbZHSjcjsOvRHs3j62upsDjpDTfEBwszfdS4HHyWFKwWLh6Nz6Xg+I8D26Ph+I8Dz6Xg4WrrYKDj62qJs/toCTfi9vjoSTfS57bwWOr+lcewFPraynL91BZ5qeswMvM40s5eUwBeR4ncQVPrqvjlkff5NHX38fjcJDndeF0OHoUHLQrTGjXb8XWBkr8HsryPb2KItoVCMxEODHb4oR2/ezWm22/TMh2XwYTOlhojjqNnREKPNbx/gKP0Nhp/VXVGoySlzRQmucy7Ik0B6Lku63l5buF5kCStpPN8sAQEiz2G//IXpeTPI+LCWV+Jo3M4+YPTcDtFPa3h1j1fjNv1bXS1BmiLRglHI1TnOdiX5IA3762EMVJlR+JX0O70T6Ln99JQ7vVr7EzTIHX6lfgddLYmSraaKdeMAQCfUmT/D6Xg46Q9Tjarduun916s+2XCdnuy2BCBwvNUac8301H2JpY0RFWlOdbx2uLfS6StPzoihr2REr9Ljoj1vI6I4pSf9LFz2Z5YAoJBg4L6zkdQiQG40v93Pyh43nkprOYYeom1bcGeWFzA+/Ut9ERjLC3JcjIgv6JItr1qyi0tg+gNRBLEUW0KxCYiXBitsUJ7frZrTfbfpmQ7b4MJnSwyDE9PWEq2W5XcHDKiPTPpUpnL+mh8mS73TIvnToCMB6i1P1KtHdz46yJdIRjNHcagoPNnSE6wjFuTJrgnjtrAsFonNauMJFwmNauMMFonLmzrIKDN54zka5InJbOEJFwmJbOEF2RODee07/yAK6dfhwtAVPsMBrlYHuIlkCEOWdPoLLUz5SKQn55zancYt5lxOKKt2pbeXHzPqobuzjr+HIOdoSIm/m3doUJ7frNnlpBSyBMU2eYWDxGU2eYlkCY2VMrLH52BQIzEU7MtjihXT+79WbbLxOy3ZfBhE6dTUBnQ+lsqERWVu3nqfW1h7KDrp1+HOedOOrQ/o5QlMaOEGt3NfK713ay88Dh8eaPThvNl86fRFm+h9J8D0U+t86G0tlQA173kaLXWWg0A0QsrmjqDNMejFDV0M49y7azreHw2owvX3ACl59Sgc/jojzfg8/t7KNEjSZ36GCh0QwwgbChZhuMxPj7pnr+9Pr7dIaNsesPVhZz28VTmFieT6HPbWYw6QV9msGHDhYazVFAKUVzV4TWQISD7UEeXLGTV7YdAIwJ8utnVDJ31gTyva5DQ1MazWBCBwuN5igSisY40B4iHI2zrrqJ+5bvYE+LMd8zusjH1y+azDknlON1O/XQlGZQoYOFRpMDWrsiNHWFCUVi/GVtDYvW1hCJGf9v504ewa0XnsCoIp8emtIMGvTzLDSaHFCc56ay1E9xnpubPzSRP944gzPHlwDw+o6D3LzgTf5vXS0tXWHqmrtoDQxeqQeNZvCuAMkBuUqdtet36g9fpD3helLohs0/SfW7/NevsHX/4TTOqaPy+Ne3LkzxA5jzu9dZVd16aPucicUs+sq5KX52n+ud7Wd6202JtftMb7vPCAf7qaS9pdi6nQ7GFPtpD0Y40BHio9MqGFHg4Y0djXSGYzz06i6WvtvANy8+kZPHFtEejOBxOTjYHspa2qfdfmTyDO7Bnh6a7XozKS+XabsDib6zMMmVkKBdv+RAAdAeMeyJJAcKgK37u7j816+k1JEcKABWVbcy53evW2zJgQJgY107n/zNaxbbd5/cyOKN9UTi4MFYlLd4Yz3ffXKjxe/O5zazYFUN4QjkOSEcgQWrarjzuc0WP7sCgUu21DN/WZUhqlfsoTMcZ/6ySCEZ6gAAGpRJREFUKpZsqbf4PbuhlruXbSMQijOm0EUgFOfuZdt4dkNtyrGxK6y3smo/9y3fbviVeOkMxbhv+XZWVu23+LUFI2yua8HhcPDhyeV88bzjmTa2CAF2Hujk64s28utlVexu7OT17QfZ3x6iwOs6YhE8u/2wK4CXiW+uxPKyXW8m5eVSxHCg0cFiiJAcKHqyJweK3uzdgcKR8Eq0d5McKHqyP7upHgHy3A7cbgd5bgdi2hNZvL4Gl0CBz4Xb46LA58Ilhj0RuwKBi9bsptjnZkShF7fbeC/2uVm0xioQuHB1NUUeN2WFhoBhWaGXIo+bhUkChmBfWO+p9bWU+M26XS5GFHop8bt5ar01AG3c3UxJnofK0jzK8ryMKvTxsQ+O4ZYPT2DyqAIU8MLbe/nKwg28VdtCLB6noT1ELKaOSATPbj/sCuBl4psrsbxs15tJebkUMRxodLDQZI1wHJJvot2mPZFAGLxJZ57XYdgTsSsQ2NAepthnLbDY56Ch3VrggY4IhT5reYU+4UBHaiTOSPgvjaBfsl+iwJzX7aS8wEN5gZt8r4uHPncmt154AnkeJ+2hKI+t2s3/LqliT3MXLQFDlqSpn0J0dvthVwAvE99cieVlu95MysuliOFAo4OFJmt4HJB82Y2Y9kT8HgglBZBQ3LAnYlcgsKLQQ2vQWmBrME5FobXAkQVu2oPW8tqDipEFqePEGQn/pRH0S/ZLFphziOAQB5NG5OP3OPnUmZU8evNZhybAt+5r50fPv8vfNuyhqTNCVzjG/rYg0ZjRT7tCdHb7YVcALxPfXInlZbveTMrLpYjhQKODxRChsId5r2T71FHpJyTT2c+ZWAxAPOGVaO/mjMrCtGUm268+bSwK6IrEiUTidEXiKNOeyPXTxxNV0BGMEglH6QhGiSrDnohdgcA5MyfQGjRF/yLGe2swwpyZVoHAubMm0haO0NRuCBg2tYdoC0eYm0aTyq6wXk+Cg9dOt06a9yQwd/akcsaV+CnL9zCqyMePrzqFL513PCMKPMTiihfe3stPXniXPS0BOkJR6poDtHZFGFfqtyVEZ7cfdgXwMvHNlVhetuvNpLxcihgONHqdRQI6G0pnQyWSjWyoRPrKIApH4zR2hjjQHqKmsYvnN+1h+dYDxEzl2gtOHMl/zD6BkYVe3E4HHpeDxo6+s6Z0NpTOhrKLXpSn0Qwh2oIRmjrCxJWiprGLe5dX8VatEdD9biefP3ciV58+DqdDKPC6KMv34HLqQQLNkTPoFuWJyDdF5B0R2SIii0TEJyLHi8gaEdkuIk+KiMf09ZrbO8z9E3PRZo3maFHkMxbzFXhdjC/PY/51p3H7FVMp8bsJRGL89pWdfPWJDby3t+3Q0FRLV5jh+MNPM3g46sFCRMYB3wBmKKWmAU7gM8AvgXuUUlOAZuAL5ke+ADQrpSYD95h+Gs2wxuV0MKrIx+hiH26nk0tPrmDBLWdx5QfHALBjfwe3/mUj9760nbZAhKbOMHXNAQLhWB8lazT9I1f3ri7ALyIuIA/YC1wEPGXu/zNwtfn3J8xtzP0fEREtoqM5JsjzuKgs9RvrGvxuvnXJiTww53QmjcxHAc9vquemR9ey/L0GwtEYe1sDNCRkTWk02eKoBwul1B7gbqAGI0i0AuuBFqVUd45fHdCdrjEOqDU/GzX9y5PLFZF5IrJORNYdOHBgYDuh0RxFHA5hRIGXsSV+PC4Hp4wt5vc3TOerF0zC53bQ3BXhrn9s5f899Ta1TV10hqLU6qEpTZbJxTBUKcbdwvHAWCCf/9/emQfHXVx5/PNmRqP78I2xsY1tEQ7H4bCNE3PbCYTshqUSQqiFAJsE2HBTqYVNqhKS1KbIJrsYwgIxgQABzBHChgqpNTG24wOwBcYcvrAtbOEYXzosjY6ZkebtH78ezWiskUayLM2I96ma0vx6evrXrdbMU79+79vw5W6qxv/Ku1tFHPYJUNVFqjpLVWeNGTNmoLprGFlDQZ6/M8w24Pdx2azjePya2Zxd6Z1xvr6mge88+RaPr9lJONrR6ZpqiWRvopeROwxFBsgC4CNVPQAgIn8EvgBUiEjArR4mAnGNiN3AccBu57YqB+oOb/bIyfbQ2YGuBzD1rldIdlj4gOpu6p78g1doSapY5INNPz+83swfvUJjUiJvWRDe++nh9S57cBVVNY2d17MnlfHC984+rN5Vi9awqrqh8/rsqRX8/rp5h9W79tE3WL4t8WdxfuVIfvftzx9WL9NQYYBfvLKRxVU1NEdiFAd9XDF7End+5ZTD6mUatrtwyWaeWlfTGSp55ZxJ3HbhSX1qT0SoKApSFAzwwZ4GNu45xKnHlTOhvIDXth7gQFOYJ9/cxdIt+7h1fiWzp4xk2eZ9rN62n4bWdo4tL0gbOtuXUM5MQ5AzbXOgzxPPlKE8g3ugOdqhuEOxZ1EDzBWRIrf3MB/YBCwHvu7qXA38yT1/2V3jXl+mR2Ftne1CggNdDw43FOAl5k1NqZtqKABaYl55MqmGAqAx4pUnk2ooAKpqGrnswVVdylINBcCq6gauWrSmS1mqoQBYvq2Oax99o0tZpsKJ4BmKR1bvJByNURKAcDTGI6t38otXNnapl6mI4cIlm3lwZTXhaAdleUI42sGDK6tZuGRzv9o7EGpjQ00DwTw/Y0rzmTy6mEtPHc8lpx6L3yfsaWjjzhff5/svvMsTr++ksbWd8sIAdc0RHlqx/TAhwb4I22UqyJhpm1v3NvL02l3emCsKaI7EeHrtLrbu7fo30hexw0w4GmJ+A93HTBkMYcKh2LNYi7dRvR543/VhEXAncIeIbMfbk3jUveVRYJQrvwO4a7D7PFxJtwWaWp5qKNKVpxqKdOVxQyFJj+TyOHFD4U96JJfHiRuKgCQeyeVxMhVOBFhcVUOeD0oL88gL5nk/fV55l3oZihg+ta6GfL9QVhgkLxikrDBIvl94al3/2ouL+Y0rLWBMSQGjioOMKM5n5oQyFl11Bp+d4GXhr69p4J2PD7EvFEFEKMoPEPT7eCnli70vwnaZCjJm2uaKLfuoKAy6A6D8jCwOUlEYZMWWfd2OOROxw0w4GmJ+A93HTBkMYcIhiYZS1R+r6omqOkNVr1LVsKpWq+ocVZ2uqpepatjVbXPX093r1UPRZ+PTRXMkRkHKaacFfq88mUxFDEPhdlL0Bin0c5hwXKbtJYv5+X2ea2p8eT6Nbe0cP7qYhZd/jn+78DMEfEJ7THl7VwOvbtxPbShCcb6fXXWt7D3URtRFTfVF2C5TQcZM29zX1L0Y476m/osdZsLREPMb6D5mymAIE1rap2F0Q3HQR1tKykJbh1eeTKYihiX5AVL0Bmnt4DDhuEzb607Mrz0G08YUU1aYh4hw0YxjuOiUsUysKACgriXKkk37WftRPRWFAVoiXkJfXXOE4qA/Y2G7TAUZMxXLG1favRjjuNL+ix1mwtEQ8xvoPmbKYAgTmrH4FJNu8lPLi9JUTC0vS/N5SC2fPcnbuNSkR3J5nLOnegqsHUmP5PI451d6m7Xtmngkl8fJVDgR4IrZk4jGoKk1SjQS9X7GvPIu9TIUMbxyziTCHUpja4RoJEJja4Rwh3LlnP61l07M74wpIzvDbPP8Pi6aMZ7Jo4qYe3wF5QXeF8euulZWfFjL8i37icViNLREEJ9Q3xzJSNguU0HGTMXyzjtxHA2tngx7R8yL4mpojXDeieMyGnN3YoeZcDTE/Aa6j5kyGMKEpg2VRLZHL1k0lEVDJdNb1I2q0tASZc32Ayx3kUYNLVE+3NdMxLmfZk0ewa3zK5kwopBQuJ2G5ggBv+fWsmio/pHL0VAmJGgYn2Ii7TEOhsK0Rb212b7GNh5Ytp01O2oByPML/3zmJL45exLBgA8Robwwj4rCPHw+E0v4NGHGwjAMDrVGqW/21GwB1mw/yK+XbWe/20ieOKKQ2+ZXcrpzmQR8PkaWBLP6QB5jYDFjYRgGAO0dMWqbIzS7KJnWaAe/f2MXL7y9u/PcjAUnjeWGc6cx0m3KFgb9jCrOJxiwLc7hjhkLwzC60BxupzYUoT3m7V1UHwixcOk2Ptjj7SMV5/v5zllT+YeZ4/H7BBGhrCDAiKKguaaGMWYsDMM4jFhMqW2O0OSyfGOq/N8He1m0sprGNm/lceIxpdy+oJLKcd4RuuaaGt6YsTAMIy1t0Q4ONIU7E/QaWiL8ZmU1SzZ6GdQ+gUtPm8C186ZQFPSMREGen1ElQfID/rTtGrmHGQvDMHokHmbb0BrtlDV/d3cDC5duY1etJxkxuiTIjedP55zK0Yh4rqnSggAjzTU1bDBjYRhGRoTbOzgYihB2YbbRjhgvvLWb37+5i7DLEJ5z/EhuuWA6x1YUAp7cyMjiIKUDqHBqDA1mLAzD6BOpYbZ7D7Vx/7JtvFntJT4GAz6uPHMS35h1XGeUlLmmch8zFoZh9Jn2jhgHQ5HOw5NUldXba3lg2XYOhLzcjEkji7htQSWnHpeQYCkrzDPXVI5ixsIwjH4TCrdTGwp35mG0RNp54vVdvLh+N66IL508juvPncqIIi83w+8TRhQHB/TwHePoY8bCMIwjoiOm1DaHCbUlJK937A9x79IP2fRJEwClBQG+e/bxXPzZ8fjEW1Xk5/kZVRykIM9cU7mAGQvDMAaE1kgHB0OJMNuYKn95fy+PrKqmyRmSk8eXcvuCE5g2tqTzfaUFee5wI3NNZTNmLAzDGDBUlfqWKIeSwmzrWyL85m/VvLopkZvxtdMncs0XplAYTBzSZK6p7MaMhWEYA05qmC3AOzX1LFy6jY/rWwEYU5LPTRdM56zpoxBzTWU9ZiwMwzhqHGqJUt+SCLONtMd4/q2PeWptDRGXmzF36khuuaCSY8oLOt9nrqnsoydjYTKShmEcEeVFeUwYUdgpBRIM+Lhy7mQeu3oWc6Z4cudvVtdx7eNVPLO2pnO/o6ktyu76Fg61RtO2bWQPtrIwDGPAaGqLuuNRve8VVWXltoM8sHw7tSHvCMXJo7zcjM9NTORmBAM+Rpfkm2tqiDE3lGEYg0Z3YbbN4XYef30nL73z987cjAtPGccN50yjvCix4V1SEGBUcb65poYIMxaGYQw6qWG2ANv2NXHv0m1s2evlZpQVBLjunKlcNOOYztwMnwgjioJdjIgxOJixMAxjSFBV6pojXfYlOmLKn9/7hN+urqY57EVSzTi2jNu/eALHjy7urGeuqcHHjIVhGENKW9RbZcSjowDqmiM8/LcdLN28H/DyMC47YyJXfX4yhUkGoiQ/wMjiIAG/xeMcbcxYGIYx5Kiqp2bbkkjmA1i/q56Fr21jt8vNGFuaz80XTGfe9NGddeKuqbLCQGe+hjHwmLEwDCNriHbEOBgK0xpJJPNF2mM8W1XD02triHZ430nzpo3ipgumM64skZuR5/dcU/GscGNgMWNhGEbWkRpmC7C7voX7XtvO27vqASgI+Lj6C1P42ukTurihzDV1dDBjYRhGVtIRU2pDYULhRJitqrJi6wH+Z8UO6pq93IzjRxdz+4JKZkwo76znE6GiKI/ywjxzTQ0QZiwMw8hqWiLtHGyK0B5LbICHwu08tvoj/rRhD/FvqYtnHMN3z5lKeWEirNZcUwOHGQvDMLKeWEypa4nQmCL/sXVvE/cu/ZAP94UAKC/M4/pzpnLhKeO6rCiK8wOMMtfUEWHGwjCMnKG7MNuOmPLyu3t4bPVHNLuN8ZkTy7ltQSVTRiVyM0SEEeaa6jdmLAzDyCnShdnWhsI8uGIHy7ceALzcjMtnTeTKuZO7JO/l+X2MKgl2ihsamWHGwjCMnCTS7oXZtiWdmQFQtbOO+17bxp6GNgCOKSvglvnTmTt1VJd6xS5qKs9cUxlhxsIwjJymsS1KXShxZgZAONrB4nUfs7gqkZtxTuVobjx/OmNK8zvriQgVhXlUFJlrqjey6jwLEfmMiGxIejSKyG0iMlJE/ioi29zPEa6+iMj9IrJdRN4TkdMHu8+GYQwtZQV5TBxRSEl+wq2Un+fnmnlT+O23ZnHaJE/ufOW2g1zzuypeeOvjLjLp9S0Rdte30pwUomv0jSFdWYiIH/g7cCZwI1CnqveIyF3ACFW9U0QuBm4GLnb17lPVM3tq11YWhjF8aQ63UxvqGmarqizbsp8HV+ygvsWLppo2ppjbF5zAyceWdXl/UTDAqBJzTXVHVq0sUpgP7FDVXcAlwBOu/Angn9zzS4An1eNNoEJExg9+Vw3DyAaK8wNMHFFIWVKuhYgw/6RxPHHtHL76uWMRYMeBZm5e/A73/vVDmtoS4bgtkXZ217dS1xxhOLrhjxZDHSrwTWCxez5OVT8BUNVPRGSsK58AfJz0nt2u7JPkhkTkOuA6dxkSka1H0K/RwMEjeH+2MFzGATaWbCXrx/KAe/RC1o+jDxzJWCane2HIjIWIBIGvAv/eW9Vuyg77d0BVFwGLBqBriMhb6ZZiucRwGQfYWLKV4TKW4TIOOHpjGUo31JeB9aq6z13vi7uX3M/9rnw3cFzS+yYCewatl4ZhGMaQGosrSLigAF4GrnbPrwb+lFT+LRcVNRc4FHdXGYZhGIPDkLihRKQI+CJwfVLxPcDzIvJtoAa4zJX/BS8SajvQAlw7CF0cEHdWFjBcxgE2lmxluIxluIwDjtJYhmVSnmEYhjGwDHXorGEYhpEDmLEwDMMwesWMRRIicpGIbHXSIncNdX+OBBHZKSLvO0mVnEpnF5HHRGS/iHyQVNatHEy2k2Ysd4vI35Mkby4eyj5mgogcJyLLRWSziGwUkVtdec7NSw9jycV5KRCRdSLyrhvLT1z58SKy1s3Lcy5V4cjuZXsWHk565EO8jffdQBVwhapuGtKO9RMR2QnMUtWcSzQSkXOAEF7m/gxX9p90IwczlP3MhDRjuRsIqeqvhrJvfcGFs49X1fUiUgq8jaeycA05Ni89jOUb5N68CFCsqiERyQNWA7cCdwB/VNVnReRh4F1VfehI7mUriwRzgO2qWq2qEeBZPKkRY5BR1ZVAXUpxOjmYrCbNWHIOVf1EVde7503AZjwlhZyblx7GknM4GaSQu8xzDwUuAP7gygdkXsxYJEgnK5KrKPCqiLztpFBynS5yMMDYXupnOzc5FeXHcsF1k4yITAFOA9aS4/OSMhbIwXkREb+IbMBLZP4rsANoUNW4xO6AfJeZsUiQkaxIDjFPVU/Hy5S/0blDjOzgIWAacCqextl/DW13MkdESoAXgdtUtXGo+3MkdDOWnJwXVe1Q1VPx1C3mACd1V+1I72PGIsGwkhVR1T3u537gJbw/olwmnRxMzqGq+9wHPAY8Qo7MjfOJvwg8rap/dMU5OS/djSVX5yWOqjYAK4C5eOrc8aTrAfkuM2ORoAqodFEEQTxF3JeHuE/9QkSK3cYdIlIMfAn4oOd3ZT3p5GByjhSJ/UvJgblxG6mPAptV9b+TXsq5eUk3lhydlzEiUuGeFwIL8PZglgNfd9UGZF4sGioJFyq3EPADj6nqfwxxl/qFiEzFW02AJ+nyTC6NRUQWA+fhSS3vA34M/C/wPDAJJwejqlm/cZxmLOfhuToU2Alcn+16ZyJyFrAKeB+Inzr0Azxff07NSw9juYLcm5eZeBvYfrx//p9X1Z+674BngZHAO8CVqho+onuZsTAMwzB6w9xQhmEYRq+YsTAMwzB6xYyFYRiG0StmLAzDMIxeMWNhGIZh9IoZCyMrEZFjRORZEdkhIptE5C8icsIg96FCRL7Xw+sdTp10o1P9vENEevxMiciUuAKtiMwSkfsHut8DRbb3zxhcLHTWyDpc0tTrwBOq+rArOxUoVdVVGbbhV9WOpOtAklZOpv2YAvw5rhbbzeshVS1xz8cCzwBrVPXH/W3TMLIVW1kY2cj5QDRuKABUdYOqrhKR80Tkz/FyEXlARK5xz3eKyI9EZDVwmYisEJGfi8jfgFtdtuuLIlLlHvPc++52wnErRKRaRG5xzd8DTHOrh1/21GEnq3IdnhCdOHG3X7r7vCci16e+J3ksPfQBEfmheOesLBWRxSLyfVe+QkRmueejxZOlJ9293f1WiMgfRGSLiDztDDMiMltEXncrpHUiUprSv2LXvyoReUdELnHlp7j6G9y9KjOcYyPHCPRexTAGnRl4Zwz0hzZVPQtARG4AKlT1XHf9DHCvqq4WkUnAEhKiayfiGalSYKuIPATcBcxwIm29oqrVzg01Fk+6+5CqzhaRfGCNiLxKz4Ju3fVhJp70zGl4n9f19P67+Xaae+PaOQVPK2gNME9E1gHPAZerapWIlAGtKW3+EFimqv/i5CXWichS4AbgPlV9WjyZHH8vfTNyFDMWxnDjuR6uFwAnu3+mAcrEaWgBrzg5hLCI7AfG9fP+8ca/BMwUkbg+TzlQiXfAVjq668PZwEuq2gIgIpnolaW7dwRYp6q7XVsbgCnAIeATVa0CiKvJJv2e4m1+Nb6qAQrwJD7eAH4oIhPxDtvZlkH/jBzEjIWRjWwkIYKWSjtd3acFKa8393DtAz6vql3+a3Zfism6OR3047Mhnh5PB57yqgA3q+qSlDpTemgiXR/SrUaSfxfJv4d09z4vzT2kh3skt/k1Vd2aUr5ZRNYCXwGWiMh3VHVZL20ZOYjtWRjZyDIgX0S+Gy9wPvVzgV14q4N8ESkH5veh3VeBm5La7M291ITnEuoVERkDPAw8oF7UyBLgX8WTwkZEThBPAbivrAQuFZFCtwr6x6TXdgJnuOfJxrWv994CHCsis139UknIWye3eXPSHsdp7udUoFpV78dToJ3ZjzEaOYAZCyPrcF+2lwJfFC90diNwN7BHVT/GUzl9D3gaT1EzU24BZrmN2E14/vae+lGL5+//IM0Gd6Hb2N0ILMUzRj9xr/0W2ASsFy9U9jf0Y7Xijv98DtiAd/5CcjTYr/CMwut4qrZx+nRvd4zw5cCvReRdvNPWUldsP8M7svM91+bPXPnlwAfOpXUi8GRfx2jkBhY6axg5hIjcDYRU9VdD3Rfj04WtLAzDMIxesZWFYRiG0Su2sjAMwzB6xYyFYRiG0StmLAzDMIxeMWNhGIZh9IoZC8MwDKNX/h8gamS60/+TGAAAAABJRU5ErkJggg==
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<h2 id="A-plot-of-Employment-status-and-term">A plot of Employment status and term<a class="anchor-link" href="#A-plot-of-Employment-status-and-term">&#182;</a></h2><p>Here we find that employed people tend to get max loans for an average period of 3 years.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Summarizing the counts into a matrix that will be used to plot.</span>
<span class="n">et_counts</span> <span class="o">=</span> <span class="n">loanData</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="s1">&#39;Term&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">et_counts</span> <span class="o">=</span> <span class="n">et_counts</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span> <span class="o">=</span><span class="s1">&#39;counts&#39;</span><span class="p">)</span>
<span class="n">et_counts</span> <span class="o">=</span> <span class="n">et_counts</span><span class="p">[(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Employed&#39;</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Full-time&#39;</span><span class="p">)</span><span class="o">|</span> <span class="p">(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Other&#39;</span><span class="p">)</span><span class="o">|</span> <span class="p">(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Part-time&#39;</span><span class="p">)</span><span class="o">|</span> 
                      <span class="p">(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Not employed&#39;</span><span class="p">)</span><span class="o">|</span> <span class="p">(</span><span class="n">et_counts</span><span class="o">.</span><span class="n">EmploymentStatus</span> <span class="o">==</span> <span class="s1">&#39;Retired&#39;</span><span class="p">)]</span>
<span class="n">et_counts</span> <span class="o">=</span> <span class="n">et_counts</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span> <span class="o">=</span> <span class="s1">&#39;Term&#39;</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span><span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">values</span> <span class="o">=</span><span class="s1">&#39;counts&#39;</span><span class="p">)</span>

<span class="c1">#Plotting:</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">8</span><span class="p">,</span> <span class="mi">5</span><span class="p">])</span>
<span class="n">sb</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">et_counts</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">fmt</span> <span class="o">=</span><span class="s1">&#39;.1f&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span> <span class="s1">&#39;vlag_r&#39;</span><span class="p">,</span> <span class="n">center</span> <span class="o">=</span> <span class="mi">0</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Employment status v/s term&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Term (months)&quot;</span><span class="p">);</span>
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<h2 id="Matrix-Plot-between-Loan-Amount,-CreditScore,-BorrowerRate:">Matrix Plot between Loan Amount, CreditScore, BorrowerRate:<a class="anchor-link" href="#Matrix-Plot-between-Loan-Amount,-CreditScore,-BorrowerRate:">&#182;</a></h2><p>There are few interesting features that we can see from this plot,</p>
<ul>
<li><p>Interest rate and credit score tend to inversely related.</p>
</li>
<li><p>We can see that interest tend be lesser for higher loan amounts.</p>
</li>
<li><p>Credit Score is higher for higher loan amounts.</p>
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</ul>

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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot matrix: sample 500 loan data so that plots are clearer and</span>
<span class="c1"># they render faster</span>
<span class="n">numeric_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="s1">&#39;CreditScore&#39;</span><span class="p">,</span> <span class="s1">&#39;BorrowerRate&#39;</span><span class="p">]</span>

<span class="n">samples</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">loanData</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="mi">500</span><span class="p">,</span> <span class="n">replace</span> <span class="o">=</span> <span class="kc">False</span><span class="p">);</span>
<span class="n">loanData_samp</span> <span class="o">=</span> <span class="n">loanData</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">samples</span><span class="p">,:]</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData_samp</span><span class="p">,</span> <span class="nb">vars</span> <span class="o">=</span> <span class="n">numeric_vars</span><span class="p">);</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="mi">20</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_offdiag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">);</span>
</pre></div>

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<h2 id="Matrix-Plot-between-Loan-Amount,-MonthlyIncome,-DebtToIncomeRatio:">Matrix Plot between Loan Amount, MonthlyIncome, DebtToIncomeRatio:<a class="anchor-link" href="#Matrix-Plot-between-Loan-Amount,-MonthlyIncome,-DebtToIncomeRatio:">&#182;</a></h2><p>There are few interesting features that we can see from this plot,</p>
<ul>
<li>Most of current Delinquencies are between 0 - 1 across all features indicating a higher ratio is not accepted.</li>
<li>Monthly income is higher for higher loan amounts</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot matrix: sample 500 loan data so that plots are clearer and</span>
<span class="c1"># they render faster</span>
<span class="n">numeric_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="s1">&#39;DebtToIncomeRatio&#39;</span><span class="p">]</span>

<span class="n">samples</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">choice</span><span class="p">(</span><span class="n">loanData</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="mi">500</span><span class="p">,</span> <span class="n">replace</span> <span class="o">=</span> <span class="kc">False</span><span class="p">);</span>
<span class="n">loanData_samp</span> <span class="o">=</span> <span class="n">loanData</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">samples</span><span class="p">,:]</span>

<span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">PairGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData_samp</span><span class="p">,</span> <span class="nb">vars</span> <span class="o">=</span> <span class="n">numeric_vars</span><span class="p">);</span>
<span class="n">g</span> <span class="o">=</span> <span class="n">g</span><span class="o">.</span><span class="n">map_diag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="mi">20</span><span class="p">);</span>
<span class="n">g</span><span class="o">.</span><span class="n">map_offdiag</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">);</span>
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<h2 id="A-plot-of-LoanOriginalAmount-v/s-Term-v/s-IncomeRange:">A plot of LoanOriginalAmount v/s Term v/s IncomeRange:<a class="anchor-link" href="#A-plot-of-LoanOriginalAmount-v/s-Term-v/s-IncomeRange:">&#182;</a></h2><p>Here we see that applicants under largest income bracket have taken the largest loan amounts and longest loan term of 5 years. This new as the mean term is 3 years, here we get more insight that larger the loan amount, longer the term of loan.</p>

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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;IncomeRange&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;Term&#39;</span><span class="p">);</span>
<span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ncol</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">framealpha</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> <span class="n">title</span> <span class="o">=</span> <span class="s1">&#39;Term&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;LoanOriginalAmount (USD) v/s Term v/s IncomeRange&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loan Amount (USD)&#39;</span><span class="p">);</span>
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<h2 id="A-plot-of-Current-Credit-Lines-v/s-Credit-Score-v/s-Bankcard-Utilization:">A plot of Current Credit Lines v/s Credit Score v/s Bankcard Utilization:<a class="anchor-link" href="#A-plot-of-Current-Credit-Lines-v/s-Credit-Score-v/s-Bankcard-Utilization:">&#182;</a></h2><p>Here as well we see a inverse relation between Credit utilization and credit Lines . We can again see that credit score is lower for higher credit utilization. So we can establish that there is direct relation between credit lines and credit score.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;CurrentCreditLines&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;BankcardUtilization&#39;</span><span class="p">,</span> <span class="n">c</span> <span class="o">=</span> <span class="s1">&#39;CreditScore&#39;</span><span class="p">,</span> <span class="n">cmap</span> <span class="o">=</span><span class="s1">&#39;vlag_r&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;Credit Score&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Current CreditLines&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Credit Utilization (%)&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Current Credit Lines v/s Credit Score v/s  Bankcard Utilization&#39;</span><span class="p">);</span>
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<h2 id="A-plot-of-Debt-To-Income-Ratio-v/s-Interest-Rate-v/s-isHomeOwner:">A plot of Debt-To-Income Ratio v/s Interest Rate v/s isHomeOwner:<a class="anchor-link" href="#A-plot-of-Debt-To-Income-Ratio-v/s-Interest-Rate-v/s-isHomeOwner:">&#182;</a></h2><p>Here we see that although most of loan falls under lowest Debt-to-income ratio, the interest seems to be incresing to incresing Debt-to-income ratio. However we can have an egde over non-home owners even if we have higher debt-to-income ratio.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">loanData</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;IsBorrowerHomeowner&#39;</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">g</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">sb</span><span class="o">.</span><span class="n">regplot</span><span class="p">,</span> <span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="s1">&#39;DebtToIncomeRatio&#39;</span><span class="p">,</span> <span class="n">fit_reg</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">scatter_kws</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;alpha&#39;</span> <span class="p">:</span> <span class="mi">1</span><span class="o">/</span><span class="mi">2</span><span class="p">});</span>
<span class="n">g</span><span class="o">.</span><span class="n">add_legend</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Interest Rate&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Debt-To-Income Ratio&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Debt-To-Income Ratio v/s Interest Rate v/s isHomeOwner&#39;</span><span class="p">);</span>
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
"
>
</div>

</div>

</div>
</div>

</div><aside class="notes">

<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">
<blockquote><p>Once you're ready to finish your presentation, check your output by using
nbconvert to export the notebook and set up a server for the slides. From the
terminal or command line, use the following expression:</p>
<blockquote><p><code>jupyter nbconvert &lt;file_name&gt;.ipynb --to slides --post serve --template output_toggle</code></p>
</blockquote>
<p>This should open a tab in your web browser where you can scroll through your
presentation. Sub-slides can be accessed by pressing 'down' when viewing its parent
slide. Make sure you remove all of the quote-formatted guide notes like this one
before you finish your presentation!</p>
</blockquote>

</div>
</div>
</div>
</aside></section></section><section><section>
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);
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